{
  "schema_version": 1,
  "title": "README and developer docs examples",
  "updated_on": "2026-10-09",
  "license": "CC-BY-4.0",
  "attribution": "Jon Bishop",
  "records": [
    {
      "slug": "supabase-readme",
      "name": "Supabase",
      "artifact": "readme",
      "topic": "Backend platform",
      "patterns": [
        "capability-map",
        "deployment-choice",
        "support-routing"
      ],
      "summary": "A platform README that connects a feature checklist to documentation and explains the components behind the product.",
      "use_for": "Founders explaining a platform made of several capabilities, especially when readers need to distinguish managed usage from local development.",
      "observations": [
        {
          "section": "Opening checklist",
          "note": "Database, authentication, APIs, functions and storage are listed with links to their documentation."
        },
        {
          "section": "How it works",
          "note": "The architecture section names underlying components and distinguishes hosted usage, self-hosting and local development."
        },
        {
          "section": "Community & Support",
          "note": "Forum, issues, email support and Discord links are accompanied by descriptions of what each channel is for."
        }
      ],
      "adaptation": [
        "Give each major capability a plain-language explanation and one relevant guide rather than a long feature slogan.",
        "Label the difference between using your service and contributing to its code.",
        "Explain where to ask a usage question, report a bug or request account help."
      ],
      "tradeoff": "The checklist helps orientation, but it does not provide a complete first-success tutorial in the README. A narrow library may need a runnable example much earlier.",
      "first_step": "Follow the product documentation link; the README serves as orientation rather than a complete installation walkthrough.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://github.com/supabase/supabase/blob/d6c81b66c9999cb121dd8876f541313d484f157f/README.md",
        "final_url": "https://github.com/supabase/supabase/blob/d6c81b66c9999cb121dd8876f541313d484f157f/README.md",
        "title": "supabase/README.md at d6c81b66c9999cb121dd8876f541313d484f157f \u00b7 supabase/supabase \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f618-0bc7-777e-b2d4-e091c83c84fd"
      },
      "version": {
        "kind": "commit",
        "value": "d6c81b66c9999cb121dd8876f541313d484f157f"
      }
    },
    {
      "slug": "posthog-readme",
      "name": "PostHog",
      "artifact": "readme",
      "topic": "Product analytics",
      "patterns": [
        "capability-map",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "A broad product README with a clear cloud recommendation, an advanced self-hosting route and an explicit open-source-versus-paid section.",
      "use_for": "Teams whose repository attracts both potential customers and operators evaluating a self-hosted edition.",
      "observations": [
        {
          "section": "Product introduction",
          "note": "The introduction links product capabilities to separate pages and describes multiple ways to access the platform."
        },
        {
          "section": "Getting started",
          "note": "Cloud is marked recommended; hobby self-hosting is labeled advanced, with deployment constraints and support disclaimers."
        },
        {
          "section": "Open-source vs. paid",
          "note": "A separate section describes the core license and the enterprise directory exception."
        }
      ],
      "adaptation": [
        "Make the default starting route explicit while preserving an honest alternative for operators.",
        "Put maintenance and support boundaries beside the deployment choice.",
        "Describe licensing at the relevant component or edition level rather than relying only on a badge."
      ],
      "tradeoff": "The large capability inventory can overwhelm someone evaluating one job. A smaller product should lead with its most relevant use case before adding a platform catalogue.",
      "first_step": "Choose the recommended cloud route or review the advanced hobby-deploy conditions; this review did not run either path.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://github.com/posthog/posthog/blob/e1391d6c7ee2eff3530a23d8e8cdb209d8c9b19e/README.md",
        "final_url": "https://github.com/posthog/posthog/blob/e1391d6c7ee2eff3530a23d8e8cdb209d8c9b19e/README.md",
        "title": "posthog/README.md at e1391d6c7ee2eff3530a23d8e8cdb209d8c9b19e \u00b7 PostHog/posthog \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f617-fcdb-7521-86ef-a2dfbeb7212d"
      },
      "version": {
        "kind": "commit",
        "value": "e1391d6c7ee2eff3530a23d8e8cdb209d8c9b19e"
      }
    },
    {
      "slug": "trigger-dev-readme",
      "name": "Trigger.dev",
      "artifact": "readme",
      "topic": "Durable workflows",
      "patterns": [
        "workflow-explanation",
        "deployment-choice",
        "support-routing"
      ],
      "summary": "A workflow platform README that explains how tasks fit into an existing codebase, then connects deployment, environments and run visibility.",
      "use_for": "Developer-tool teams explaining an operational product whose value depends on what happens after code is written.",
      "observations": [
        {
          "section": "Write tasks in your codebase",
          "note": "The README connects task authoring to version control, local development, testing and review."
        },
        {
          "section": "Deployment and environments",
          "note": "Separate sections explain deployment and environment concepts rather than leaving them inside a feature list."
        },
        {
          "section": "Getting started and Self-hosting",
          "note": "The starting route points to cloud onboarding; self-hosting links are separated into Docker and Kubernetes guides."
        }
      ],
      "adaptation": [
        "Explain where your tool fits into the reader's existing workflow before listing every feature.",
        "Separate authoring, execution and inspection so the reader can form a sequence.",
        "Give hosted and self-hosted readers distinct next steps with clear ownership of infrastructure."
      ],
      "tradeoff": "An account-based starting route suits a managed platform. A locally usable SDK should also show a complete local example instead of making signup its only next action.",
      "first_step": "Use cloud project onboarding or the linked self-hosting guides; the README introduces those routes rather than proving their setup time.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://github.com/triggerdotdev/trigger.dev/blob/a7629e80908b4fc665d8e12d2f977d0ebda4c41c/README.md",
        "final_url": "https://github.com/triggerdotdev/trigger.dev/blob/a7629e80908b4fc665d8e12d2f977d0ebda4c41c/README.md",
        "title": "trigger.dev/README.md at a7629e80908b4fc665d8e12d2f977d0ebda4c41c \u00b7 triggerdotdev/trigger.dev \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f618-30f1-7558-a1d0-f2497b3856bf"
      },
      "version": {
        "kind": "commit",
        "value": "a7629e80908b4fc665d8e12d2f977d0ebda4c41c"
      }
    },
    {
      "slug": "langfuse-readme",
      "name": "Langfuse",
      "artifact": "readme",
      "topic": "AI observability",
      "patterns": [
        "deployment-choice",
        "first-result"
      ],
      "summary": "An AI developer platform README combining cloud, self-hosting and demo routes with a quickstart that ends at a visible trace.",
      "use_for": "Products where a successful first action creates an inspectable artifact, such as a trace, log, test result or report.",
      "observations": [
        {
          "section": "Top navigation and deployment",
          "note": "Cloud, self-hosting and demo links appear before detailed deployment choices."
        },
        {
          "section": "Quickstart",
          "note": "The sequence moves from creating a project to logging an LLM call and viewing traces."
        },
        {
          "section": "Security & Privacy",
          "note": "The telemetry section describes collected information and an opt-out setting."
        }
      ],
      "adaptation": [
        "Define the artifact that tells a user their integration worked.",
        "Show the steps that create that artifact, then tell the reader where to inspect it.",
        "Describe operational or privacy behavior near the setup information where it affects evaluation."
      ],
      "tradeoff": "The README is extensive, with many integration and project references. A new tool should keep a short first-success route prominent before growing its reference inventory.",
      "first_step": "Review the project-to-first-trace quickstart. Its code was read, not executed, and external service configuration remains necessary.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://github.com/langfuse/langfuse/blob/0922c4cbaa40249f51c7fec7ba59a1e6c7736654/README.md",
        "final_url": "https://github.com/langfuse/langfuse/blob/0922c4cbaa40249f51c7fec7ba59a1e6c7736654/README.md",
        "title": "langfuse/README.md at 0922c4cbaa40249f51c7fec7ba59a1e6c7736654 \u00b7 langfuse/langfuse \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f618-52b3-753e-ae67-a2bef2f8b0dc"
      },
      "version": {
        "kind": "commit",
        "value": "0922c4cbaa40249f51c7fec7ba59a1e6c7736654"
      }
    },
    {
      "slug": "novu-readme",
      "name": "Novu",
      "artifact": "readme",
      "topic": "Communication infrastructure",
      "patterns": [
        "capability-map",
        "edition-boundaries",
        "use-case-routing"
      ],
      "summary": "A communication platform README that separates product notifications from agent communication and groups providers by channel.",
      "use_for": "Infrastructure teams serving different use cases through a shared API who need to explain both the common foundation and distinct applications.",
      "observations": [
        {
          "section": "Why Novu?",
          "note": "Two use cases are introduced: product communication and agent communication, sharing an API and conversation model."
        },
        {
          "section": "Providers",
          "note": "Provider links are grouped under email, SMS, push, chat and in-app channels."
        },
        {
          "section": "License",
          "note": "The README describes an open-core model and identifies the enterprise folder as separately licensed."
        }
      ],
      "adaptation": [
        "Introduce the shared mechanism, then give each audience a clearly named use case.",
        "Use a capability matrix only when the supported choices are meaningful to a buying or integration decision.",
        "Identify edition boundaries directly and link readers to the relevant terms."
      ],
      "tradeoff": "The short Getting Started section redirects to account onboarding. Someone comparing implementation effort must continue into the docs rather than judging setup from this README.",
      "first_step": "Create an account and follow dashboard onboarding, as the source directs; this directory does not assess that authenticated experience.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://github.com/novuhq/novu/blob/9dc5c2b332ccf044002b4dcf66a6073c512f9a89/README.md",
        "final_url": "https://github.com/novuhq/novu/blob/9dc5c2b332ccf044002b4dcf66a6073c512f9a89/README.md",
        "title": "novu/README.md at 9dc5c2b332ccf044002b4dcf66a6073c512f9a89 \u00b7 novuhq/novu \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f618-1de7-71dd-a997-0f1de29597b5"
      },
      "version": {
        "kind": "commit",
        "value": "9dc5c2b332ccf044002b4dcf66a6073c512f9a89"
      }
    },
    {
      "slug": "hono-readme",
      "name": "Hono",
      "artifact": "readme",
      "topic": "Web framework",
      "patterns": [
        "first-result",
        "concise-example",
        "support-routing"
      ],
      "summary": "A compact framework README that shows a small route example before its scaffolding command and feature overview.",
      "use_for": "Libraries and frameworks whose main interface can be understood through a short code sample without a hosted account.",
      "observations": [
        {
          "section": "Opening example",
          "note": "A short example creates an application, defines a route and returns text."
        },
        {
          "section": "Quick Start",
          "note": "A project-generation command is presented separately from the introductory code."
        },
        {
          "section": "Documentation and Contributing",
          "note": "The README points to full documentation and describes several kinds of contribution."
        }
      ],
      "adaptation": [
        "Show one representative API interaction early so a reader can judge the programming model.",
        "Distinguish illustrative code from the command that creates a usable project.",
        "Keep deeper configuration in linked docs while preserving a clear path to it."
      ],
      "tradeoff": "The tiny sample explains the API shape but not every runtime's deployment requirements. Avoid treating a minimal example as a complete production installation.",
      "first_step": "Use the project-generation route, then the documentation for your runtime. Commands are examples from the source and were not executed.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://github.com/honojs/hono/blob/6abd35b0a5f35f67b6417627d5b0a6c2d266ac04/README.md",
        "final_url": "https://github.com/honojs/hono/blob/6abd35b0a5f35f67b6417627d5b0a6c2d266ac04/README.md",
        "title": "hono/README.md at 6abd35b0a5f35f67b6417627d5b0a6c2d266ac04 \u00b7 honojs/hono \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f618-4134-714f-ba9c-994a39dbcb50"
      },
      "version": {
        "kind": "commit",
        "value": "6abd35b0a5f35f67b6417627d5b0a6c2d266ac04"
      }
    },
    {
      "slug": "stripe-docs",
      "name": "Stripe",
      "artifact": "docs-home",
      "topic": "Payments",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "A documentation homepage offering business-use-case routes, developer setup links and an interactive request example.",
      "use_for": "API products serving several business outcomes whose users may know the job they want to accomplish before they know the product name.",
      "observations": [
        {
          "section": "Payments and Revenue",
          "note": "Links are framed around outcomes such as accepting payments, selling subscriptions and setting up a customer portal."
        },
        {
          "section": "Developers",
          "note": "Development environment setup and integration quickstarts have their own routes."
        },
        {
          "section": "Try it out",
          "note": "A request-and-response example sits alongside a CLI download link and an account-sign-in prompt."
        }
      ],
      "adaptation": [
        "Offer task-based entry routes alongside product names.",
        "Show what an API operation produces so readers can connect code to an outcome.",
        "Distinguish public examples from the authenticated experience that supplies account-specific credentials."
      ],
      "tradeoff": "Many product and task routes are appropriate for a mature platform. A single-purpose API should avoid recreating that breadth before it has distinct reader needs.",
      "first_step": "Choose a use case or an integration quickstart. Only public homepage content was reviewed; authenticated request editing was not tested.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://docs.stripe.com/",
        "final_url": "https://docs.stripe.com/",
        "title": "Stripe Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f616-9c54-725a-a1c0-c1354edf766f"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-09-30"
      }
    },
    {
      "slug": "supabase-docs",
      "name": "Supabase",
      "artifact": "docs-home",
      "topic": "Backend platform",
      "patterns": [
        "stack-routing",
        "capability-map",
        "deployment-choice"
      ],
      "summary": "A docs homepage that starts with framework quickstarts, then groups backend capabilities, client libraries, migration and self-hosting routes.",
      "use_for": "Platforms where initial implementation depends strongly on a visitor's application framework or language.",
      "observations": [
        {
          "section": "Connect a framework",
          "note": "Named framework and mobile quickstarts provide direct starting routes."
        },
        {
          "section": "Build your backend and Use a client library",
          "note": "Product capabilities are separated from language-specific API references."
        },
        {
          "section": "Migrate and Self-host",
          "note": "Migration resources and self-hosting references appear as separate groups."
        }
      ],
      "adaptation": [
        "Let readers choose their stack before presenting detailed setup instructions.",
        "Distinguish quickstarts that produce an outcome from API reference pages used during implementation.",
        "Give existing-product migration and new-project onboarding separate paths."
      ],
      "tradeoff": "Framework grids become costly to maintain as integrations expand. Include a route only when its underlying guide is maintained and useful.",
      "first_step": "Select the quickstart matching your framework. This review inspected the homepage routes rather than executing each framework tutorial.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://supabase.com/docs",
        "final_url": "https://supabase.com/docs",
        "title": "Supabase Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f617-38e0-777c-8d25-01677e375cc5"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-09-30"
      }
    },
    {
      "slug": "posthog-docs",
      "name": "PostHog",
      "artifact": "docs-home",
      "topic": "Product analytics",
      "patterns": [
        "first-result",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "A docs homepage prioritizing installation and a first event before separating access surfaces from product reference documentation.",
      "use_for": "Multi-product developer platforms that need to preserve an obvious start while supporting readers returning for reference.",
      "observations": [
        {
          "section": "Get started",
          "note": "Installation is described through the concrete outcome of sending a first event."
        },
        {
          "section": "Apps",
          "note": "Access surfaces such as web, Slack, MCP, CLI and desktop are grouped separately."
        },
        {
          "section": "Products and Libraries",
          "note": "Product reference links are followed by SDK, framework and service integration routes."
        }
      ],
      "adaptation": [
        "Name the observable first outcome in the installation link.",
        "Separate where users access the platform from what the platform does.",
        "Keep returning-reader reference routes visible without making them the first-time setup sequence."
      ],
      "tradeoff": "A first event is only a technical milestone; it does not establish that a user's instrumentation is correct or their analysis useful. Add a validation step in your own guide.",
      "first_step": "Follow installation toward a first event; the public homepage was inspected, but no event was sent.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://posthog.com/docs",
        "final_url": "https://posthog.com/docs",
        "title": "PostHog Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f617-2674-77ad-90e4-d75e656a78a9"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-09-30"
      }
    },
    {
      "slug": "trigger-dev-docs",
      "name": "Trigger.dev",
      "artifact": "docs-home",
      "topic": "Durable workflows",
      "patterns": [
        "first-result",
        "workflow-explanation",
        "use-case-routing"
      ],
      "summary": "A docs introduction combining a first-task route with agent examples, core concepts and separate self-hosting guides.",
      "use_for": "Workflow products whose users need both a quick result and vocabulary for operating the system after setup.",
      "observations": [
        {
          "section": "Opening routes",
          "note": "Quick start, agent-building guides, coding-assistant setup and examples are offered as distinct entry points."
        },
        {
          "section": "Core concepts",
          "note": "Tasks, triggering, runs and idempotency are defined through links to dedicated guides."
        },
        {
          "section": "Self-hosting and FAQ",
          "note": "Deployment alternatives and questions about approvals, tool calling and background jobs follow the introduction."
        }
      ],
      "adaptation": [
        "Pair your fastest useful start with a concise explanation of the concepts it introduces.",
        "Use links for specialized setup rather than stretching one tutorial to cover every environment.",
        "Answer recurring implementation questions where they help a reader choose a route."
      ],
      "tradeoff": "Adding several specialized routes can dilute the primary quickstart. Keep the default action visible and explain who should choose each alternative.",
      "first_step": "Open the quick-start route for a first task. The source's time-to-setup claim was not independently tested.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://trigger.dev/docs",
        "final_url": "https://trigger.dev/docs/introduction",
        "title": "Trigger.dev docs - Trigger.dev",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f617-4940-7529-b76c-716704e77537"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-09-30"
      }
    },
    {
      "slug": "resend-docs",
      "name": "Resend",
      "artifact": "docs-home",
      "topic": "Email API",
      "patterns": [
        "prerequisites",
        "stack-routing",
        "use-case-routing"
      ],
      "summary": "A docs introduction that states domain and API-key prerequisites before offering language and framework quickstarts.",
      "use_for": "APIs with external setup requirements that can prevent a beginner's first request from succeeding.",
      "observations": [
        {
          "section": "Introduction prerequisites",
          "note": "A verified domain and API key are listed before quickstarts."
        },
        {
          "section": "Email types",
          "note": "Transactional messages and marketing campaigns are distinguished."
        },
        {
          "section": "Quickstart and Explore",
          "note": "Language and framework routes are followed by email activity, domain and webhook documentation."
        }
      ],
      "adaptation": [
        "State prerequisites before sending readers into an implementation guide.",
        "Separate different product jobs when they have different setup or delivery expectations.",
        "Route to stack-specific examples while keeping shared account setup in one place."
      ],
      "tradeoff": "The homepage alone does not establish deliverability or permission to send campaigns. Your onboarding should explain those requirements in the appropriate linked guides.",
      "first_step": "Prepare the stated domain and API-key requirements, then select a quickstart. No domain was verified and no email was sent.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://resend.com/docs/introduction",
        "final_url": "https://resend.com/docs/introduction",
        "title": "Introduction - Resend",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f617-6627-7308-b944-999225dd8316"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-09-30"
      }
    },
    {
      "slug": "langfuse-docs",
      "name": "Langfuse",
      "artifact": "docs-home",
      "topic": "AI observability",
      "patterns": [
        "use-case-routing",
        "workflow-explanation",
        "first-result"
      ],
      "summary": "A docs overview that separates observability, prompts and evaluation, then offers a conceptual learning route and task-specific quickstarts.",
      "use_for": "AI tooling that needs to help both beginners learning a discipline and experienced engineers implementing a particular capability.",
      "observations": [
        {
          "section": "Capability sections",
          "note": "Observability, prompt management and evaluation are explained separately with linked guides and examples."
        },
        {
          "section": "Where to start?",
          "note": "Conceptual Academy guidance is distinguished from getting-started guides for readers who already know their task."
        },
        {
          "section": "Quickstarts",
          "note": "Tracing, prompt management and evaluation each have an explicit starting link."
        }
      ],
      "adaptation": [
        "Give beginners a learning path and experienced users a direct implementation route.",
        "Map features onto a work sequence so readers understand how the pieces relate.",
        "Provide a first-result path for each independently useful capability."
      ],
      "tradeoff": "A broad lifecycle explanation may be too much for a visitor who only needs tracing. Keep task-specific routes accessible without requiring the full conceptual course.",
      "first_step": "Select tracing, prompt management or evaluation based on the job. The review did not log traces or run evaluations.",
      "reviewed_on": "2026-09-30",
      "source": {
        "url": "https://langfuse.com/docs",
        "final_url": "https://langfuse.com/docs",
        "title": "Open Source AI Engineering Platform - Langfuse",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0f617-77fb-752c-a79e-6cab2a1825ab"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-09-30"
      }
    },
    {
      "slug": "openai-python-sdk-readme",
      "name": "OpenAI Python SDK",
      "artifact": "readme",
      "topic": "API clients",
      "patterns": [
        "prerequisites",
        "capability-map"
      ],
      "summary": "OpenAI Python SDK's repository README introduces calling the OpenAI API from Python. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining calling the OpenAI API from Python to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "OpenAI Python API library",
          "note": "The README names \u201cOpenAI Python API library\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Documentation",
          "note": "\u201cDocumentation\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Installation",
          "note": "A further \u201cInstallation\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of calling the OpenAI API from Python, then give the reader one representative way to try it.",
        "Keep \u201cOpenAI Python API library\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cDocumentation\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cOpenAI Python API library\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/openai/openai-python/blob/93bd2aa0fe0bb6658d510551f2670b231749385f/README.md",
        "final_url": "https://github.com/openai/openai-python/blob/93bd2aa0fe0bb6658d510551f2670b231749385f/README.md",
        "title": "openai-python/README.md at 93bd2aa0fe0bb6658d510551f2670b231749385f \u00b7 openai/openai-python \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8e-3c54-73ed-a3e3-0fff6b406066"
      },
      "version": {
        "kind": "commit",
        "value": "93bd2aa0fe0bb6658d510551f2670b231749385f"
      }
    },
    {
      "slug": "openai-python-sdk-docs",
      "name": "OpenAI Python SDK",
      "artifact": "docs-home",
      "topic": "API clients",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "OpenAI Python SDK's official documentation entry point organizes material for calling the OpenAI API from Python. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining calling the OpenAI API from Python to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Search the API docs",
          "note": "The homepage exposes \u201cSearch the API docs\u201d as a named route into material for calling the OpenAI API from Python."
        },
        {
          "section": "Suggested",
          "note": "\u201cSuggested\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Get started",
          "note": "The page also labels \u201cGet started,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to calling the OpenAI API from Python.",
        "Keep \u201cSearch the API docs\u201d and \u201cSuggested\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cGet started\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cSearch the API docs\u201d route as a starting point for calling the OpenAI API from Python; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://developers.openai.com/api/docs",
        "final_url": "https://developers.openai.com/api/docs",
        "title": "OpenAI API Platform Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa88-4722-711a-8450-e6ba2baca5a1"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "anthropic-python-sdk-readme",
      "name": "Anthropic Python SDK",
      "artifact": "readme",
      "topic": "AI APIs",
      "patterns": [
        "prerequisites",
        "support-routing",
        "capability-map"
      ],
      "summary": "Anthropic Python SDK's repository README introduces calling Claude through the supported Python client. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining calling Claude through the supported Python client to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Claude SDK for Python",
          "note": "The README names \u201cClaude SDK for Python\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Documentation",
          "note": "\u201cDocumentation\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Installation",
          "note": "A further \u201cInstallation\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of calling Claude through the supported Python client, then give the reader one representative way to try it.",
        "Keep \u201cClaude SDK for Python\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cDocumentation\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cClaude SDK for Python\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/anthropics/anthropic-sdk-python/blob/18f25547f20cf5f01da69ac611e700e3bc9ebf21/README.md",
        "final_url": "https://github.com/anthropics/anthropic-sdk-python/blob/18f25547f20cf5f01da69ac611e700e3bc9ebf21/README.md",
        "title": "anthropic-sdk-python/README.md at 18f25547f20cf5f01da69ac611e700e3bc9ebf21 \u00b7 anthropics/anthropic-sdk-python \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8e-560f-72fe-94a7-be39cd5d57fb"
      },
      "version": {
        "kind": "commit",
        "value": "18f25547f20cf5f01da69ac611e700e3bc9ebf21"
      }
    },
    {
      "slug": "anthropic-python-sdk-docs",
      "name": "Anthropic Python SDK",
      "artifact": "docs-home",
      "topic": "AI APIs",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Anthropic Python SDK's official documentation entry point organizes material for calling Claude through the supported Python client. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining calling Claude through the supported Python client to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Explore the latest generation of Claude models",
          "note": "The homepage exposes \u201cExplore the latest generation of Claude models\ue09a\u201d as a named route into material for calling Claude through the supported Python client."
        },
        {
          "section": "Recommended path for new developers",
          "note": "\u201cRecommended path for new developers\ue09a\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Make your first API call",
          "note": "The page also labels \u201cMake your first API call,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to calling Claude through the supported Python client.",
        "Keep \u201cExplore the latest generation of Claude models\ue09a\u201d and \u201cRecommended path for new developers\ue09a\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cMake your first API call\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cExplore the latest generation of Claude models\ue09a\u201d route as a starting point for calling Claude through the supported Python client; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://platform.claude.com/docs/en/intro",
        "final_url": "https://platform.claude.com/docs/en/intro",
        "title": "Intro to Claude - Claude Platform Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa87-42b5-7359-8bfb-1485f061c7b9"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "vercel-ai-sdk-docs",
      "name": "Vercel AI SDK",
      "artifact": "docs-home",
      "topic": "AI application framework",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Vercel AI SDK's official documentation entry point organizes material for building model-backed experiences across providers and frameworks. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building model-backed experiences across providers and frameworks to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "AI SDK by Vercel",
          "note": "The homepage exposes \u201cAI SDK by Vercel\u201d as a named route into material for building model-backed experiences across providers and frameworks."
        },
        {
          "section": "Templates",
          "note": "\u201cTemplates(https://ai-sdk.dev/docs/introduction\\#templates)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Starter Kits",
          "note": "The page also labels \u201cStarter Kits(https://ai-sdk.dev/docs/introduction\\#starter-kits),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building model-backed experiences across providers and frameworks.",
        "Keep \u201cAI SDK by Vercel\u201d and \u201cTemplates(https://ai-sdk.dev/docs/introduction\\#templates)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cStarter Kits(https://ai-sdk.dev/docs/introduction\\#starter-kits)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cAI SDK by Vercel\u201d route as a starting point for building model-backed experiences across providers and frameworks; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://ai-sdk.dev/docs/introduction",
        "final_url": "https://ai-sdk.dev/docs/introduction",
        "title": "AI SDK by Vercel | AI SDK",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa87-8652-74cb-a382-b544cfb243d4"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "langchain-readme",
      "name": "LangChain",
      "artifact": "readme",
      "topic": "AI application framework",
      "patterns": [
        "first-result",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "LangChain's repository README introduces assembling model-powered applications and agents. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining assembling model-powered applications and agents to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "The agent engineering platform.",
          "note": "The README names \u201cThe agent engineering platform.\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Quickstart",
          "note": "\u201cQuickstart\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "LangChain ecosystem",
          "note": "A further \u201cLangChain ecosystem\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of assembling model-powered applications and agents, then give the reader one representative way to try it.",
        "Keep \u201cThe agent engineering platform.\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cQuickstart\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cThe agent engineering platform.\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/langchain-ai/langchain/blob/ff46bb478bfbef98dd35ea705fa4e92a33881142/README.md",
        "final_url": "https://github.com/langchain-ai/langchain/blob/ff46bb478bfbef98dd35ea705fa4e92a33881142/README.md",
        "title": "langchain/README.md at ff46bb478bfbef98dd35ea705fa4e92a33881142 \u00b7 langchain-ai/langchain \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8e-8569-770f-9b0d-ecf4d392472c"
      },
      "version": {
        "kind": "commit",
        "value": "ff46bb478bfbef98dd35ea705fa4e92a33881142"
      }
    },
    {
      "slug": "langchain-docs",
      "name": "LangChain",
      "artifact": "docs-home",
      "topic": "AI application framework",
      "patterns": [
        "prerequisites",
        "support-routing",
        "capability-map"
      ],
      "summary": "LangChain's official documentation entry point organizes material for assembling model-powered applications and agents. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining assembling model-powered applications and agents to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Provider installation commands",
          "note": "The homepage exposes \u201cpip install -qU langchain \"langchainopenai\"\u201d as a named route into material for assembling model-powered applications and agents."
        },
        {
          "section": "Provider installation commands",
          "note": "\u201cpip install -qU langchain \"langchaingoogle-genai\"\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Provider installation commands",
          "note": "The page also labels \u201cpip install -qU langchain \"langchainanthropic\",\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to assembling model-powered applications and agents.",
        "Keep \u201cpip install -qU langchain \"langchainopenai\"\u201d and \u201cpip install -qU langchain \"langchaingoogle-genai\"\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cpip install -qU langchain \"langchainanthropic\"\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cpip install -qU langchain \"langchainopenai\"\u201d route as a starting point for assembling model-powered applications and agents; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.langchain.com/oss/python/langchain/overview",
        "final_url": "https://docs.langchain.com/oss/python/langchain/overview",
        "title": "LangChain overview - Docs by LangChain",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa87-75f9-7797-a260-55457b75f97e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "mcp-servers-readme",
      "name": "MCP Servers",
      "artifact": "readme",
      "topic": "AI integrations",
      "patterns": [
        "capability-map",
        "stack-routing"
      ],
      "summary": "MCP Servers's repository README introduces connecting AI clients to reusable protocol servers. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining connecting AI clients to reusable protocol servers to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Model Context Protocol servers",
          "note": "The README names \u201cModel Context Protocol servers\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "\ud83c\udf1f Reference Servers",
          "note": "\u201c\ud83c\udf1f Reference Servers\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Archived",
          "note": "A further \u201cArchived\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of connecting AI clients to reusable protocol servers, then give the reader one representative way to try it.",
        "Keep \u201cModel Context Protocol servers\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201c\ud83c\udf1f Reference Servers\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cModel Context Protocol servers\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/modelcontextprotocol/servers/blob/f46d9578190b476b3501923ea8977d899e8db2cb/README.md",
        "final_url": "https://github.com/modelcontextprotocol/servers/blob/f46d9578190b476b3501923ea8977d899e8db2cb/README.md",
        "title": "servers/README.md at f46d9578190b476b3501923ea8977d899e8db2cb \u00b7 modelcontextprotocol/servers \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8e-ab46-720b-bd55-b7b571620407"
      },
      "version": {
        "kind": "commit",
        "value": "f46d9578190b476b3501923ea8977d899e8db2cb"
      }
    },
    {
      "slug": "mcp-servers-docs",
      "name": "MCP Servers",
      "artifact": "docs-home",
      "topic": "AI integrations",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "MCP Servers's official documentation entry point organizes material for connecting AI clients to reusable protocol servers. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining connecting AI clients to reusable protocol servers to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Getting started",
          "note": "The homepage exposes \u201cGetting started\u201d as a named route into material for connecting AI clients to reusable protocol servers."
        },
        {
          "section": "Resources",
          "note": "\u201cResources\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Support",
          "note": "The page also labels \u201cSupport,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to connecting AI clients to reusable protocol servers.",
        "Keep \u201cGetting started\u201d and \u201cResources\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSupport\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGetting started\u201d route as a starting point for connecting AI clients to reusable protocol servers; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://modelcontextprotocol.io/docs/2026-07-28/getting-started/intro",
        "final_url": "https://modelcontextprotocol.io/docs/2026-07-28/getting-started/intro",
        "title": "What is the Model Context Protocol (MCP)? - Model Context Protocol",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa86-ee71-71af-85b1-49868d7e5783"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "docker-compose-readme",
      "name": "Docker Compose",
      "artifact": "readme",
      "topic": "Container orchestration",
      "patterns": [
        "capability-map",
        "deployment-choice",
        "workflow-explanation"
      ],
      "summary": "Docker Compose's repository README introduces running multi-container applications from a Compose file. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining running multi-container applications from a Compose file to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Docker Compose",
          "note": "The README names \u201cDocker Compose\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Where to get Docker Compose",
          "note": "\u201cWhere to get Docker Compose\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Windows and macOS",
          "note": "A further \u201cWindows and macOS\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of running multi-container applications from a Compose file, then give the reader one representative way to try it.",
        "Keep \u201cDocker Compose\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cWhere to get Docker Compose\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cDocker Compose\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/docker/compose/blob/4d994cc26d5e6e559d20971c1365aca90535104e/README.md",
        "final_url": "https://github.com/docker/compose/blob/4d994cc26d5e6e559d20971c1365aca90535104e/README.md",
        "title": "compose/README.md at 4d994cc26d5e6e559d20971c1365aca90535104e \u00b7 docker/compose \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8e-c508-754b-b928-ce8f4786e421"
      },
      "version": {
        "kind": "commit",
        "value": "4d994cc26d5e6e559d20971c1365aca90535104e"
      }
    },
    {
      "slug": "docker-compose-docs",
      "name": "Docker Compose",
      "artifact": "docs-home",
      "topic": "Container orchestration",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Docker Compose's official documentation entry point organizes material for running multi-container applications from a Compose file. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining running multi-container applications from a Compose file to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Compose documentation",
          "note": "The documentation entry point directs readers to Compose material and its operational guides."
        },
        {
          "section": "Docker Compose",
          "note": "The product-specific route is explicit, helping distinguish Compose from the wider Docker documentation set."
        },
        {
          "section": "Getting started",
          "note": "A new user can move from the product route into installation and first-use material."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to running multi-container applications from a Compose file.",
        "Keep \u201cWhat can I help you with?\u201d and \u201cDocker Compose\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSupport\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cWhat can I help you with?\u201d route as a starting point for running multi-container applications from a Compose file; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.docker.com/compose/",
        "final_url": "https://docs.docker.com/compose/",
        "title": "Docker Compose | Docker Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa87-5412-73e9-b648-40db36b32fd2"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "kubernetes-readme",
      "name": "Kubernetes",
      "artifact": "readme",
      "topic": "Container orchestration",
      "patterns": [
        "capability-map",
        "deployment-choice",
        "workflow-explanation"
      ],
      "summary": "Kubernetes's repository README introduces choosing routes through concepts, clusters and operations. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining choosing routes through concepts, clusters and operations to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Kubernetes (K8s)",
          "note": "The README names \u201cKubernetes (K8s)\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "To start using K8s",
          "note": "\u201cTo start using K8s\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "To start developing K8s",
          "note": "A further \u201cTo start developing K8s\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of choosing routes through concepts, clusters and operations, then give the reader one representative way to try it.",
        "Keep \u201cKubernetes (K8s)\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cTo start using K8s\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cKubernetes (K8s)\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/kubernetes/kubernetes/blob/b1dc9d16763d2546b8464a09307471f3411ab391/README.md",
        "final_url": "https://github.com/kubernetes/kubernetes/blob/b1dc9d16763d2546b8464a09307471f3411ab391/README.md",
        "title": "kubernetes/README.md at b1dc9d16763d2546b8464a09307471f3411ab391 \u00b7 kubernetes/kubernetes \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8e-ddb7-7498-bfaa-83d3ec677bf9"
      },
      "version": {
        "kind": "commit",
        "value": "b1dc9d16763d2546b8464a09307471f3411ab391"
      }
    },
    {
      "slug": "kubernetes-docs",
      "name": "Kubernetes",
      "artifact": "docs-home",
      "topic": "Container orchestration",
      "patterns": [
        "support-routing",
        "capability-map",
        "deployment-choice"
      ],
      "summary": "Kubernetes's official documentation entry point organizes material for choosing routes through concepts, clusters and operations. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining choosing routes through concepts, clusters and operations to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Understand Kubernetes",
          "note": "The homepage exposes \u201cUnderstand Kubernetes\u201d as a named route into material for choosing routes through concepts, clusters and operations."
        },
        {
          "section": "Try Kubernetes",
          "note": "\u201cTry Kubernetes\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Set up a K8s cluster",
          "note": "The page also labels \u201cSet up a K8s cluster,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to choosing routes through concepts, clusters and operations.",
        "Keep \u201cUnderstand Kubernetes\u201d and \u201cTry Kubernetes\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSet up a K8s cluster\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cUnderstand Kubernetes\u201d route as a starting point for choosing routes through concepts, clusters and operations; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://kubernetes.io/docs/home/",
        "final_url": "https://kubernetes.io/docs/home/",
        "title": "Kubernetes Documentation | Kubernetes",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa87-f58c-7560-bb69-b8bed37e1bb8"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "terraform-readme",
      "name": "Terraform",
      "artifact": "readme",
      "topic": "Infrastructure as code",
      "patterns": [
        "first-result",
        "capability-map"
      ],
      "summary": "Terraform's repository README introduces authoring and operating infrastructure as code. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining authoring and operating infrastructure as code to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Terraform",
          "note": "The README names \u201cTerraform\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Getting Started & Documentation",
          "note": "\u201cGetting Started & Documentation\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Developing Terraform",
          "note": "A further \u201cDeveloping Terraform\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of authoring and operating infrastructure as code, then give the reader one representative way to try it.",
        "Keep \u201cTerraform\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cGetting Started & Documentation\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cTerraform\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/hashicorp/terraform/blob/0abcc9a9abb9519da53fb47422efec6f88dcf502/README.md",
        "final_url": "https://github.com/hashicorp/terraform/blob/0abcc9a9abb9519da53fb47422efec6f88dcf502/README.md",
        "title": "terraform/README.md at 0abcc9a9abb9519da53fb47422efec6f88dcf502 \u00b7 hashicorp/terraform \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8e-f627-7702-adb9-5847876b5ff7"
      },
      "version": {
        "kind": "commit",
        "value": "0abcc9a9abb9519da53fb47422efec6f88dcf502"
      }
    },
    {
      "slug": "terraform-docs",
      "name": "Terraform",
      "artifact": "docs-home",
      "topic": "Infrastructure as code",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Terraform's official documentation entry point organizes material for authoring and operating infrastructure as code. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining authoring and operating infrastructure as code to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Introduction",
          "note": "The homepage exposes \u201cIntroduction\u201d as a named route into material for authoring and operating infrastructure as code."
        },
        {
          "section": "Manage Infrastructure",
          "note": "\u201cManage Infrastructure\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Collaborate",
          "note": "The page also labels \u201cCollaborate,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to authoring and operating infrastructure as code.",
        "Keep \u201cIntroduction\u201d and \u201cManage Infrastructure\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cCollaborate\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cIntroduction\u201d route as a starting point for authoring and operating infrastructure as code; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://developer.hashicorp.com/terraform/docs",
        "final_url": "https://developer.hashicorp.com/terraform/docs",
        "title": "Terraform overview | Terraform | HashiCorp Developer",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa87-c401-74ad-8569-885962aa902f"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "grafana-readme",
      "name": "Grafana",
      "artifact": "readme",
      "topic": "Observability platform",
      "patterns": [
        "support-routing",
        "capability-map"
      ],
      "summary": "Grafana's repository README introduces building observability with dashboards and data sources. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining building observability with dashboards and data sources to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Get started",
          "note": "The README names \u201cGet started\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Documentation",
          "note": "\u201cDocumentation\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Contributing",
          "note": "A further \u201cContributing\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of building observability with dashboards and data sources, then give the reader one representative way to try it.",
        "Keep \u201cGet started\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cDocumentation\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cGet started\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/grafana/grafana/blob/f89103a8dac3e24563d0ce43f83fd085676a92d6/README.md",
        "final_url": "https://github.com/grafana/grafana/blob/f89103a8dac3e24563d0ce43f83fd085676a92d6/README.md",
        "title": "grafana/README.md at f89103a8dac3e24563d0ce43f83fd085676a92d6 \u00b7 grafana/grafana \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8f-4875-739d-a915-8a6d73e5046c"
      },
      "version": {
        "kind": "commit",
        "value": "f89103a8dac3e24563d0ce43f83fd085676a92d6"
      }
    },
    {
      "slug": "grafana-docs",
      "name": "Grafana",
      "artifact": "docs-home",
      "topic": "Observability platform",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Grafana's official documentation entry point organizes material for building observability with dashboards and data sources. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building observability with dashboards and data sources to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Grafana OSS and Enterprise",
          "note": "The homepage exposes \u201cGrafana OSS and Enterprise\u201d as a named route into material for building observability with dashboards and data sources."
        },
        {
          "section": "Overview",
          "note": "\u201cOverview\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Guidance and help",
          "note": "The page also labels \u201cGuidance and help,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building observability with dashboards and data sources.",
        "Keep \u201cGrafana OSS and Enterprise\u201d and \u201cOverview\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cGuidance and help\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGrafana OSS and Enterprise\u201d route as a starting point for building observability with dashboards and data sources; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://grafana.com/docs/grafana/latest/",
        "final_url": "https://grafana.com/docs/grafana/latest/",
        "title": "Grafana OSS and Enterprise | Grafana documentation\n",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa87-e4e0-77e8-a9d8-f4c6ecebfe37"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "prometheus-readme",
      "name": "Prometheus",
      "artifact": "readme",
      "topic": "Monitoring and metrics",
      "patterns": [
        "prerequisites",
        "capability-map"
      ],
      "summary": "Prometheus's repository README introduces collecting and querying time-series metrics. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining collecting and querying time-series metrics to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Architecture overview",
          "note": "The README names \u201cArchitecture overview\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Install",
          "note": "\u201cInstall\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Precompiled binaries",
          "note": "A further \u201cPrecompiled binaries\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of collecting and querying time-series metrics, then give the reader one representative way to try it.",
        "Keep \u201cArchitecture overview\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cInstall\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cArchitecture overview\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/prometheus/prometheus/blob/7c741e2879db6b58b8d152f566a8112f0d642bb1/README.md",
        "final_url": "https://github.com/prometheus/prometheus/blob/7c741e2879db6b58b8d152f566a8112f0d642bb1/README.md",
        "title": "prometheus/README.md at 7c741e2879db6b58b8d152f566a8112f0d642bb1 \u00b7 prometheus/prometheus \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8f-2083-74ee-8072-28c23f36555e"
      },
      "version": {
        "kind": "commit",
        "value": "7c741e2879db6b58b8d152f566a8112f0d642bb1"
      }
    },
    {
      "slug": "prometheus-docs",
      "name": "Prometheus",
      "artifact": "docs-home",
      "topic": "Monitoring and metrics",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Prometheus's official documentation entry point organizes material for collecting and querying time-series metrics. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining collecting and querying time-series metrics to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Overview",
          "note": "The homepage exposes \u201cOverview\u201d as a named route into material for collecting and querying time-series metrics."
        },
        {
          "section": "What is Prometheus?",
          "note": "\u201cWhat is Prometheus?\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Features",
          "note": "The page also labels \u201cFeatures,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to collecting and querying time-series metrics.",
        "Keep \u201cOverview\u201d and \u201cWhat is Prometheus?\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cFeatures\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cOverview\u201d route as a starting point for collecting and querying time-series metrics; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://prometheus.io/docs/introduction/overview/",
        "final_url": "https://prometheus.io/docs/introduction/overview/",
        "title": "Overview | Prometheus",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa88-2c52-7634-ac5c-80417d9e18d8"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "sentry-readme",
      "name": "Sentry",
      "artifact": "readme",
      "topic": "Error monitoring",
      "patterns": [
        "support-routing",
        "capability-map"
      ],
      "summary": "Sentry's repository README introduces adding error monitoring across supported SDKs. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining adding error monitoring across supported SDKs to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "What's Sentry?",
          "note": "The README names \u201cWhat's Sentry?\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Official Sentry SDKs",
          "note": "\u201cOfficial Sentry SDKs\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Resources",
          "note": "A further \u201cResources\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of adding error monitoring across supported SDKs, then give the reader one representative way to try it.",
        "Keep \u201cWhat's Sentry?\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cOfficial Sentry SDKs\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cWhat's Sentry?\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/getsentry/sentry/blob/876bfc087fb94a0917f4efadeb5d08d5c876222d/README.md",
        "final_url": "https://github.com/getsentry/sentry/blob/876bfc087fb94a0917f4efadeb5d08d5c876222d/README.md",
        "title": "sentry/README.md at 876bfc087fb94a0917f4efadeb5d08d5c876222d \u00b7 getsentry/sentry \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa90-14e6-705a-8321-1d83fc8dec7d"
      },
      "version": {
        "kind": "commit",
        "value": "876bfc087fb94a0917f4efadeb5d08d5c876222d"
      }
    },
    {
      "slug": "sentry-docs",
      "name": "Sentry",
      "artifact": "docs-home",
      "topic": "Error monitoring",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Sentry's official documentation entry point organizes material for adding error monitoring across supported SDKs. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining adding error monitoring across supported SDKs to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Get started with Sentry",
          "note": "The homepage exposes \u201cGet started with Sentry\u201d as a named route into material for adding error monitoring across supported SDKs."
        },
        {
          "section": "Set up with a coding agent",
          "note": "\u201cSet up with a coding agent\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Set up manually",
          "note": "The page also labels \u201cSet up manually,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to adding error monitoring across supported SDKs.",
        "Keep \u201cGet started with Sentry\u201d and \u201cSet up with a coding agent\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSet up manually\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGet started with Sentry\u201d route as a starting point for adding error monitoring across supported SDKs; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.sentry.io/",
        "final_url": "https://docs.sentry.io/",
        "title": "Sentry Docs | Application Performance Monitoring & Error Tracking Software",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa88-c034-73f9-b62a-d6be21b1470a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "sentry-javascript-sdk-readme",
      "name": "Sentry JavaScript SDK",
      "artifact": "readme",
      "topic": "Error monitoring SDK",
      "patterns": [
        "capability-map"
      ],
      "summary": "Sentry JavaScript SDK's repository README introduces instrumenting browser and server JavaScript. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining instrumenting browser and server JavaScript to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Official Sentry SDKs for JavaScript",
          "note": "The README names \u201cOfficial Sentry SDKs for JavaScript\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Links",
          "note": "\u201cLinks\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Contents",
          "note": "A further \u201cContents\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of instrumenting browser and server JavaScript, then give the reader one representative way to try it.",
        "Keep \u201cOfficial Sentry SDKs for JavaScript\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cLinks\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cOfficial Sentry SDKs for JavaScript\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/getsentry/sentry-javascript/blob/1de4f8716a2f37869b659799380f0efa070b2ea8/README.md",
        "final_url": "https://github.com/getsentry/sentry-javascript/blob/1de4f8716a2f37869b659799380f0efa070b2ea8/README.md",
        "title": "sentry-javascript/README.md at 1de4f8716a2f37869b659799380f0efa070b2ea8 \u00b7 getsentry/sentry-javascript \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa90-5fd9-7715-8b7b-2c01a60f6cbd"
      },
      "version": {
        "kind": "commit",
        "value": "1de4f8716a2f37869b659799380f0efa070b2ea8"
      }
    },
    {
      "slug": "sentry-javascript-sdk-docs",
      "name": "Sentry JavaScript SDK",
      "artifact": "docs-home",
      "topic": "Error monitoring SDK",
      "patterns": [
        "prerequisites",
        "support-routing",
        "capability-map"
      ],
      "summary": "Sentry JavaScript SDK's official documentation entry point organizes material for instrumenting browser and server JavaScript. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining instrumenting browser and server JavaScript to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Sentry for Browser JavaScript",
          "note": "The homepage exposes \u201cSentry for Browser JavaScript\u201d as a named route into material for instrumenting browser and server JavaScript."
        },
        {
          "section": "Install",
          "note": "\u201cInstall(https://docs.sentry.io/platforms/javascript/\\#install)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Configure",
          "note": "The page also labels \u201cConfigure(https://docs.sentry.io/platforms/javascript/\\#configure),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to instrumenting browser and server JavaScript.",
        "Keep \u201cSentry for Browser JavaScript\u201d and \u201cInstall(https://docs.sentry.io/platforms/javascript/\\#install)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cConfigure(https://docs.sentry.io/platforms/javascript/\\#configure)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cSentry for Browser JavaScript\u201d route as a starting point for instrumenting browser and server JavaScript; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.sentry.io/platforms/javascript/",
        "final_url": "https://docs.sentry.io/platforms/javascript/",
        "title": "Browser JavaScript | Sentry for JavaScript",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa88-f8b0-76a6-bbb9-d5b6e901584e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "express-docs",
      "name": "Express",
      "artifact": "docs-home",
      "topic": "Node.js web framework",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Express's official documentation entry point organizes material for building HTTP applications and APIs with Node.js middleware. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building HTTP applications and APIs with Node.js middleware to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Express is joining the OpenJS CNA coordinated break",
          "note": "The homepage exposes \u201cExpress is joining the OpenJS CNA coordinated break\u201d as a named route into material for building HTTP applications and APIs with Node.js middleware."
        },
        {
          "section": "Fast, unopinionated, minimalist web framework for Node.js",
          "note": "\u201cFast, unopinionated, minimalist web framework for Node.js\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Clarity over complexity. For every developer.",
          "note": "The page also labels \u201cClarity over complexity. For every developer.,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building HTTP applications and APIs with Node.js middleware.",
        "Keep \u201cExpress is joining the OpenJS CNA coordinated break\u201d and \u201cFast, unopinionated, minimalist web framework for Node.js\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cClarity over complexity. For every developer.\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cExpress is joining the OpenJS CNA coordinated break\u201d route as a starting point for building HTTP applications and APIs with Node.js middleware; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://expressjs.com/",
        "final_url": "https://expressjs.com/",
        "title": "Express.js \u00b7 Node.js web application framework",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa89-1fb3-728c-9fb9-54a9a2623b2a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "fastapi-readme",
      "name": "FastAPI",
      "artifact": "readme",
      "topic": "Python web framework",
      "patterns": [
        "first-result",
        "prerequisites",
        "capability-map"
      ],
      "summary": "FastAPI's repository README introduces creating Python APIs with typed request and response models. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining creating Python APIs with typed request and response models to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "FastAPI introduction",
          "note": "The README opens by describing FastAPI, then gives readers access to requirements and installation information before the code example."
        },
        {
          "section": "Requirements and installation",
          "note": "The supported Python environment is stated before the install route, making compatibility a visible setup decision."
        },
        {
          "section": "Example",
          "note": "A compact example lets a reader see the framework's typed API style before opening the longer documentation."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of creating Python APIs with typed request and response models, then give the reader one representative way to try it.",
        "Keep \u201cKeystone Sponsor\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cGold Sponsors\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cKeystone Sponsor\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/fastapi/fastapi/blob/28a206107302ee20ce6a9a876d05a258c1c8d328/README.md",
        "final_url": "https://github.com/fastapi/fastapi/blob/28a206107302ee20ce6a9a876d05a258c1c8d328/README.md",
        "title": "fastapi/README.md at 28a206107302ee20ce6a9a876d05a258c1c8d328 \u00b7 fastapi/fastapi \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa90-488b-741e-a93f-3d5258f5e175"
      },
      "version": {
        "kind": "commit",
        "value": "28a206107302ee20ce6a9a876d05a258c1c8d328"
      }
    },
    {
      "slug": "fastapi-docs",
      "name": "FastAPI",
      "artifact": "docs-home",
      "topic": "Python web framework",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "FastAPI's official documentation entry point organizes material for creating Python APIs with typed request and response models. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining creating Python APIs with typed request and response models to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "First steps",
          "note": "The homepage makes initial setup discoverable before the deeper framework reference."
        },
        {
          "section": "Requirements",
          "note": "Compatibility information is available as a distinct route for readers checking their environment."
        },
        {
          "section": "Example",
          "note": "The documentation exposes a concrete example route alongside setup material."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to creating Python APIs with typed request and response models.",
        "Keep \u201cFastAPI\u201d and \u201cKeystone Sponsor\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cGold Sponsors\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cFastAPI\u201d route as a starting point for creating Python APIs with typed request and response models; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://fastapi.tiangolo.com/",
        "final_url": "https://fastapi.tiangolo.com/",
        "title": "FastAPI - FastAPI",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa89-4481-766e-864f-ed1702b9c49c"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "django-docs",
      "name": "Django",
      "artifact": "docs-home",
      "topic": "Python web framework",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Django's official documentation entry point organizes material for building apps through model, view and template layers. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building apps through model, view and template layers to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Django documentation",
          "note": "The homepage exposes \u201cDjango documentation\u201d as a named route into material for building apps through model, view and template layers."
        },
        {
          "section": "First steps",
          "note": "\u201cFirst steps\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Getting help",
          "note": "The page also labels \u201cGetting help,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building apps through model, view and template layers.",
        "Keep \u201cDjango documentation\u201d and \u201cFirst steps\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cGetting help\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cDjango documentation\u201d route as a starting point for building apps through model, view and template layers; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.djangoproject.com/en/5.2/",
        "final_url": "https://docs.djangoproject.com/en/5.2/",
        "title": "Django documentation | Django documentation | Django",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa89-6a4f-738a-aac5-9a90202797c7"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "laravel-readme",
      "name": "Laravel",
      "artifact": "readme",
      "topic": "PHP web framework",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "Laravel's repository README introduces starting PHP applications and navigating the framework. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining starting PHP applications and navigating the framework to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "About Laravel",
          "note": "The README names \u201cAbout Laravel\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Learning Laravel",
          "note": "\u201cLearning Laravel\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Agentic Development",
          "note": "A further \u201cAgentic Development\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of starting PHP applications and navigating the framework, then give the reader one representative way to try it.",
        "Keep \u201cAbout Laravel\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cLearning Laravel\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cAbout Laravel\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/laravel/laravel/blob/06d016a364a37430eec9cbc52209adce3d7667ce/README.md",
        "final_url": "https://github.com/laravel/laravel/blob/06d016a364a37430eec9cbc52209adce3d7667ce/README.md",
        "title": "laravel/README.md at 06d016a364a37430eec9cbc52209adce3d7667ce \u00b7 laravel/laravel \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa90-7b8f-715e-8d02-791eae868144"
      },
      "version": {
        "kind": "commit",
        "value": "06d016a364a37430eec9cbc52209adce3d7667ce"
      }
    },
    {
      "slug": "laravel-docs",
      "name": "Laravel",
      "artifact": "docs-home",
      "topic": "PHP web framework",
      "patterns": [
        "prerequisites",
        "support-routing",
        "capability-map"
      ],
      "summary": "Laravel's official documentation entry point organizes material for starting PHP applications and navigating the framework. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining starting PHP applications and navigating the framework to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Installation",
          "note": "The homepage exposes \u201cInstallation\u201d as a named route into material for starting PHP applications and navigating the framework."
        },
        {
          "section": "Meet Laravel",
          "note": "\u201cMeet Laravel(https://laravel.com/framework/docs/12.x\\#meet-laravel)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Why Laravel?",
          "note": "The page also labels \u201cWhy Laravel?(https://laravel.com/framework/docs/12.x\\#why-laravel),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to starting PHP applications and navigating the framework.",
        "Keep \u201cInstallation\u201d and \u201cMeet Laravel(https://laravel.com/framework/docs/12.x\\#meet-laravel)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cWhy Laravel?(https://laravel.com/framework/docs/12.x\\#why-laravel)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cInstallation\u201d route as a starting point for starting PHP applications and navigating the framework; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://laravel.com/framework/docs/12.x",
        "final_url": "https://laravel.com/framework/docs/12.x",
        "title": "Installation | Laravel 12.x - The clean stack for Artisans and agents",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa89-a490-70fa-a702-af843415d92e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "ruby-on-rails-readme",
      "name": "Ruby on Rails",
      "artifact": "readme",
      "topic": "Ruby web framework",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "Ruby on Rails's repository README introduces building database-backed applications through Rails conventions. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining building database-backed applications through Rails conventions to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Welcome to Rails",
          "note": "The README names \u201cWelcome to Rails\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "What's Rails?",
          "note": "\u201cWhat's Rails?\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Model layer",
          "note": "A further \u201cModel layer\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of building database-backed applications through Rails conventions, then give the reader one representative way to try it.",
        "Keep \u201cWelcome to Rails\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cWhat's Rails?\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cWelcome to Rails\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/rails/rails/blob/0901f2cc03e7c8dc9bc1d3be67895be7ee0141ea/README.md",
        "final_url": "https://github.com/rails/rails/blob/0901f2cc03e7c8dc9bc1d3be67895be7ee0141ea/README.md",
        "title": "rails/README.md at 0901f2cc03e7c8dc9bc1d3be67895be7ee0141ea \u00b7 rails/rails \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa90-94c9-72da-9ef3-7186914a1edb"
      },
      "version": {
        "kind": "commit",
        "value": "0901f2cc03e7c8dc9bc1d3be67895be7ee0141ea"
      }
    },
    {
      "slug": "ruby-on-rails-docs",
      "name": "Ruby on Rails",
      "artifact": "docs-home",
      "topic": "Ruby web framework",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Ruby on Rails's official documentation entry point organizes material for building database-backed applications through Rails conventions. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building database-backed applications through Rails conventions to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Start Here",
          "note": "The homepage exposes \u201cStart Here\u201d as a named route into material for building database-backed applications through Rails conventions."
        },
        {
          "section": "Models",
          "note": "\u201cModels\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Views",
          "note": "The page also labels \u201cViews,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building database-backed applications through Rails conventions.",
        "Keep \u201cStart Here\u201d and \u201cModels\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cViews\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cStart Here\u201d route as a starting point for building database-backed applications through Rails conventions; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://guides.rubyonrails.org/",
        "final_url": "https://guides.rubyonrails.org/",
        "title": "Ruby on Rails Guides",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8a-1a5e-71da-b3df-96310eba80e7"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "next-js-docs",
      "name": "Next.js",
      "artifact": "docs-home",
      "topic": "React framework",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Next.js's official documentation entry point organizes material for choosing guides for a React application. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining choosing guides for a React application to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Next.js Docs",
          "note": "The homepage exposes \u201cNext.js Docs\u201d as a named route into material for choosing guides for a React application."
        },
        {
          "section": "Next Steps",
          "note": "\u201cNext Steps\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Support",
          "note": "The page also labels \u201cSupport,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to choosing guides for a React application.",
        "Keep \u201cNext.js Docs\u201d and \u201cNext Steps\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSupport\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cNext.js Docs\u201d route as a starting point for choosing guides for a React application; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://nextjs.org/docs",
        "final_url": "https://nextjs.org/docs",
        "title": "Next.js Docs | Next.js",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa89-d55e-7539-9117-7190fe634d6b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "vite-readme",
      "name": "Vite",
      "artifact": "readme",
      "topic": "Frontend build tool",
      "patterns": [
        "support-routing",
        "capability-map"
      ],
      "summary": "Vite's repository README introduces starting and building modern frontend projects. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining starting and building modern frontend projects to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Vite \u26a1",
          "note": "The README names \u201cVite \u26a1\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Packages",
          "note": "\u201cPackages\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Contribution",
          "note": "A further \u201cContribution\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of starting and building modern frontend projects, then give the reader one representative way to try it.",
        "Keep \u201cVite \u26a1\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cPackages\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cVite \u26a1\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/vitejs/vite/blob/10033218d239c927cdc375970b5741cce408e81b/README.md",
        "final_url": "https://github.com/vitejs/vite/blob/10033218d239c927cdc375970b5741cce408e81b/README.md",
        "title": "vite/README.md at 10033218d239c927cdc375970b5741cce408e81b \u00b7 vitejs/vite \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa90-d21c-76bf-b78b-4559e62b9317"
      },
      "version": {
        "kind": "commit",
        "value": "10033218d239c927cdc375970b5741cce408e81b"
      }
    },
    {
      "slug": "vite-docs",
      "name": "Vite",
      "artifact": "docs-home",
      "topic": "Frontend build tool",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Vite's official documentation entry point organizes material for starting and building modern frontend projects. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining starting and building modern frontend projects to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The homepage exposes \u201cGetting Started\u201d as a named route into material for starting and building modern frontend projects."
        },
        {
          "section": "Overview",
          "note": "\u201cOverview\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Browser Support",
          "note": "The page also labels \u201cBrowser Support,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to starting and building modern frontend projects.",
        "Keep \u201cGetting Started\u201d and \u201cOverview\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cBrowser Support\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGetting Started\u201d route as a starting point for starting and building modern frontend projects; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://vite.dev/guide/",
        "final_url": "https://vite.dev/guide/",
        "title": "Getting Started | Vite",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa89-f78b-72dd-8993-b702a3855f88"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "astro-readme",
      "name": "Astro",
      "artifact": "readme",
      "topic": "Web framework",
      "patterns": [
        "prerequisites",
        "support-routing",
        "capability-map"
      ],
      "summary": "Astro's repository README introduces building content-focused sites and choosing integrations. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining building content-focused sites and choosing integrations to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Install",
          "note": "The README names \u201cInstall\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Documentation",
          "note": "\u201cDocumentation\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Support",
          "note": "A further \u201cSupport\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of building content-focused sites and choosing integrations, then give the reader one representative way to try it.",
        "Keep \u201cInstall\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cDocumentation\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cInstall\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/withastro/astro/blob/a85d2f1e2d0667e4f44ab957dc0c92aa59065e49/README.md",
        "final_url": "https://github.com/withastro/astro/blob/a85d2f1e2d0667e4f44ab957dc0c92aa59065e49/README.md",
        "title": "astro/README.md at a85d2f1e2d0667e4f44ab957dc0c92aa59065e49 \u00b7 withastro/astro \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa90-e7ef-70c8-8837-9d48dce7e2eb"
      },
      "version": {
        "kind": "commit",
        "value": "a85d2f1e2d0667e4f44ab957dc0c92aa59065e49"
      }
    },
    {
      "slug": "astro-docs",
      "name": "Astro",
      "artifact": "docs-home",
      "topic": "Web framework",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Astro's official documentation entry point organizes material for building content-focused sites and choosing integrations. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building content-focused sites and choosing integrations to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Astro Docs",
          "note": "The homepage exposes \u201cAstro Docs\u201d as a named route into material for building content-focused sites and choosing integrations."
        },
        {
          "section": "create a new project with npm",
          "note": "\u201ccreate a new project with npm\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Have a question or want to get involved?",
          "note": "The page also labels \u201cHave a question or want to get involved?,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building content-focused sites and choosing integrations.",
        "Keep \u201cAstro Docs\u201d and \u201ccreate a new project with npm\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cHave a question or want to get involved?\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cAstro Docs\u201d route as a starting point for building content-focused sites and choosing integrations; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.astro.build/en/getting-started/",
        "final_url": "https://docs.astro.build/en/getting-started/",
        "title": "Getting started | Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8a-2832-74b2-ab11-74fc04126ef6"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "tailwind-css-readme",
      "name": "Tailwind CSS",
      "artifact": "readme",
      "topic": "CSS framework",
      "patterns": [
        "prerequisites",
        "support-routing",
        "capability-map"
      ],
      "summary": "Tailwind CSS's repository README introduces installing and configuring a utility-first CSS workflow. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining installing and configuring a utility-first CSS workflow to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Documentation",
          "note": "The README names \u201cDocumentation\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Community",
          "note": "\u201cCommunity\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Contributing",
          "note": "A further \u201cContributing\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of installing and configuring a utility-first CSS workflow, then give the reader one representative way to try it.",
        "Keep \u201cDocumentation\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cCommunity\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cDocumentation\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/tailwindlabs/tailwindcss/blob/fa81d697fe572a10ac150d18964a093a7a874081/README.md",
        "final_url": "https://github.com/tailwindlabs/tailwindcss/blob/fa81d697fe572a10ac150d18964a093a7a874081/README.md",
        "title": "tailwindcss/README.md at fa81d697fe572a10ac150d18964a093a7a874081 \u00b7 tailwindlabs/tailwindcss \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa91-1b98-764d-9fec-cfa396de37b0"
      },
      "version": {
        "kind": "commit",
        "value": "fa81d697fe572a10ac150d18964a093a7a874081"
      }
    },
    {
      "slug": "tailwind-css-docs",
      "name": "Tailwind CSS",
      "artifact": "docs-home",
      "topic": "CSS framework",
      "patterns": [
        "prerequisites",
        "support-routing",
        "capability-map"
      ],
      "summary": "Tailwind CSS's official documentation entry point organizes material for installing and configuring a utility-first CSS workflow. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining installing and configuring a utility-first CSS workflow to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Get started with Tailwind CSS",
          "note": "The homepage exposes \u201cGet started with Tailwind CSS\u201d as a named route into material for installing and configuring a utility-first CSS workflow."
        },
        {
          "section": "Installation",
          "note": "\u201cInstallation\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Installing Tailwind CSS as a Vite plugin",
          "note": "The page also labels \u201cInstalling Tailwind CSS as a Vite plugin,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to installing and configuring a utility-first CSS workflow.",
        "Keep \u201cGet started with Tailwind CSS\u201d and \u201cInstallation\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cInstalling Tailwind CSS as a Vite plugin\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGet started with Tailwind CSS\u201d route as a starting point for installing and configuring a utility-first CSS workflow; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://tailwindcss.com/docs/installation/using-vite",
        "final_url": "https://tailwindcss.com/docs/installation/using-vite",
        "title": "Installing Tailwind CSS with Vite - Tailwind CSS",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa89-7947-777c-b85d-2ae2f01ba6cc"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "shadcn-ui-readme",
      "name": "shadcn/ui",
      "artifact": "readme",
      "topic": "UI component system",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "shadcn/ui's repository README introduces composing accessible components within an application's own codebase. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining composing accessible components within an application's own codebase to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "shadcn/ui",
          "note": "The README names \u201cshadcn/ui\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Documentation",
          "note": "\u201cDocumentation\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Contributing",
          "note": "A further \u201cContributing\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of composing accessible components within an application's own codebase, then give the reader one representative way to try it.",
        "Keep \u201cshadcn/ui\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cDocumentation\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cshadcn/ui\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/shadcn-ui/ui/blob/d75a96ab781f3d659be1ad287347d5887ce9f2fc/README.md",
        "final_url": "https://github.com/shadcn-ui/ui/blob/d75a96ab781f3d659be1ad287347d5887ce9f2fc/README.md",
        "title": "ui/README.md at d75a96ab781f3d659be1ad287347d5887ce9f2fc \u00b7 shadcn-ui/ui \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa91-318a-7188-8ec7-426faa3d566a"
      },
      "version": {
        "kind": "commit",
        "value": "d75a96ab781f3d659be1ad287347d5887ce9f2fc"
      }
    },
    {
      "slug": "shadcn-ui-docs",
      "name": "shadcn/ui",
      "artifact": "docs-home",
      "topic": "UI component system",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "shadcn/ui's official documentation entry point organizes material for composing accessible components within an application's own codebase. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining composing accessible components within an application's own codebase to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Introduction",
          "note": "The homepage exposes \u201cIntroduction\u201d as a named route into material for composing accessible components within an application's own codebase."
        },
        {
          "section": "Open Code",
          "note": "\u201cOpen Code\\#(https://ui.shadcn.com/docs\\#open-code)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "How do I pull upstream updates in an Open Code approach?",
          "note": "The page also labels \u201cHow do I pull upstream updates in an Open Code approach?,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to composing accessible components within an application's own codebase.",
        "Keep \u201cIntroduction\u201d and \u201cOpen Code\\#(https://ui.shadcn.com/docs\\#open-code)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cHow do I pull upstream updates in an Open Code approach?\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cIntroduction\u201d route as a starting point for composing accessible components within an application's own codebase; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://ui.shadcn.com/docs",
        "final_url": "https://ui.shadcn.com/docs",
        "title": "Introduction - shadcn/ui",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa89-b84e-709d-a011-3c5efeb9cf1a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "prisma-readme",
      "name": "Prisma",
      "artifact": "readme",
      "topic": "Database toolkit",
      "patterns": [
        "first-result",
        "prerequisites",
        "capability-map"
      ],
      "summary": "Prisma's repository README introduces modeling data and integrating a type-safe database client. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining modeling data and integrating a type-safe database client to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Prerequisites",
          "note": "The README names \u201cPrerequisites\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Getting started",
          "note": "\u201cGetting started\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "1\\. Scaffold a new project",
          "note": "A further \u201c1\\. Scaffold a new project\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of modeling data and integrating a type-safe database client, then give the reader one representative way to try it.",
        "Keep \u201cPrerequisites\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cGetting started\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cPrerequisites\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/prisma/orm/blob/84b3bb693c395ec21ccf2de97d5db4787c805d03/README.md",
        "final_url": "https://github.com/prisma/orm/blob/84b3bb693c395ec21ccf2de97d5db4787c805d03/README.md",
        "title": "orm/README.md at 84b3bb693c395ec21ccf2de97d5db4787c805d03 \u00b7 prisma/orm \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa91-4a4d-7599-8399-9d6544994872"
      },
      "version": {
        "kind": "commit",
        "value": "84b3bb693c395ec21ccf2de97d5db4787c805d03"
      }
    },
    {
      "slug": "prisma-docs",
      "name": "Prisma",
      "artifact": "docs-home",
      "topic": "Database toolkit",
      "patterns": [
        "support-routing",
        "capability-map",
        "deployment-choice"
      ],
      "summary": "Prisma's official documentation entry point organizes material for modeling data and integrating a type-safe database client. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining modeling data and integrating a type-safe database client to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Get started with Prisma",
          "note": "The homepage exposes \u201cGet started with Prisma\u201d as a named route into material for modeling data and integrating a type-safe database client."
        },
        {
          "section": "Build",
          "note": "\u201cBuild(https://www.prisma.io/docs\\#build)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Deploy",
          "note": "The page also labels \u201cDeploy(https://www.prisma.io/docs\\#deploy),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to modeling data and integrating a type-safe database client.",
        "Keep \u201cGet started with Prisma\u201d and \u201cBuild(https://www.prisma.io/docs\\#build)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cDeploy(https://www.prisma.io/docs\\#deploy)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGet started with Prisma\u201d route as a starting point for modeling data and integrating a type-safe database client; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://www.prisma.io/docs",
        "final_url": "https://www.prisma.io/docs",
        "title": "Get started with Prisma | Prisma Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa89-c6e8-732a-87d3-4161ee8a6314"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "drizzle-orm-readme",
      "name": "Drizzle ORM",
      "artifact": "readme",
      "topic": "TypeScript ORM",
      "patterns": [
        "capability-map"
      ],
      "summary": "Drizzle ORM's repository README introduces declaring SQL schemas and writing typed queries. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining declaring SQL schemas and writing typed queries to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Headless ORM for NodeJS, TypeScript and JavaScript \ud83d\ude80",
          "note": "The README names \u201cHeadless ORM for NodeJS, TypeScript and JavaScript \ud83d\ude80\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "What's Drizzle?",
          "note": "\u201cWhat's Drizzle?\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Ecosystem",
          "note": "A further \u201cEcosystem\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of declaring SQL schemas and writing typed queries, then give the reader one representative way to try it.",
        "Keep \u201cHeadless ORM for NodeJS, TypeScript and JavaScript \ud83d\ude80\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cWhat's Drizzle?\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cHeadless ORM for NodeJS, TypeScript and JavaScript \ud83d\ude80\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/drizzle-team/drizzle-orm/blob/15454dbe49d827c6081f3d0231e2e7985e517295/README.md",
        "final_url": "https://github.com/drizzle-team/drizzle-orm/blob/15454dbe49d827c6081f3d0231e2e7985e517295/README.md",
        "title": "drizzle-orm/README.md at 15454dbe49d827c6081f3d0231e2e7985e517295 \u00b7 drizzle-team/drizzle-orm \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa91-5ed6-70ad-83b3-b5bef57debce"
      },
      "version": {
        "kind": "commit",
        "value": "15454dbe49d827c6081f3d0231e2e7985e517295"
      }
    },
    {
      "slug": "drizzle-orm-docs",
      "name": "Drizzle ORM",
      "artifact": "docs-home",
      "topic": "TypeScript ORM",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Drizzle ORM's official documentation entry point organizes material for declaring SQL schemas and writing typed queries. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining declaring SQL schemas and writing typed queries to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Drizzle ORM",
          "note": "The homepage exposes \u201cDrizzle ORM\u201d as a named route into material for declaring SQL schemas and writing typed queries."
        },
        {
          "section": "Headless ORM?",
          "note": "\u201cHeadless ORM?\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Why SQL-like?",
          "note": "The page also labels \u201cWhy SQL-like?,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to declaring SQL schemas and writing typed queries.",
        "Keep \u201cDrizzle ORM\u201d and \u201cHeadless ORM?\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cWhy SQL-like?\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cDrizzle ORM\u201d route as a starting point for declaring SQL schemas and writing typed queries; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://orm.drizzle.team/docs/overview",
        "final_url": "https://orm.drizzle.team/docs/overview",
        "title": "Drizzle ORM - Why Drizzle?",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8a-3e8f-74c7-8f77-ec6c265d98ff"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "neon-readme",
      "name": "Neon",
      "artifact": "readme",
      "topic": "Serverless Postgres",
      "patterns": [
        "first-result",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Neon's repository README introduces connecting applications to serverless Postgres. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining connecting applications to serverless Postgres to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Neon",
          "note": "The README names \u201cNeon\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Quick start",
          "note": "\u201cQuick start\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Architecture overview",
          "note": "A further \u201cArchitecture overview\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of connecting applications to serverless Postgres, then give the reader one representative way to try it.",
        "Keep \u201cNeon\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cQuick start\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cNeon\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/neondatabase/neon/blob/fa504217c61bbcaf5c512d75830564541f917f8f/README.md",
        "final_url": "https://github.com/neondatabase/neon/blob/fa504217c61bbcaf5c512d75830564541f917f8f/README.md",
        "title": "neon/README.md at fa504217c61bbcaf5c512d75830564541f917f8f \u00b7 neondatabase/neon \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa91-7b53-779c-8313-9f26f84450e2"
      },
      "version": {
        "kind": "commit",
        "value": "fa504217c61bbcaf5c512d75830564541f917f8f"
      }
    },
    {
      "slug": "neon-docs",
      "name": "Neon",
      "artifact": "docs-home",
      "topic": "Serverless Postgres",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Neon's official documentation entry point organizes material for connecting applications to serverless Postgres. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining connecting applications to serverless Postgres to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Neon documentation",
          "note": "The homepage exposes \u201cNeon documentation\u201d as a named route into material for connecting applications to serverless Postgres."
        },
        {
          "section": "One-command setup",
          "note": "\u201cOne-command setup\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Build a full backend",
          "note": "The page also labels \u201cBuild a full backend,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to connecting applications to serverless Postgres.",
        "Keep \u201cNeon documentation\u201d and \u201cOne-command setup\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cBuild a full backend\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cNeon documentation\u201d route as a starting point for connecting applications to serverless Postgres; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://neon.com/docs/introduction",
        "final_url": "https://neon.com/docs/introduction",
        "title": "Neon documentation - Neon Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8a-2ff0-7121-9318-40904fc22234"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "appwrite-readme",
      "name": "Appwrite",
      "artifact": "readme",
      "topic": "Backend platform",
      "patterns": [
        "prerequisites",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Appwrite's repository README introduces choosing backend services and connecting an application. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining choosing backend services and connecting an application to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Appwrite",
          "note": "The README names \u201cAppwrite\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Products",
          "note": "\u201cProducts\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Installation & Setup",
          "note": "A further \u201cInstallation & Setup\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of choosing backend services and connecting an application, then give the reader one representative way to try it.",
        "Keep \u201cAppwrite\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cProducts\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cAppwrite\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/appwrite/appwrite/blob/07051422d3588c169b954a431a7016fc1e5572ba/README.md",
        "final_url": "https://github.com/appwrite/appwrite/blob/07051422d3588c169b954a431a7016fc1e5572ba/README.md",
        "title": "appwrite/README.md at 07051422d3588c169b954a431a7016fc1e5572ba \u00b7 appwrite/appwrite \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa91-9467-7229-96d4-ccdf4e9dc557"
      },
      "version": {
        "kind": "commit",
        "value": "07051422d3588c169b954a431a7016fc1e5572ba"
      }
    },
    {
      "slug": "appwrite-docs",
      "name": "Appwrite",
      "artifact": "docs-home",
      "topic": "Backend platform",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Appwrite's official documentation entry point organizes material for choosing backend services and connecting an application. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining choosing backend services and connecting an application to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Ship faster with Appwrite",
          "note": "The homepage exposes \u201cShip faster with Appwrite\u201d as a named route into material for choosing backend services and connecting an application."
        },
        {
          "section": "Explore capabilities\\",
          "note": "\u201cExplore capabilities\\\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Build faster with AI\\",
          "note": "The page also labels \u201cBuild faster with AI\\,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to choosing backend services and connecting an application.",
        "Keep \u201cShip faster with Appwrite\u201d and \u201cExplore capabilities\\\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cBuild faster with AI\\\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cShip faster with Appwrite\u201d route as a starting point for choosing backend services and connecting an application; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://appwrite.io/docs",
        "final_url": "https://appwrite.io/docs",
        "title": "Documentation - Overview - Appwrite",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8a-8ad4-722d-a8ca-b602ad774baa"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "convex-readme",
      "name": "Convex",
      "artifact": "readme",
      "topic": "Backend platform",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Convex's repository README introduces building reactive backends with a client-first workflow. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining building reactive backends with a client-first workflow to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The README names \u201cGetting Started\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Self Hosting",
          "note": "\u201cSelf Hosting\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Community & Support",
          "note": "A further \u201cCommunity & Support\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of building reactive backends with a client-first workflow, then give the reader one representative way to try it.",
        "Keep \u201cGetting Started\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cSelf Hosting\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cGetting Started\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/get-convex/convex-backend/blob/0f399ede1fd6e155245f49fab92b4fd0f18cb592/README.md",
        "final_url": "https://github.com/get-convex/convex-backend/blob/0f399ede1fd6e155245f49fab92b4fd0f18cb592/README.md",
        "title": "convex-backend/README.md at 0f399ede1fd6e155245f49fab92b4fd0f18cb592 \u00b7 get-convex/convex-backend \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa91-b762-739b-87b0-17733865d25c"
      },
      "version": {
        "kind": "commit",
        "value": "0f399ede1fd6e155245f49fab92b4fd0f18cb592"
      }
    },
    {
      "slug": "convex-docs",
      "name": "Convex",
      "artifact": "docs-home",
      "topic": "Backend platform",
      "patterns": [
        "support-routing",
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Convex's official documentation entry point organizes material for building reactive backends with a client-first workflow. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building reactive backends with a client-first workflow to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Get Started",
          "note": "The homepage exposes \u201cGet Started\u201d as a named route into material for building reactive backends with a client-first workflow."
        },
        {
          "section": "With AI coding agents",
          "note": "\u201cWith AI coding agents\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Manually",
          "note": "The page also labels \u201cManually,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building reactive backends with a client-first workflow.",
        "Keep \u201cGet Started\u201d and \u201cWith AI coding agents\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cManually\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGet Started\u201d route as a starting point for building reactive backends with a client-first workflow; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.convex.dev/home",
        "final_url": "https://docs.convex.dev/home",
        "title": "Convex Docs | Convex Developer Hub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8a-a33c-731a-8288-a10674c477a3"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "hasura-readme",
      "name": "Hasura",
      "artifact": "readme",
      "topic": "GraphQL platform",
      "patterns": [
        "capability-map",
        "edition-boundaries"
      ],
      "summary": "Hasura's repository README introduces choosing between Hasura DDN and v2 product generations. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining choosing between Hasura DDN and v2 product generations to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Hasura GraphQL Engine",
          "note": "The README names \u201cHasura GraphQL Engine\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Hasura V3",
          "note": "\u201cHasura V3\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Hasura V2",
          "note": "A further \u201cHasura V2\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of choosing between Hasura DDN and v2 product generations, then give the reader one representative way to try it.",
        "Keep \u201cHasura GraphQL Engine\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cHasura V3\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cHasura GraphQL Engine\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/hasura/graphql-engine/blob/94915fe51d6d21bd7f6d4452dc16221bef8cfefd/README.md",
        "final_url": "https://github.com/hasura/graphql-engine/blob/94915fe51d6d21bd7f6d4452dc16221bef8cfefd/README.md",
        "title": "graphql-engine/README.md at 94915fe51d6d21bd7f6d4452dc16221bef8cfefd \u00b7 hasura/graphql-engine \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa91-ce91-735f-b54a-55f9293d4e54"
      },
      "version": {
        "kind": "commit",
        "value": "94915fe51d6d21bd7f6d4452dc16221bef8cfefd"
      }
    },
    {
      "slug": "hasura-docs",
      "name": "Hasura",
      "artifact": "docs-home",
      "topic": "GraphQL platform",
      "patterns": [
        "support-routing",
        "capability-map",
        "edition-boundaries"
      ],
      "summary": "Hasura's official documentation entry point organizes material for choosing between Hasura DDN and v2 product generations. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining choosing between Hasura DDN and v2 product generations to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Hasura DDN Documentation",
          "note": "The homepage exposes \u201cHasura DDN Documentation\u201d as a named route into material for choosing between Hasura DDN and v2 product generations."
        },
        {
          "section": "Resources",
          "note": "\u201cResources\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Support",
          "note": "The page also labels \u201cSupport,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to choosing between Hasura DDN and v2 product generations.",
        "Keep \u201cHasura DDN Documentation\u201d and \u201cResources\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSupport\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cHasura DDN Documentation\u201d route as a starting point for choosing between Hasura DDN and v2 product generations; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://hasura.io/docs/3.0/index/",
        "final_url": "https://hasura.io/docs/3.0/index/",
        "title": "Hasura DDN Documentation | Hasura DDN Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8a-dc3f-72ec-93a5-193c81f6ec7d"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "trpc-readme",
      "name": "tRPC",
      "artifact": "readme",
      "topic": "Type-safe API framework",
      "patterns": [
        "capability-map",
        "stack-routing"
      ],
      "summary": "tRPC's repository README introduces adding end-to-end typed procedures to TypeScript apps. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining adding end-to-end typed procedures to TypeScript apps to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "tRPC",
          "note": "The README names \u201ctRPC\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Move fast and break nothing. End-to-end typesafe APIs made easy.",
          "note": "\u201cMove fast and break nothing.  End-to-end typesafe APIs made easy.\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Intro",
          "note": "A further \u201cIntro\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of adding end-to-end typed procedures to TypeScript apps, then give the reader one representative way to try it.",
        "Keep \u201ctRPC\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cMove fast and break nothing.  End-to-end typesafe APIs made easy.\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201ctRPC\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/trpc/trpc/blob/985b76975416fa6b9fdf1e643fdefe6f80b153fc/README.md",
        "final_url": "https://github.com/trpc/trpc/blob/985b76975416fa6b9fdf1e643fdefe6f80b153fc/README.md",
        "title": "trpc/README.md at 985b76975416fa6b9fdf1e643fdefe6f80b153fc \u00b7 trpc/trpc \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa91-ef2a-777c-a775-befb6d5dd133"
      },
      "version": {
        "kind": "commit",
        "value": "985b76975416fa6b9fdf1e643fdefe6f80b153fc"
      }
    },
    {
      "slug": "trpc-docs",
      "name": "tRPC",
      "artifact": "docs-home",
      "topic": "Type-safe API framework",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "tRPC's official documentation entry point organizes material for adding end-to-end typed procedures to TypeScript apps. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining adding end-to-end typed procedures to TypeScript apps to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Introduction",
          "note": "The homepage exposes \u201cIntroduction\u201d as a named route into material for adding end-to-end typed procedures to TypeScript apps."
        },
        {
          "section": "Features",
          "note": "\u201cFeatures\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Quick Look",
          "note": "The page also labels \u201cQuick Look,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to adding end-to-end typed procedures to TypeScript apps.",
        "Keep \u201cIntroduction\u201d and \u201cFeatures\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cQuick Look\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cIntroduction\u201d route as a starting point for adding end-to-end typed procedures to TypeScript apps; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://trpc.io/docs",
        "final_url": "https://trpc.io/docs",
        "title": "tRPC",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8a-ee8f-7650-bc48-dede12667539"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "grpc-readme",
      "name": "gRPC",
      "artifact": "readme",
      "topic": "Remote procedure calls",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "gRPC's repository README introduces learning RPC concepts and language-specific setup. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining learning RPC concepts and language-specific setup to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "gRPC \u2013 An RPC library and framework",
          "note": "The README names \u201cgRPC \u2013 An RPC library and framework\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "To start using gRPC",
          "note": "\u201cTo start using gRPC\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "To start developing gRPC",
          "note": "A further \u201cTo start developing gRPC\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of learning RPC concepts and language-specific setup, then give the reader one representative way to try it.",
        "Keep \u201cgRPC \u2013 An RPC library and framework\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cTo start using gRPC\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cgRPC \u2013 An RPC library and framework\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/grpc/grpc/blob/08455f8f03d2b1508ae233d950704ec06cb19017/README.md",
        "final_url": "https://github.com/grpc/grpc/blob/08455f8f03d2b1508ae233d950704ec06cb19017/README.md",
        "title": "grpc/README.md at 08455f8f03d2b1508ae233d950704ec06cb19017 \u00b7 grpc/grpc \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa92-1423-7217-a63f-1bb2b2a7db25"
      },
      "version": {
        "kind": "commit",
        "value": "08455f8f03d2b1508ae233d950704ec06cb19017"
      }
    },
    {
      "slug": "grpc-docs",
      "name": "gRPC",
      "artifact": "docs-home",
      "topic": "Remote procedure calls",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "gRPC's official documentation entry point organizes material for learning RPC concepts and language-specific setup. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining learning RPC concepts and language-specific setup to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Documentation",
          "note": "The homepage exposes \u201cDocumentation\u201d as a named route into material for learning RPC concepts and language-specific setup."
        },
        {
          "section": "Official support",
          "note": "\u201cOfficial support\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Support",
          "note": "The page also labels \u201cSupport,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to learning RPC concepts and language-specific setup.",
        "Keep \u201cDocumentation\u201d and \u201cOfficial support\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSupport\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cDocumentation\u201d route as a starting point for learning RPC concepts and language-specific setup; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://grpc.io/docs/",
        "final_url": "https://grpc.io/docs/",
        "title": "Documentation | gRPC",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8b-5a76-70a9-a660-243a06feb580"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "clerk-javascript-sdk-readme",
      "name": "Clerk JavaScript SDK",
      "artifact": "readme",
      "topic": "Authentication",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "Clerk JavaScript SDK's repository README introduces adding authentication UI across frontend frameworks. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining adding authentication UI across frontend frameworks to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Official Clerk JavaScript SDKs",
          "note": "The README names \u201cOfficial Clerk JavaScript SDKs\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "\ud83d\ude80 Get started with Clerk",
          "note": "\u201c\ud83d\ude80 Get started with Clerk\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "\ud83c\udf93 Learning Clerk",
          "note": "A further \u201c\ud83c\udf93 Learning Clerk\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of adding authentication UI across frontend frameworks, then give the reader one representative way to try it.",
        "Keep \u201cOfficial Clerk JavaScript SDKs\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201c\ud83d\ude80 Get started with Clerk\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cOfficial Clerk JavaScript SDKs\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/clerk/javascript/blob/7a01077dd2fb88e2fe1bbb23043868d764a830c8/README.md",
        "final_url": "https://github.com/clerk/javascript/blob/7a01077dd2fb88e2fe1bbb23043868d764a830c8/README.md",
        "title": "javascript/README.md at 7a01077dd2fb88e2fe1bbb23043868d764a830c8 \u00b7 clerk/javascript \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa92-b2af-7195-ae75-1e12250eec7c"
      },
      "version": {
        "kind": "commit",
        "value": "7a01077dd2fb88e2fe1bbb23043868d764a830c8"
      }
    },
    {
      "slug": "clerk-javascript-sdk-docs",
      "name": "Clerk JavaScript SDK",
      "artifact": "docs-home",
      "topic": "Authentication",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Clerk JavaScript SDK's official documentation entry point organizes material for adding authentication UI across frontend frameworks. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining adding authentication UI across frontend frameworks to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Welcome to Clerk Docs",
          "note": "The homepage exposes \u201cWelcome to Clerk Docs\u201d as a named route into material for adding authentication UI across frontend frameworks."
        },
        {
          "section": "UIComponents",
          "note": "\u201cUIComponents(https://clerk.com/docs/reference/components/overview)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "SDKReference",
          "note": "The page also labels \u201cSDKReference(https://clerk.com/docs/reference/overview),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to adding authentication UI across frontend frameworks.",
        "Keep \u201cWelcome to Clerk Docs\u201d and \u201cUIComponents(https://clerk.com/docs/reference/components/overview)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSDKReference(https://clerk.com/docs/reference/overview)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cWelcome to Clerk Docs\u201d route as a starting point for adding authentication UI across frontend frameworks; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://clerk.com/docs",
        "final_url": "https://clerk.com/docs",
        "title": "Welcome to Clerk Docs | Clerk Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8b-7a1b-76dc-b387-9edf9f83f5d3"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "better-auth-readme",
      "name": "Better Auth",
      "artifact": "readme",
      "topic": "Authentication",
      "patterns": [
        "support-routing",
        "capability-map"
      ],
      "summary": "Better Auth's repository README introduces integrating TypeScript authentication. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining integrating TypeScript authentication to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Better Auth",
          "note": "The README names \u201cBetter Auth\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Why Better Auth",
          "note": "\u201cWhy Better Auth\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Contribution",
          "note": "A further \u201cContribution\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of integrating TypeScript authentication, then give the reader one representative way to try it.",
        "Keep \u201cBetter Auth\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cWhy Better Auth\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cBetter Auth\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/better-auth/better-auth/blob/72a6394e30ced6654ebffe3c5b74dc1b570f6880/README.md",
        "final_url": "https://github.com/better-auth/better-auth/blob/72a6394e30ced6654ebffe3c5b74dc1b570f6880/README.md",
        "title": "better-auth/README.md at 72a6394e30ced6654ebffe3c5b74dc1b570f6880 \u00b7 better-auth/better-auth \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa92-7492-757d-981b-bd734fc86f38"
      },
      "version": {
        "kind": "commit",
        "value": "72a6394e30ced6654ebffe3c5b74dc1b570f6880"
      }
    },
    {
      "slug": "better-auth-docs",
      "name": "Better Auth",
      "artifact": "docs-home",
      "topic": "Authentication",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Better Auth's official documentation entry point organizes material for integrating TypeScript authentication. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining integrating TypeScript authentication to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Introduction",
          "note": "The homepage exposes \u201cIntroduction\u201d as a named route into material for integrating TypeScript authentication."
        },
        {
          "section": "Features",
          "note": "\u201cFeatures(https://better-auth.com/docs/introduction\\#features)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "AI resources",
          "note": "The page also labels \u201cAI resources(https://better-auth.com/docs/introduction\\#ai-resources),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to integrating TypeScript authentication.",
        "Keep \u201cIntroduction\u201d and \u201cFeatures(https://better-auth.com/docs/introduction\\#features)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cAI resources(https://better-auth.com/docs/introduction\\#ai-resources)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cIntroduction\u201d route as a starting point for integrating TypeScript authentication; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://better-auth.com/docs/introduction",
        "final_url": "https://better-auth.com/docs/introduction",
        "title": "Introduction | Better Auth",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8b-a298-777e-b5b8-333e59171889"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "resend-node-sdk-docs",
      "name": "Resend Node SDK",
      "artifact": "docs-home",
      "topic": "Email API",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Resend Node SDK's official documentation entry point organizes material for sending email through the Node SDK and official API. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining sending email through the Node SDK and official API to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Quickstart",
          "note": "The homepage exposes \u201c\u200b(https://resend.com/docs/introduction\\#quickstart)  Quickstart\u201d as a named route into material for sending email through the Node SDK and official API."
        },
        {
          "section": "Explore",
          "note": "\u201c\u200b(https://resend.com/docs/introduction\\#explore)  Explore\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Support",
          "note": "The page also labels \u201cSupport,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to sending email through the Node SDK and official API.",
        "Keep \u201c\u200b(https://resend.com/docs/introduction\\#quickstart)  Quickstart\u201d and \u201c\u200b(https://resend.com/docs/introduction\\#explore)  Explore\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSupport\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201c\u200b(https://resend.com/docs/introduction\\#quickstart)  Quickstart\u201d route as a starting point for sending email through the Node SDK and official API; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://resend.com/docs/introduction",
        "final_url": "https://resend.com/docs/introduction",
        "title": "Introduction - Resend",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8b-c704-7369-abf4-8e6b44dfd7fb"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "nodemailer-readme",
      "name": "Nodemailer",
      "artifact": "readme",
      "topic": "Email library",
      "patterns": [
        "support-routing",
        "capability-map",
        "stack-routing"
      ],
      "summary": "Nodemailer's repository README introduces configuring transports and sending email from Node.js. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining configuring transports and sending email from Node.js to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Nodemailer",
          "note": "The README names \u201cNodemailer\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Supported runtimes",
          "note": "\u201cSupported runtimes\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Having an issue?",
          "note": "A further \u201cHaving an issue?\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of configuring transports and sending email from Node.js, then give the reader one representative way to try it.",
        "Keep \u201cNodemailer\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cSupported runtimes\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cNodemailer\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/nodemailer/nodemailer/blob/561978491d5cc33d2052a6c89a499b838b960262/README.md",
        "final_url": "https://github.com/nodemailer/nodemailer/blob/561978491d5cc33d2052a6c89a499b838b960262/README.md",
        "title": "nodemailer/README.md at 561978491d5cc33d2052a6c89a499b838b960262 \u00b7 nodemailer/nodemailer \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa93-7a85-739a-80ee-cf87784c3618"
      },
      "version": {
        "kind": "commit",
        "value": "561978491d5cc33d2052a6c89a499b838b960262"
      }
    },
    {
      "slug": "nodemailer-docs",
      "name": "Nodemailer",
      "artifact": "docs-home",
      "topic": "Email library",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "Nodemailer's official documentation entry point organizes material for configuring transports and sending email from Node.js. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining configuring transports and sending email from Node.js to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Why Nodemailer?",
          "note": "The homepage exposes \u201cWhy Nodemailer?\u201d as a named route into material for configuring transports and sending email from Node.js."
        },
        {
          "section": "Requirements",
          "note": "\u201cRequirements\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Quick start",
          "note": "The page also labels \u201cQuick start,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to configuring transports and sending email from Node.js.",
        "Keep \u201cWhy Nodemailer?\u201d and \u201cRequirements\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cQuick start\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cWhy Nodemailer?\u201d route as a starting point for configuring transports and sending email from Node.js; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://nodemailer.com/",
        "final_url": "https://nodemailer.com/",
        "title": "Nodemailer",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8c-0a9b-777e-9c05-5da6dd709124"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "inngest-readme",
      "name": "Inngest",
      "artifact": "readme",
      "topic": "Durable functions",
      "patterns": [
        "first-result",
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Inngest's repository README introduces writing durable functions and observing execution. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining writing durable functions and observing execution to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "An example durable function",
          "note": "The README names \u201cAn example durable function\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Learn more",
          "note": "\u201cLearn more\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Getting started",
          "note": "A further \u201cGetting started\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of writing durable functions and observing execution, then give the reader one representative way to try it.",
        "Keep \u201cAn example durable function\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cLearn more\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cAn example durable function\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/inngest/inngest/blob/c9a951bed6e7356371c2332de9d3059fe5d04c16/README.md",
        "final_url": "https://github.com/inngest/inngest/blob/c9a951bed6e7356371c2332de9d3059fe5d04c16/README.md",
        "title": "inngest/README.md at c9a951bed6e7356371c2332de9d3059fe5d04c16 \u00b7 inngest/inngest \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa92-9400-76ba-9ac3-fc48a4cd448c"
      },
      "version": {
        "kind": "commit",
        "value": "c9a951bed6e7356371c2332de9d3059fe5d04c16"
      }
    },
    {
      "slug": "inngest-docs",
      "name": "Inngest",
      "artifact": "docs-home",
      "topic": "Durable functions",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Inngest's official documentation entry point organizes material for writing durable functions and observing execution. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining writing durable functions and observing execution to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Introducing Inngest",
          "note": "The homepage exposes \u201cIntroducing Inngest\u201d as a named route into material for writing durable functions and observing execution."
        },
        {
          "section": "Explore use cases",
          "note": "\u201cExplore use cases(https://www.inngest.com/docs\\#explore-use-cases)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Start building",
          "note": "The page also labels \u201cStart building(https://www.inngest.com/docs\\#start-building),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to writing durable functions and observing execution.",
        "Keep \u201cIntroducing Inngest\u201d and \u201cExplore use cases(https://www.inngest.com/docs\\#explore-use-cases)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cStart building(https://www.inngest.com/docs\\#start-building)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cIntroducing Inngest\u201d route as a starting point for writing durable functions and observing execution; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://www.inngest.com/docs",
        "final_url": "https://www.inngest.com/docs",
        "title": "Inngest Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8c-477c-72e8-b5c1-3c5e820e1cbe"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "temporal-readme",
      "name": "Temporal",
      "artifact": "readme",
      "topic": "Durable execution",
      "patterns": [
        "first-result",
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Temporal's repository README introduces building applications around durable workflows. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining building applications around durable workflows to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Temporal\u2014durable execution platform",
          "note": "The README names \u201cTemporal\u2014durable execution platform\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Introduction",
          "note": "\u201cIntroduction\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Getting Started",
          "note": "A further \u201cGetting Started\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of building applications around durable workflows, then give the reader one representative way to try it.",
        "Keep \u201cTemporal\u2014durable execution platform\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cIntroduction\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cTemporal\u2014durable execution platform\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/temporalio/temporal/blob/37aa0e95e59523cd909dbdbdf20169ad7dbc33ae/README.md",
        "final_url": "https://github.com/temporalio/temporal/blob/37aa0e95e59523cd909dbdbdf20169ad7dbc33ae/README.md",
        "title": "temporal/README.md at 37aa0e95e59523cd909dbdbdf20169ad7dbc33ae \u00b7 temporalio/temporal \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa92-54df-758c-ab80-2784f31ac78e"
      },
      "version": {
        "kind": "commit",
        "value": "37aa0e95e59523cd909dbdbdf20169ad7dbc33ae"
      }
    },
    {
      "slug": "temporal-docs",
      "name": "Temporal",
      "artifact": "docs-home",
      "topic": "Durable execution",
      "patterns": [
        "support-routing",
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Temporal's official documentation entry point organizes material for building applications around durable workflows. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building applications around durable workflows to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Build applications that never fail",
          "note": "The homepage exposes \u201cBuild applications that never fail\u201d as a named route into material for building applications around durable workflows."
        },
        {
          "section": "Slack Community",
          "note": "\u201cSlack Community\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Developer Forum",
          "note": "The page also labels \u201cDeveloper Forum,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building applications around durable workflows.",
        "Keep \u201cBuild applications that never fail\u201d and \u201cSlack Community\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cDeveloper Forum\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cBuild applications that never fail\u201d route as a starting point for building applications around durable workflows; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.temporal.io/",
        "final_url": "https://docs.temporal.io/",
        "title": "Temporal Platform Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8c-5827-70c7-80bd-91aabbbd71d8"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "hatchet-readme",
      "name": "Hatchet",
      "artifact": "readme",
      "topic": "Background task orchestration",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Hatchet's repository README introduces orchestrating background tasks and deciding when the engine fits. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining orchestrating background tasks and deciding when the engine fits to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "What is Hatchet?",
          "note": "The README names \u201cWhat is Hatchet?\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Get started quickly",
          "note": "\u201cGet started quickly\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "When should I use Hatchet?",
          "note": "A further \u201cWhen should I use Hatchet?\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of orchestrating background tasks and deciding when the engine fits, then give the reader one representative way to try it.",
        "Keep \u201cWhat is Hatchet?\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cGet started quickly\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cWhat is Hatchet?\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/hatchet-dev/hatchet/blob/caa973a969b3a0096e8dc9fa2d263d9da15b1466/README.md",
        "final_url": "https://github.com/hatchet-dev/hatchet/blob/caa973a969b3a0096e8dc9fa2d263d9da15b1466/README.md",
        "title": "hatchet/README.md at caa973a969b3a0096e8dc9fa2d263d9da15b1466 \u00b7 hatchet-dev/hatchet \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa93-33c5-733f-89a9-265cc3f56798"
      },
      "version": {
        "kind": "commit",
        "value": "caa973a969b3a0096e8dc9fa2d263d9da15b1466"
      }
    },
    {
      "slug": "hatchet-docs",
      "name": "Hatchet",
      "artifact": "docs-home",
      "topic": "Background task orchestration",
      "patterns": [
        "support-routing",
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Hatchet's official documentation entry point organizes material for orchestrating background tasks and deciding when the engine fits. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining orchestrating background tasks and deciding when the engine fits to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "We use cookies",
          "note": "The homepage exposes \u201cWe use cookies\u201d as a named route into material for orchestrating background tasks and deciding when the engine fits."
        },
        {
          "section": "What is Hatchet?",
          "note": "\u201cWhat is Hatchet?(https://docs.hatchet.run/v1\\#what-is-hatchet)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Using these docs",
          "note": "The page also labels \u201cUsing these docs(https://docs.hatchet.run/v1\\#using-these-docs),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to orchestrating background tasks and deciding when the engine fits.",
        "Keep \u201cWe use cookies\u201d and \u201cWhat is Hatchet?(https://docs.hatchet.run/v1\\#what-is-hatchet)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cUsing these docs(https://docs.hatchet.run/v1\\#using-these-docs)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cWe use cookies\u201d route as a starting point for orchestrating background tasks and deciding when the engine fits; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.hatchet.run/v1",
        "final_url": "https://docs.hatchet.run/v1",
        "title": "\ud83e\ude93 What is Hatchet? - Hatchet Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8c-8e1f-71fc-9a02-e021314bb376"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "windmill-readme",
      "name": "Windmill",
      "artifact": "readme",
      "topic": "Developer platform",
      "patterns": [
        "capability-map",
        "deployment-choice",
        "workflow-explanation"
      ],
      "summary": "Windmill's repository README introduces choosing scripts, workflows and self-hosting. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining choosing scripts, workflows and self-hosting to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Main Concepts",
          "note": "The README names \u201cMain Concepts\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Show me some actual script code",
          "note": "\u201cShow me some actual script code\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Local Development",
          "note": "A further \u201cLocal Development\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of choosing scripts, workflows and self-hosting, then give the reader one representative way to try it.",
        "Keep \u201cMain Concepts\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cShow me some actual script code\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cMain Concepts\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/windmill-labs/windmill/blob/fee401f01eebe411675a19eeff07b6f5435660b1/README.md",
        "final_url": "https://github.com/windmill-labs/windmill/blob/fee401f01eebe411675a19eeff07b6f5435660b1/README.md",
        "title": "windmill/README.md at fee401f01eebe411675a19eeff07b6f5435660b1 \u00b7 windmill-labs/windmill \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa93-01fe-7087-90d5-88550ed8959d"
      },
      "version": {
        "kind": "commit",
        "value": "fee401f01eebe411675a19eeff07b6f5435660b1"
      }
    },
    {
      "slug": "windmill-docs",
      "name": "Windmill",
      "artifact": "docs-home",
      "topic": "Developer platform",
      "patterns": [
        "support-routing",
        "capability-map",
        "deployment-choice"
      ],
      "summary": "Windmill's official documentation entry point organizes material for choosing scripts, workflows and self-hosting. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining choosing scripts, workflows and self-hosting to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Take a tour of Windmill",
          "note": "The homepage exposes \u201cTake a tour of Windmill\u201d as a named route into material for choosing scripts, workflows and self-hosting."
        },
        {
          "section": "Develop faster",
          "note": "\u201cDevelop faster\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Core features",
          "note": "The page also labels \u201cCore features,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to choosing scripts, workflows and self-hosting.",
        "Keep \u201cTake a tour of Windmill\u201d and \u201cDevelop faster\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cCore features\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cTake a tour of Windmill\u201d route as a starting point for choosing scripts, workflows and self-hosting; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://www.windmill.dev/docs/intro",
        "final_url": "https://www.windmill.dev/docs/intro",
        "title": "What is Windmill? | Windmill",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8c-b70b-743c-b6ac-5ff61405e51b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "apache-airflow-readme",
      "name": "Apache Airflow",
      "artifact": "readme",
      "topic": "Workflow orchestration",
      "patterns": [
        "prerequisites",
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Apache Airflow's repository README introduces installing and operating scheduled workflows. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining installing and operating scheduled workflows to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Apache Airflow",
          "note": "The README names \u201cApache Airflow\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Project Focus",
          "note": "\u201cProject Focus\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Principles",
          "note": "A further \u201cPrinciples\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of installing and operating scheduled workflows, then give the reader one representative way to try it.",
        "Keep \u201cApache Airflow\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cProject Focus\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cApache Airflow\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/apache/airflow/blob/413ae46a045365ba1c8d285ae0932674f4c69e83/README.md",
        "final_url": "https://github.com/apache/airflow/blob/413ae46a045365ba1c8d285ae0932674f4c69e83/README.md",
        "title": "airflow/README.md at 413ae46a045365ba1c8d285ae0932674f4c69e83 \u00b7 apache/airflow \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa93-1ec5-779a-9078-1ff094b7ca9a"
      },
      "version": {
        "kind": "commit",
        "value": "413ae46a045365ba1c8d285ae0932674f4c69e83"
      }
    },
    {
      "slug": "apache-airflow-docs",
      "name": "Apache Airflow",
      "artifact": "docs-home",
      "topic": "Workflow orchestration",
      "patterns": [
        "prerequisites",
        "support-routing",
        "capability-map"
      ],
      "summary": "Apache Airflow's official documentation entry point organizes material for installing and operating scheduled workflows. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining installing and operating scheduled workflows to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Documentation",
          "note": "The homepage exposes \u201cDocumentation\u201d as a named route into material for installing and operating scheduled workflows."
        },
        {
          "section": "Task SDK",
          "note": "\u201cTask SDK(https://airflow.apache.org/docs/task-sdk/stable/index.html)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Docker stack",
          "note": "The page also labels \u201cDocker stack(https://airflow.apache.org/docs/docker-stack/index.html),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to installing and operating scheduled workflows.",
        "Keep \u201cDocumentation\u201d and \u201cTask SDK(https://airflow.apache.org/docs/task-sdk/stable/index.html)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cDocker stack(https://airflow.apache.org/docs/docker-stack/index.html)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cDocumentation\u201d route as a starting point for installing and operating scheduled workflows; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://airflow.apache.org/docs/",
        "final_url": "https://airflow.apache.org/docs/",
        "title": "Documentation | Apache Airflow",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8c-f170-72fe-9664-1e4b0f1f45d1"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "celery-docs",
      "name": "Celery",
      "artifact": "docs-home",
      "topic": "Distributed task queue",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Celery's official documentation entry point organizes material for choosing task-queue setup, concepts and API references. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining choosing task-queue setup, concepts and API references to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Navigation",
          "note": "The homepage exposes \u201cNavigation\u201d as a named route into material for choosing task-queue setup, concepts and API references."
        },
        {
          "section": "Celery - Distributed Task Queue",
          "note": "\u201cCelery - Distributed Task Queue\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Getting Started",
          "note": "The page also labels \u201cGetting Started,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to choosing task-queue setup, concepts and API references.",
        "Keep \u201cNavigation\u201d and \u201cCelery - Distributed Task Queue\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cGetting Started\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cNavigation\u201d route as a starting point for choosing task-queue setup, concepts and API references; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.celeryq.dev/en/stable/",
        "final_url": "https://docs.celeryq.dev/en/stable/",
        "title": "Celery - Distributed Task Queue \u2014 Celery 5.6.3 documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8c-25f6-74ab-9c07-4a9dce8fc99f"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "elastic-docs",
      "name": "Elastic",
      "artifact": "docs-home",
      "topic": "Search and observability",
      "patterns": [
        "support-routing",
        "capability-map",
        "deployment-choice"
      ],
      "summary": "Elastic's official documentation entry point organizes material for choosing search, observability and cloud paths. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining choosing search, observability and cloud paths to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Elastic Docs",
          "note": "The homepage exposes \u201cElastic Docs\u201d as a named route into material for choosing search, observability and cloud paths."
        },
        {
          "section": "Search",
          "note": "\u201cSearch\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Observability",
          "note": "The page also labels \u201cObservability,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to choosing search, observability and cloud paths.",
        "Keep \u201cElastic Docs\u201d and \u201cSearch\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cObservability\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cElastic Docs\u201d route as a starting point for choosing search, observability and cloud paths; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://www.elastic.co/guide/index.html",
        "final_url": "https://www.elastic.co/guide/index.html",
        "title": "Elastic Docs | Elastic",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8c-5614-76fd-8124-0db00c4cdae6"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "typesense-readme",
      "name": "Typesense",
      "artifact": "readme",
      "topic": "Search engine",
      "patterns": [
        "capability-map"
      ],
      "summary": "Typesense's repository README introduces setting up search and understanding engine capabilities. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining setting up search and understanding engine capabilities to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Quick Links",
          "note": "The README names \u201cQuick Links\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Features",
          "note": "\u201cFeatures\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Roadmap",
          "note": "A further \u201cRoadmap\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of setting up search and understanding engine capabilities, then give the reader one representative way to try it.",
        "Keep \u201cQuick Links\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cFeatures\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cQuick Links\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/typesense/typesense/blob/20e294cc4f3e52df663d5a582aa03de4fe35c1f8/README.md",
        "final_url": "https://github.com/typesense/typesense/blob/20e294cc4f3e52df663d5a582aa03de4fe35c1f8/README.md",
        "title": "typesense/README.md at 20e294cc4f3e52df663d5a582aa03de4fe35c1f8 \u00b7 typesense/typesense \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa93-600f-7421-b492-d010d2f4b635"
      },
      "version": {
        "kind": "commit",
        "value": "20e294cc4f3e52df663d5a582aa03de4fe35c1f8"
      }
    },
    {
      "slug": "typesense-docs",
      "name": "Typesense",
      "artifact": "docs-home",
      "topic": "Search engine",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Typesense's official documentation entry point organizes material for setting up search and understanding engine capabilities. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining setting up search and understanding engine capabilities to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Getting started",
          "note": "The homepage exposes \u201cGetting started\u201d as a named route into material for setting up search and understanding engine capabilities."
        },
        {
          "section": "Resources",
          "note": "\u201cResources\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Support",
          "note": "The page also labels \u201cSupport,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to setting up search and understanding engine capabilities.",
        "Keep \u201cGetting started\u201d and \u201cResources\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSupport\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGetting started\u201d route as a starting point for setting up search and understanding engine capabilities; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://typesense.org/docs/",
        "final_url": "https://typesense.org/docs/",
        "title": "Typesense Documentation | Typesense",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8c-96fe-7305-97e2-5fc29709a978"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "directus-docs",
      "name": "Directus",
      "artifact": "docs-home",
      "topic": "Backend and data platform",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Directus's official documentation entry point organizes material for connecting a project to data services. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining connecting a project to data services to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "A backend your whole team can use.",
          "note": "The homepage exposes \u201cA backend your whole team can use.\u201d as a named route into material for connecting a project to data services."
        },
        {
          "section": "Key features",
          "note": "\u201cKey features(https://directus.com/docs/\\#key-features)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Get started",
          "note": "The page also labels \u201cGet started(https://directus.com/docs/\\#get-started),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to connecting a project to data services.",
        "Keep \u201cA backend your whole team can use.\u201d and \u201cKey features(https://directus.com/docs/\\#key-features)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cGet started(https://directus.com/docs/\\#get-started)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cA backend your whole team can use.\u201d route as a starting point for connecting a project to data services; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://directus.com/docs/",
        "final_url": "https://directus.com/docs/",
        "title": "Directus Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa96-9b27-7255-9f87-4764ae963290"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "pocketbase-docs",
      "name": "PocketBase",
      "artifact": "docs-home",
      "topic": "Backend platform",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "PocketBase's official documentation entry point organizes material for evaluating a lightweight backend and its production caveat. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining evaluating a lightweight backend and its production caveat to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Getting started",
          "note": "The homepage exposes \u201cGetting started\u201d as a named route into material for evaluating a lightweight backend and its production caveat."
        },
        {
          "section": "Resources",
          "note": "\u201cResources\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Support",
          "note": "The page also labels \u201cSupport,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to evaluating a lightweight backend and its production caveat.",
        "Keep \u201cGetting started\u201d and \u201cResources\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSupport\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGetting started\u201d route as a starting point for evaluating a lightweight backend and its production caveat; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://pocketbase.io/docs/",
        "final_url": "https://pocketbase.io/docs/",
        "title": "Introduction - Docs - PocketBase",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa96-acf5-716e-b376-40b913001e9b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "stripe-node-sdk-readme",
      "name": "Stripe Node SDK",
      "artifact": "readme",
      "topic": "Payments API",
      "patterns": [
        "prerequisites",
        "capability-map"
      ],
      "summary": "Stripe Node SDK's repository README introduces integrating payments with a server-side Node client. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining integrating payments with a server-side Node client to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Stripe Node.js Library",
          "note": "The README names \u201cStripe Node.js Library\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Documentation",
          "note": "\u201cDocumentation\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Requirements",
          "note": "A further \u201cRequirements\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of integrating payments with a server-side Node client, then give the reader one representative way to try it.",
        "Keep \u201cStripe Node.js Library\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cDocumentation\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cStripe Node.js Library\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/stripe/stripe-node/blob/fe645f63d645011aca38dff9e245c1cf7b9ae60e/README.md",
        "final_url": "https://github.com/stripe/stripe-node/blob/fe645f63d645011aca38dff9e245c1cf7b9ae60e/README.md",
        "title": "stripe-node/README.md at fe645f63d645011aca38dff9e245c1cf7b9ae60e \u00b7 stripe/stripe-node \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa97-3aa8-7337-a104-2647a3364f7e"
      },
      "version": {
        "kind": "commit",
        "value": "fe645f63d645011aca38dff9e245c1cf7b9ae60e"
      }
    },
    {
      "slug": "hono-docs",
      "name": "Hono",
      "artifact": "docs-home",
      "topic": "Web framework",
      "patterns": [
        "first-result",
        "support-routing",
        "capability-map"
      ],
      "summary": "Hono's official documentation entry point organizes material for building web handlers across runtimes using Web Standards. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building web handlers across runtimes using Web Standards to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Hono",
          "note": "The homepage exposes \u201cHono\u201d as a named route into material for building web handlers across runtimes using Web Standards."
        },
        {
          "section": "Quick Start",
          "note": "\u201cQuick Start\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Features",
          "note": "The page also labels \u201cFeatures,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building web handlers across runtimes using Web Standards.",
        "Keep \u201cHono\u201d and \u201cQuick Start\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cFeatures\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cHono\u201d route as a starting point for building web handlers across runtimes using Web Standards; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://hono.dev/docs/",
        "final_url": "https://hono.dev/docs/",
        "title": "Hono - Web framework built on Web Standards",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8f-05c8-73a6-a089-9c7f4eb757af"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "novu-docs",
      "name": "Novu",
      "artifact": "docs-home",
      "topic": "Notifications platform",
      "patterns": [
        "support-routing",
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Novu's official documentation entry point organizes material for building notification workflows and distinguishing use cases. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building notification workflows and distinguishing use cases to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Choose your path",
          "note": "The homepage exposes \u201c\u200b(https://docs.novu.co/\\#choose-your-path)  Choose your path\u201d as a named route into material for building notification workflows and distinguishing use cases."
        },
        {
          "section": "Trigger outbound notifications",
          "note": "\u201cTrigger outbound notifications\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Connect inbound conversations",
          "note": "The page also labels \u201cConnect inbound conversations,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building notification workflows and distinguishing use cases.",
        "Keep \u201c\u200b(https://docs.novu.co/\\#choose-your-path)  Choose your path\u201d and \u201cTrigger outbound notifications\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cConnect inbound conversations\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201c\u200b(https://docs.novu.co/\\#choose-your-path)  Choose your path\u201d route as a starting point for building notification workflows and distinguishing use cases; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.novu.co/",
        "final_url": "https://docs.novu.co/",
        "title": "Novu Documentation - Novu",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8e-ec7c-712b-8451-3f7410a20d3a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "strapi-readme",
      "name": "Strapi",
      "artifact": "readme",
      "topic": "Headless CMS",
      "patterns": [
        "first-result",
        "capability-map",
        "deployment-choice"
      ],
      "summary": "Strapi's repository README introduces building a headless CMS application. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining building a headless CMS application to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Open-source headless CMS, self-hosted or Cloud you're in control.",
          "note": "The README names \u201cOpen-source headless CMS, self-hosted or Cloud you're in control.\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "How Strapi handles requests",
          "note": "\u201cHow Strapi handles requests\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Getting Started",
          "note": "A further \u201cGetting Started\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of building a headless CMS application, then give the reader one representative way to try it.",
        "Keep \u201cOpen-source headless CMS, self-hosted or Cloud you're in control.\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cHow Strapi handles requests\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cOpen-source headless CMS, self-hosted or Cloud you're in control.\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/strapi/strapi/blob/aa939d34f59aebe59aaa484f15b81721271864dc/README.md",
        "final_url": "https://github.com/strapi/strapi/blob/aa939d34f59aebe59aaa484f15b81721271864dc/README.md",
        "title": "strapi/README.md at aa939d34f59aebe59aaa484f15b81721271864dc \u00b7 strapi/strapi \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa96-0344-76d8-97e9-fe2a6ce678b0"
      },
      "version": {
        "kind": "commit",
        "value": "aa939d34f59aebe59aaa484f15b81721271864dc"
      }
    },
    {
      "slug": "strapi-docs",
      "name": "Strapi",
      "artifact": "docs-home",
      "topic": "Headless CMS",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Strapi's official documentation entry point organizes material for building a headless CMS application. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining building a headless CMS application to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Build anything with Strapi.",
          "note": "The homepage exposes \u201cBuild anything  with Strapi.\u201d as a named route into material for building a headless CMS application."
        },
        {
          "section": "Resources",
          "note": "\u201cResources\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Support",
          "note": "The page also labels \u201cSupport,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to building a headless CMS application.",
        "Keep \u201cBuild anything  with Strapi.\u201d and \u201cResources\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cSupport\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cBuild anything  with Strapi.\u201d route as a starting point for building a headless CMS application; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://docs.strapi.io/",
        "final_url": "https://docs.strapi.io/",
        "title": "Strapi 5 Docs | Strapi 5 Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8d-b987-7189-8709-5dfcbcb2ceee"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "clickhouse-readme",
      "name": "ClickHouse",
      "artifact": "readme",
      "topic": "Analytical database",
      "patterns": [
        "prerequisites",
        "support-routing",
        "capability-map"
      ],
      "summary": "ClickHouse's repository README introduces running analytical queries and choosing learning routes. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining running analytical queries and choosing learning routes to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "How To Install (Linux, macOS, FreeBSD)",
          "note": "The README names \u201cHow To Install (Linux, macOS, FreeBSD)\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Useful Links",
          "note": "\u201cUseful Links\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Monthly Release & Community Call",
          "note": "A further \u201cMonthly Release & Community Call\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of running analytical queries and choosing learning routes, then give the reader one representative way to try it.",
        "Keep \u201cHow To Install (Linux, macOS, FreeBSD)\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cUseful Links\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cHow To Install (Linux, macOS, FreeBSD)\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/ClickHouse/ClickHouse/blob/bbba881bccd42e5268dcb028e8ad959694e662af/README.md",
        "final_url": "https://github.com/ClickHouse/ClickHouse/blob/bbba881bccd42e5268dcb028e8ad959694e662af/README.md",
        "title": "ClickHouse/README.md at bbba881bccd42e5268dcb028e8ad959694e662af \u00b7 ClickHouse/ClickHouse \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa96-2a74-76b5-b3d2-88519578985e"
      },
      "version": {
        "kind": "commit",
        "value": "bbba881bccd42e5268dcb028e8ad959694e662af"
      }
    },
    {
      "slug": "clickhouse-docs",
      "name": "ClickHouse",
      "artifact": "docs-home",
      "topic": "Analytical database",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "ClickHouse's official documentation entry point organizes material for running analytical queries and choosing learning routes. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining running analytical queries and choosing learning routes to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Get started",
          "note": "The homepage exposes \u201cGet started\u201d as a named route into material for running analytical queries and choosing learning routes."
        },
        {
          "section": "Guides",
          "note": "\u201cGuides\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Reference",
          "note": "The page also labels \u201cReference,\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to running analytical queries and choosing learning routes.",
        "Keep \u201cGet started\u201d and \u201cGuides\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cReference\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cGet started\u201d route as a starting point for running analytical queries and choosing learning routes; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://clickhouse.com/docs",
        "final_url": "https://clickhouse.com/docs",
        "title": "Home - ClickHouse Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8d-06ee-7298-b2c6-c373cf1e78c7"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "duckdb-readme",
      "name": "DuckDB",
      "artifact": "readme",
      "topic": "Analytical database",
      "patterns": [
        "prerequisites",
        "capability-map",
        "stack-routing"
      ],
      "summary": "DuckDB's repository README introduces using embedded analytics and exploring language bindings. Its section sequence moves from product orientation into setup while retaining project information for other repository visitors.",
      "use_for": "Teams explaining using embedded analytics and exploring language bindings to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "DuckDB",
          "note": "The README names \u201cDuckDB\u201d as an early route after introducing the project, giving a repository visitor a concrete place to continue."
        },
        {
          "section": "Installation",
          "note": "\u201cInstallation\u201d appears as a separate section, so readers can distinguish this topic from the initial product explanation."
        },
        {
          "section": "Data Import",
          "note": "A further \u201cData Import\u201d section extends the page beyond installation and helps visitors locate another kind of project information."
        }
      ],
      "adaptation": [
        "Lead with a one-sentence explanation of using embedded analytics and exploring language bindings, then give the reader one representative way to try it.",
        "Keep \u201cDuckDB\u201d easy to find and ensure it reaches a version-matched setup path.",
        "Use a separate \u201cInstallation\u201d route only if it answers a distinct question for evaluators, users or contributors."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Start at the README's \u201cDuckDB\u201d section and follow its linked setup route; commands and external configuration were not executed.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://github.com/duckdb/duckdb/blob/2866f801f73d3da323991c2b833e3449b93ac7a1/README.md",
        "final_url": "https://github.com/duckdb/duckdb/blob/2866f801f73d3da323991c2b833e3449b93ac7a1/README.md",
        "title": "duckdb/README.md at 2866f801f73d3da323991c2b833e3449b93ac7a1 \u00b7 duckdb/duckdb \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa96-3c71-74f0-8f91-68faf20f8dfe"
      },
      "version": {
        "kind": "commit",
        "value": "2866f801f73d3da323991c2b833e3449b93ac7a1"
      }
    },
    {
      "slug": "duckdb-docs",
      "name": "DuckDB",
      "artifact": "docs-home",
      "topic": "Analytical database",
      "patterns": [
        "support-routing",
        "capability-map",
        "use-case-routing"
      ],
      "summary": "DuckDB's official documentation entry point organizes material for using embedded analytics and exploring language bindings. Its named routes help readers distinguish initial setup from broader product learning and reference.",
      "use_for": "Teams explaining using embedded analytics and exploring language bindings to developers deciding whether the product fits and where to begin.",
      "observations": [
        {
          "section": "Client APIs",
          "note": "The homepage exposes \u201cClient APIs(https://duckdb.org/docs/current/\\#client-apis)\u201d as a named route into material for using embedded analytics and exploring language bindings."
        },
        {
          "section": "SQL",
          "note": "\u201cSQL(https://duckdb.org/docs/current/\\#sql)\u201d is separately surfaced in the documentation structure rather than being hidden inside one undifferentiated getting-started link."
        },
        {
          "section": "Other",
          "note": "The page also labels \u201cOther(https://duckdb.org/docs/current/\\#other),\u201d making a further learning or reference path visible."
        }
      ],
      "adaptation": [
        "Create a clear first route for readers who want to using embedded analytics and exploring language bindings.",
        "Keep \u201cClient APIs(https://duckdb.org/docs/current/\\#client-apis)\u201d and \u201cSQL(https://duckdb.org/docs/current/\\#sql)\u201d distinct when they serve different intents; label the outcome of each destination.",
        "Check that \u201cOther(https://duckdb.org/docs/current/\\#other)\u201d leads to maintained material without competing with primary onboarding."
      ],
      "tradeoff": "The page offers orientation, not proof that linked setup works end to end. A smaller product can keep fewer routes, but should still label prerequisites and the result a new user should expect.",
      "first_step": "Choose the \u201cClient APIs(https://duckdb.org/docs/current/\\#client-apis)\u201d route as a starting point for using embedded analytics and exploring language bindings; this review inspected public documentation and did not run a tutorial.",
      "reviewed_on": "2026-10-01",
      "source": {
        "url": "https://duckdb.org/docs/current/",
        "final_url": "https://duckdb.org/docs/current/",
        "title": "Documentation \u2013 DuckDB",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a0fa8d-38a8-7458-98f7-3bf319f32d3a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-01"
      }
    },
    {
      "slug": "n8n-readme",
      "name": "n8n",
      "artifact": "readme",
      "topic": "Workflow automation",
      "patterns": [
        "workflow-explanation",
        "deployment-choice",
        "first-result"
      ],
      "summary": "The repository README positions n8n as a workflow automation platform for AI agents, explains self-hosted and cloud routes, and points readers to a quick start and additional resources.",
      "use_for": "Teams explaining an automation platform with hosted and self-managed options, when readers need to understand the product before choosing a deployment path.",
      "observations": [
        {
          "section": "Key Capabilities",
          "note": "The README groups workflow automation, AI agent features and integrations into a capabilities overview."
        },
        {
          "section": "Quick Start",
          "note": "A setup command gives repository visitors a concrete first action before the full documentation."
        },
        {
          "section": "Resources and Support",
          "note": "The README links product documentation and support routes after its initial orientation."
        }
      ],
      "adaptation": [
        "Describe the product\u2019s role in a customer workflow before presenting the integration catalog.",
        "Put a first-success route before advanced deployment and operations guidance.",
        "Label hosted and self-hosted routes clearly, then disclose their operational tradeoffs."
      ],
      "tradeoff": "The README covers a broad automation surface and multiple deployment routes; readers comparing one narrow use case may need a focused quickstart.",
      "first_step": "Start with the Quick Start section, then follow the documentation link for the chosen deployment model.",
      "reviewed_on": "2026-10-08",
      "source": {
        "url": "https://github.com/n8n-io/n8n/blob/e3ec6795bf4e61d8a31bf39d1c3209957c1ad8f1/README.md",
        "final_url": "https://github.com/n8n-io/n8n/blob/e3ec6795bf4e61d8a31bf39d1c3209957c1ad8f1/README.md",
        "title": "n8n/README.md at e3ec6795bf4e61d8a31bf39d1c3209957c1ad8f1 \u00b7 n8n-io/n8n \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11ba8-2ce1-7638-9942-993f9ed78ff7"
      },
      "version": {
        "kind": "commit",
        "value": "e3ec6795bf4e61d8a31bf39d1c3209957c1ad8f1"
      }
    },
    {
      "slug": "cal-diy-readme",
      "name": "Cal.diy",
      "artifact": "readme",
      "topic": "Scheduling software",
      "patterns": [
        "deployment-choice",
        "prerequisites",
        "stack-routing"
      ],
      "summary": "Cal.diy\u2019s README distinguishes its community scheduling project from the commercial Cal.com service, explains its self-hosted intent and gives development setup routes.",
      "use_for": "Open-source products whose README must separate a community edition from a commercial service and clarify the intended deployment context.",
      "observations": [
        {
          "section": "About Cal.diy",
          "note": "The README identifies the community edition and describes its scheduling purpose."
        },
        {
          "section": "What\u2019s different from Cal.com?",
          "note": "A dedicated section distinguishes the community project from Cal.com."
        },
        {
          "section": "Getting Started",
          "note": "Prerequisites and setup routes make the local development path explicit."
        }
      ],
      "adaptation": [
        "State the supported use case and intended audience before installation steps.",
        "Explain which edition is community-supported and where the commercial offering differs.",
        "Put prerequisites beside the first setup command."
      ],
      "tradeoff": "The README describes a self-hosted community project and development instructions; it does not promise production support for every deployment.",
      "first_step": "Read \u201cWhat\u2019s different from Cal.com?\u201d and review prerequisites before starting local setup.",
      "reviewed_on": "2026-10-08",
      "source": {
        "url": "https://github.com/calcom/cal.diy/blob/f3284f581ff18a37ecdcface587b4a03236b1861/README.md",
        "final_url": "https://github.com/calcom/cal.diy/blob/f3284f581ff18a37ecdcface587b4a03236b1861/README.md",
        "title": "cal.diy/README.md at f3284f581ff18a37ecdcface587b4a03236b1861 \u00b7 calcom/cal.diy \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11ba8-40bc-7338-8b32-882786486fde"
      },
      "version": {
        "kind": "commit",
        "value": "f3284f581ff18a37ecdcface587b4a03236b1861"
      }
    },
    {
      "slug": "twilio-docs",
      "name": "Twilio",
      "artifact": "docs-home",
      "topic": "Communications APIs",
      "patterns": [
        "use-case-routing",
        "stack-routing",
        "first-result"
      ],
      "summary": "Twilio\u2019s documentation homepage routes developers across API references, quickstarts, SDKs and multi-language samples for communications, authentication and customer-data use cases.",
      "use_for": "Developer platforms with multiple products that need to route readers from a business use case into a compatible implementation path.",
      "observations": [
        {
          "section": "Opening promise",
          "note": "The page names API references, quickstarts, SDKs and code samples as core resources."
        },
        {
          "section": "Product areas",
          "note": "Navigation groups conversations, communications, authentication, customer data, builder tools and support."
        },
        {
          "section": "Twilio essentials",
          "note": "A dedicated section provides a direct route for readers who need a first setup path."
        }
      ],
      "adaptation": [
        "Organize a broad docs homepage around jobs customers need to complete.",
        "Pair product areas with quickstarts and compatible SDK routes.",
        "Keep support and reference links distinct from the first implementation path."
      ],
      "tradeoff": "The breadth supports many use cases but asks readers to identify the right product family first.",
      "first_step": "Choose a product area, then follow its quickstart and matching SDK.",
      "reviewed_on": "2026-10-08",
      "source": {
        "url": "https://www.twilio.com/docs",
        "final_url": "https://www.twilio.com/docs",
        "title": "Docs: API Reference, Tutorials, and Integration | Twilio",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11ba7-53d2-773e-a3ee-ad9da9ae478e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-08"
      }
    },
    {
      "slug": "launchdarkly-docs",
      "name": "LaunchDarkly",
      "artifact": "docs-home",
      "topic": "Feature management",
      "patterns": [
        "first-result",
        "stack-routing",
        "use-case-routing"
      ],
      "summary": "LaunchDarkly\u2019s documentation homepage pairs a start-here path and demo project with SDK navigation spanning client, server, AI, edge and OpenFeature integrations.",
      "use_for": "Products that need to offer an initial setup route while helping developers select a language, runtime or integration.",
      "observations": [
        {
          "section": "Start here",
          "note": "The homepage presents a getting-started route and links a demo project."
        },
        {
          "section": "Explore our SDKs",
          "note": "SDKs are separated by client/mobile, server, AI, edge, OpenFeature and observability contexts."
        },
        {
          "section": "Additional resources",
          "note": "Further links follow the main setup and integration routes."
        }
      ],
      "adaptation": [
        "Offer one first-result route before exposing the full SDK matrix.",
        "Group integrations by runtime and deployment context.",
        "Use a demo project so readers can explore before configuring production."
      ],
      "tradeoff": "Multiple product lines and SDK groups create a broad surface; a focused use case still needs dedicated guidance.",
      "first_step": "Begin with Start here or the demo project, then select the SDK group matching the target runtime.",
      "reviewed_on": "2026-10-08",
      "source": {
        "url": "https://launchdarkly.com/docs/home",
        "final_url": "https://launchdarkly.com/docs/home",
        "title": "Welcome to LaunchDarkly Docs - LaunchDarkly",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11ba7-a882-70a7-8e75-edd9696e91cd"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-08"
      }
    },
    {
      "slug": "plaid-docs",
      "name": "Plaid",
      "artifact": "docs-home",
      "topic": "Financial data APIs",
      "patterns": [
        "use-case-routing",
        "first-result",
        "stack-routing"
      ],
      "summary": "Plaid\u2019s docs homepage directs developers to guides, resources, API reference and Quickstart, then organizes products such as Link, Auth, Identity, Transactions and Payments.",
      "use_for": "API platforms that need to help developers move from an initial integration to a product-specific reference while retaining use-case context.",
      "observations": [
        {
          "section": "Welcome to the Docs",
          "note": "The opening explains that the site contains guides, resources and references for building with Plaid."
        },
        {
          "section": "Quickstart and API Reference",
          "note": "Both an initial setup path and a reference route are prominent."
        },
        {
          "section": "Product navigation",
          "note": "Product areas include Link, Auth, Identity, Transactions, Investments, Payments and related data products."
        }
      ],
      "adaptation": [
        "Present a quickstart beside the full API reference for different reader intents.",
        "Organize product documentation around the data or workflow the developer needs.",
        "Place integration-specific caveats near the relevant product path."
      ],
      "tradeoff": "The product taxonomy is broad, and readers still need to choose the financial-data product and market for their use case.",
      "first_step": "Use Quickstart for a first integration, then follow the product-specific guide and API reference.",
      "reviewed_on": "2026-10-08",
      "source": {
        "url": "https://plaid.com/docs/",
        "final_url": "https://plaid.com/docs/",
        "title": "Home | Plaid Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11ba7-c8d5-776e-9d6e-39cba30da8d0"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-08"
      }
    },
    {
      "slug": "zellij-readme",
      "name": "Zellij",
      "artifact": "readme",
      "topic": "Terminal workspace",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The Zellij README organizes its introduction around What is this?, How do I install it?, How do I start a development environment? and links readers to practical setup information.",
      "use_for": "Use this example when explaining Zellij to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "What is this?",
          "note": "The README gives readers a direct route to what is this?, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "How do I install it?",
          "note": "The README gives readers a direct route to how do i install it?, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "How do I start a development environment?",
          "note": "The README gives readers a direct route to how do i start a development environment?, making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the What is this? section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/zellij-org/zellij/blob/9dacbc1982f2b4048f8c2c66c6ed43afb65c9d81/README.md",
        "final_url": "https://github.com/zellij-org/zellij/blob/9dacbc1982f2b4048f8c2c66c6ed43afb65c9d81/README.md",
        "title": "Zellij README at 9dacbc1982f2b4048f8c2c66c6ed43afb65c9d81 \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-2532-75fb-8c11-401c3de4b9e9"
      },
      "version": {
        "kind": "commit",
        "value": "9dacbc1982f2b4048f8c2c66c6ed43afb65c9d81"
      }
    },
    {
      "slug": "nushell-readme",
      "name": "Nushell",
      "artifact": "readme",
      "topic": "Shell and data scripting",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The Nushell README organizes its introduction around Nushell, Table of Contents, Status and links readers to practical setup information.",
      "use_for": "Use this example when explaining Nushell to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "Nushell",
          "note": "The README gives readers a direct route to nushell, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Table of Contents",
          "note": "The README gives readers a direct route to table of contents, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Status",
          "note": "The README gives readers a direct route to status, making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the Nushell section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/nushell/nushell/blob/67edfb6eca0ac5b4c69d614d8e290b7134213b38/README.md",
        "final_url": "https://github.com/nushell/nushell/blob/67edfb6eca0ac5b4c69d614d8e290b7134213b38/README.md",
        "title": "Nushell README at 67edfb6eca0ac5b4c69d614d8e290b7134213b38 \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-3128-71bc-902a-b9a074685991"
      },
      "version": {
        "kind": "commit",
        "value": "67edfb6eca0ac5b4c69d614d8e290b7134213b38"
      }
    },
    {
      "slug": "yazi-readme",
      "name": "Yazi",
      "artifact": "readme",
      "topic": "Terminal file management",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The Yazi README organizes its introduction around Yazi - \u26a1\ufe0f Blazing Fast Terminal File Manager, Project status, Documentation and links readers to practical setup information.",
      "use_for": "Use this example when explaining Yazi to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "Yazi - \u26a1\ufe0f Blazing Fast Terminal File Manager",
          "note": "The README gives readers a direct route to yazi - \u26a1\ufe0f blazing fast terminal file manager, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Project status",
          "note": "The README gives readers a direct route to project status, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Documentation",
          "note": "The README gives readers a direct route to documentation, making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the Yazi - \u26a1\ufe0f Blazing Fast Terminal File Manager section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/sxyazi/yazi/blob/52d241fc190afb12415d8704b672a944cd76d6d2/README.md",
        "final_url": "https://github.com/sxyazi/yazi/blob/52d241fc190afb12415d8704b672a944cd76d6d2/README.md",
        "title": "Yazi README at 52d241fc190afb12415d8704b672a944cd76d6d2 \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-8516-75df-934c-6e4c293d2816"
      },
      "version": {
        "kind": "commit",
        "value": "52d241fc190afb12415d8704b672a944cd76d6d2"
      }
    },
    {
      "slug": "shellcheck-readme",
      "name": "ShellCheck",
      "artifact": "readme",
      "topic": "Code quality tooling",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The ShellCheck README organizes its introduction around ShellCheck - A shell script static analysis tool, Table of Contents, How to use and links readers to practical setup information.",
      "use_for": "Use this example when explaining ShellCheck to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "ShellCheck - A shell script static analysis tool",
          "note": "The README gives readers a direct route to shellcheck - a shell script static analysis tool, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Table of Contents",
          "note": "The README gives readers a direct route to table of contents, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "How to use",
          "note": "The README gives readers a direct route to how to use, making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the ShellCheck - A shell script static analysis tool section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/koalaman/shellcheck/blob/98deabe126a26861fb02aa2b431eaf31e39e6abe/README.md",
        "final_url": "https://github.com/koalaman/shellcheck/blob/98deabe126a26861fb02aa2b431eaf31e39e6abe/README.md",
        "title": "ShellCheck README at 98deabe126a26861fb02aa2b431eaf31e39e6abe \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-3ebc-753f-a830-e1f66515e75d"
      },
      "version": {
        "kind": "commit",
        "value": "98deabe126a26861fb02aa2b431eaf31e39e6abe"
      }
    },
    {
      "slug": "hadolint-readme",
      "name": "Hadolint",
      "artifact": "readme",
      "topic": "Container tooling",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The Hadolint README organizes its introduction around Hadolint - Haskell Dockerfile Linter, Table of Contents, How to use and links readers to practical setup information.",
      "use_for": "Use this example when explaining Hadolint to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "Hadolint - Haskell Dockerfile Linter",
          "note": "The README gives readers a direct route to hadolint - haskell dockerfile linter, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Table of Contents",
          "note": "The README gives readers a direct route to table of contents, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "How to use",
          "note": "The README gives readers a direct route to how to use, making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the Hadolint - Haskell Dockerfile Linter section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/hadolint/hadolint/blob/b3db4dd2cb10607a53ebb87f2105bfceb9eb19b4/README.md",
        "final_url": "https://github.com/hadolint/hadolint/blob/b3db4dd2cb10607a53ebb87f2105bfceb9eb19b4/README.md",
        "title": "Hadolint README at b3db4dd2cb10607a53ebb87f2105bfceb9eb19b4 \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-4c35-749e-8c84-1e90d2c42fe7"
      },
      "version": {
        "kind": "commit",
        "value": "b3db4dd2cb10607a53ebb87f2105bfceb9eb19b4"
      }
    },
    {
      "slug": "uv-readme",
      "name": "uv",
      "artifact": "readme",
      "topic": "Python tooling",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The uv README organizes its introduction around Highlights, Installation, On macOS and Linux. and links readers to practical setup information.",
      "use_for": "Use this example when explaining uv to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "Highlights",
          "note": "The README gives readers a direct route to highlights, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Installation",
          "note": "The README gives readers a direct route to installation, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "On macOS and Linux.",
          "note": "The README gives readers a direct route to on macos and linux., making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the Highlights section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/astral-sh/uv/blob/f3e56e16e0302e26ea456cb51b676b35958572a0/README.md",
        "final_url": "https://github.com/astral-sh/uv/blob/f3e56e16e0302e26ea456cb51b676b35958572a0/README.md",
        "title": "uv README at f3e56e16e0302e26ea456cb51b676b35958572a0 \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-7562-741b-a5c1-2aaccf4463d4"
      },
      "version": {
        "kind": "commit",
        "value": "f3e56e16e0302e26ea456cb51b676b35958572a0"
      }
    },
    {
      "slug": "ruff-readme",
      "name": "Ruff",
      "artifact": "readme",
      "topic": "Python linting",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The Ruff README organizes its introduction around Ruff, Testimonials, Table of Contents and links readers to practical setup information.",
      "use_for": "Use this example when explaining Ruff to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "Ruff",
          "note": "The README gives readers a direct route to ruff, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Testimonials",
          "note": "The README gives readers a direct route to testimonials, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Table of Contents",
          "note": "The README gives readers a direct route to table of contents, making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the Ruff section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/astral-sh/ruff/blob/95201641dc6add3471d404efcfeb3b4d1b9d3372/README.md",
        "final_url": "https://github.com/astral-sh/ruff/blob/95201641dc6add3471d404efcfeb3b4d1b9d3372/README.md",
        "title": "Ruff README at 95201641dc6add3471d404efcfeb3b4d1b9d3372 \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-9153-74de-b6a7-9a105c4efbc7"
      },
      "version": {
        "kind": "commit",
        "value": "95201641dc6add3471d404efcfeb3b4d1b9d3372"
      }
    },
    {
      "slug": "deno-readme",
      "name": "Deno",
      "artifact": "readme",
      "topic": "JavaScript runtime",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The Deno README organizes its introduction around Deno, Installation, Build and install from source and links readers to practical setup information.",
      "use_for": "Use this example when explaining Deno to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "Deno",
          "note": "The README gives readers a direct route to deno, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Installation",
          "note": "The README gives readers a direct route to installation, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Build and install from source",
          "note": "The README gives readers a direct route to build and install from source, making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the Deno section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/denoland/deno/blob/a18ce33715e30cd2b0d99c7e322ef11a65490e4d/README.md",
        "final_url": "https://github.com/denoland/deno/blob/a18ce33715e30cd2b0d99c7e322ef11a65490e4d/README.md",
        "title": "Deno README at a18ce33715e30cd2b0d99c7e322ef11a65490e4d \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-6952-7059-9bed-3a3bb6bd3901"
      },
      "version": {
        "kind": "commit",
        "value": "a18ce33715e30cd2b0d99c7e322ef11a65490e4d"
      }
    },
    {
      "slug": "delta-readme",
      "name": "Delta",
      "artifact": "readme",
      "topic": "Git output viewer",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The Delta README organizes its introduction around Get Started, Features, A syntax-highlighting pager for git, diff, and grep output and links readers to practical setup information.",
      "use_for": "Use this example when explaining Delta to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "Get Started",
          "note": "The README gives readers a direct route to get started, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "Features",
          "note": "The README gives readers a direct route to features, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "A syntax-highlighting pager for git, diff, and grep output",
          "note": "The README gives readers a direct route to a syntax-highlighting pager for git, diff, and grep output, making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the Get Started section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/dandavison/delta/blob/3c2269c6b845913965575f11b0196d70ef5352f3/README.md",
        "final_url": "https://github.com/dandavison/delta/blob/3c2269c6b845913965575f11b0196d70ef5352f3/README.md",
        "title": "Delta README at 3c2269c6b845913965575f11b0196d70ef5352f3 \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-5d46-756a-a2ed-93a667678adf"
      },
      "version": {
        "kind": "commit",
        "value": "3c2269c6b845913965575f11b0196d70ef5352f3"
      }
    },
    {
      "slug": "just-readme",
      "name": "just",
      "artifact": "readme",
      "topic": "Command runner",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "The just README organizes its introduction around Prerequisites, use PowerShell instead of sh:, use cmd.exe instead of sh: and links readers to practical setup information.",
      "use_for": "Use this example when explaining just to technical users who need to choose a first step and find operational guidance.",
      "observations": [
        {
          "section": "Prerequisites",
          "note": "The README gives readers a direct route to prerequisites, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "use PowerShell instead of sh:",
          "note": "The README gives readers a direct route to use powershell instead of sh:, making this section useful for understanding the product's first steps and supporting resources."
        },
        {
          "section": "use cmd.exe instead of sh:",
          "note": "The README gives readers a direct route to use cmd.exe instead of sh:, making this section useful for understanding the product's first steps and supporting resources."
        }
      ],
      "adaptation": [
        "Put the product's core use and audience near the opening.",
        "Make installation, first use and deeper documentation easy to distinguish.",
        "Link each support route to a clear next action."
      ],
      "tradeoff": "A repository README is optimized for project discovery and setup; buyers may still need a separate product page for commercial terms and audience fit.",
      "first_step": "Start with the Prerequisites section, then follow the linked setup or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/casey/just/blob/a1951a5ff7626f2dca436cd13cfd99cea7a84ca7/README.md",
        "final_url": "https://github.com/casey/just/blob/a1951a5ff7626f2dca436cd13cfd99cea7a84ca7/README.md",
        "title": "just README at a1951a5ff7626f2dca436cd13cfd99cea7a84ca7 \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7c-9fb2-755b-95dd-a0dc2706cc71"
      },
      "version": {
        "kind": "commit",
        "value": "a1951a5ff7626f2dca436cd13cfd99cea7a84ca7"
      }
    },
    {
      "slug": "zendesk-sunshine-platform",
      "name": "Zendesk Sunshine Platform",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Zendesk Sunshine Platform documentation page presents routes such as Develop on the Zendesk Sunshine Platform and Create a developer account for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Zendesk Sunshine Platform developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Develop on the Zendesk Sunshine Platform",
          "note": "This section provides a navigable route into Zendesk Sunshine Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Create a developer account",
          "note": "This section provides a navigable route into Zendesk Sunshine Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Create your first ticket",
          "note": "This section provides a navigable route into Zendesk Sunshine Platform's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Develop on the Zendesk Sunshine Platform route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.zendesk.com/documentation/",
        "final_url": "https://developer.zendesk.com/documentation/",
        "title": "Documentation Home | Zendesk Developer Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7e-98fc-76fb-9e32-adfdee857141"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "kong",
      "name": "Kong",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Kong documentation page presents routes such as What do you want to _build?_ and Tools for _builders and agents_ for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Kong developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "What do you want to _build?_",
          "note": "This section provides a navigable route into Kong's developer information and clarifies a next step for readers."
        },
        {
          "section": "Tools for _builders and agents_",
          "note": "This section provides a navigable route into Kong's developer information and clarifies a next step for readers."
        },
        {
          "section": "Konnect MCP server",
          "note": "This section provides a navigable route into Kong's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the What do you want to _build?_ route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.konghq.com/",
        "final_url": "https://developer.konghq.com/",
        "title": "Kong Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7e-86f3-71eb-a963-b13625e2ba00"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "outreach-api",
      "name": "Outreach API",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Outreach API documentation page presents routes such as Welcome to the Outreach API documentation    Copy      - Copy for LLM          Copy page as Markdown for LLMs    -  -  -  - Connect to Cursor          Install MCP server on Cursor    - Connect to VS Code          Install MCP server on VS Code and Guides and reference for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Outreach API developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Welcome to the Outreach API documentation    Copy      - Copy for LLM          Copy page as Markdown for LLMs    -  -  -  - Connect to Cursor          Install MCP server on Cursor    - Connect to VS Code          Install MCP server on VS Code",
          "note": "This section provides a navigable route into Outreach API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Guides and reference",
          "note": "This section provides a navigable route into Outreach API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Getting started",
          "note": "This section provides a navigable route into Outreach API's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Welcome to the Outreach API documentation    Copy      - Copy for LLM          Copy page as Markdown for LLMs    -  -  -  - Connect to Cursor          Install MCP server on Cursor    - Connect to VS Code          Install MCP server on VS Code route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.outreach.io/api",
        "final_url": "https://developers.outreach.io/api",
        "title": "Outreach REST API - Development Portal | Outreach",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7e-748f-75b0-a965-2f8e93b49e39"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "podio-api",
      "name": "Podio API",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Podio API documentation page presents routes such as Getting started with Podio API and What is the Podio API? for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Podio API developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Getting started with Podio API",
          "note": "This section provides a navigable route into Podio API's developer information and clarifies a next step for readers."
        },
        {
          "section": "What is the Podio API?",
          "note": "This section provides a navigable route into Podio API's developer information and clarifies a next step for readers."
        },
        {
          "section": "What can you do with it?",
          "note": "This section provides a navigable route into Podio API's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Getting started with Podio API route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.podio.com/",
        "final_url": "https://developers.podio.com/",
        "title": "Developers - Podio API Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7e-ab13-774b-ace4-7e8193091aee"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "the-org-developer-platform",
      "name": "The Org Developer Platform",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The The Org Developer Platform documentation page presents routes such as Welcome to the Developer Platform on The Org and Quick Links for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping The Org Developer Platform developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Welcome to the Developer Platform on The Org",
          "note": "This section provides a navigable route into The Org Developer Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Quick Links",
          "note": "This section provides a navigable route into The Org Developer Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Getting started",
          "note": "This section provides a navigable route into The Org Developer Platform's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Welcome to the Developer Platform on The Org route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.theorg.com/",
        "final_url": "https://developers.theorg.com/",
        "title": "Welcome to the Developer Platform on The Org | The Org Developers",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7e-bae6-7110-b595-f8ab350ed2d7"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "boulevard-platform",
      "name": "Boulevard Platform",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Boulevard Platform documentation page presents routes such as Develop Apps for the  Boulevard Platform and Our APIs for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Boulevard Platform developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Develop Apps for the  Boulevard Platform",
          "note": "This section provides a navigable route into Boulevard Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Our APIs",
          "note": "This section provides a navigable route into Boulevard Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Libraries & SDKs",
          "note": "This section provides a navigable route into Boulevard Platform's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Develop Apps for the  Boulevard Platform route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.joinblvd.com/getting-started/introduction",
        "final_url": "https://developers.joinblvd.com/getting-started/introduction",
        "title": "Boulevard Developer Portal",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7e-cc43-719d-ba64-cce4768d3da2"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "ringcentral-apis",
      "name": "RingCentral APIs",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The RingCentral APIs documentation page presents routes such as Overview and Guides and reference for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping RingCentral APIs developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Overview",
          "note": "This section provides a navigable route into RingCentral APIs's developer information and clarifies a next step for readers."
        },
        {
          "section": "Guides and reference",
          "note": "This section provides a navigable route into RingCentral APIs's developer information and clarifies a next step for readers."
        },
        {
          "section": "Getting started",
          "note": "This section provides a navigable route into RingCentral APIs's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Overview route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.ringcentral.com/api-reference",
        "final_url": "https://developers.ringcentral.com/api-reference",
        "title": "RingCentral RingEX API Reference | RingCentral Developers",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7e-dc6d-7415-9a3f-8bc9e5ba3c93"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "mindbody-developer-apis",
      "name": "MINDBODY Developer APIs",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The MINDBODY Developer APIs documentation page presents routes such as Grow with the wellness leader. and Build on the leading technology platform for the wellness industry for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping MINDBODY Developer APIs developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Grow with the wellness leader.",
          "note": "This section provides a navigable route into MINDBODY Developer APIs's developer information and clarifies a next step for readers."
        },
        {
          "section": "Build on the leading technology platform for the wellness industry",
          "note": "This section provides a navigable route into MINDBODY Developer APIs's developer information and clarifies a next step for readers."
        },
        {
          "section": "Exceed your revenue goals",
          "note": "This section provides a navigable route into MINDBODY Developer APIs's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Grow with the wellness leader. route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.mindbodyonline.com/",
        "final_url": "https://developers.mindbodyonline.com/",
        "title": "Developer Portal",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7e-f01b-740c-ba74-1ff3fd276967"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "claude-platform",
      "name": "Claude Platform",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Claude Platform documentation page presents routes such as Start building with Claude and Choose how you build for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Claude Platform developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Start building with Claude",
          "note": "This section provides a navigable route into Claude Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Choose how you build",
          "note": "This section provides a navigable route into Claude Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Messages",
          "note": "This section provides a navigable route into Claude Platform's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Start building with Claude route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://platform.claude.com/docs/en/home",
        "final_url": "https://platform.claude.com/docs/en/home",
        "title": "Documentation - Claude Platform Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-0390-778e-bf52-90f03619a9a4"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "salesforce-apis",
      "name": "Salesforce APIs",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Salesforce APIs documentation page presents routes such as Salesforce APIs and Browse all APIs. for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Salesforce APIs developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Salesforce APIs",
          "note": "This section provides a navigable route into Salesforce APIs's developer information and clarifies a next step for readers."
        },
        {
          "section": "Browse all APIs.",
          "note": "This section provides a navigable route into Salesforce APIs's developer information and clarifies a next step for readers."
        },
        {
          "section": "Cookie Consent Manager",
          "note": "This section provides a navigable route into Salesforce APIs's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Salesforce APIs route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.salesforce.com/docs/apis",
        "final_url": "https://developer.salesforce.com/docs/apis",
        "title": "API Library | Salesforce Developers",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-14af-7398-b82f-af17bd0a35ca"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "hubspot-developer-platform",
      "name": "HubSpot Developer Platform",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The HubSpot Developer Platform documentation page presents routes such as Create tomorrow's solutions today on HubSpot's Developer Platform. and Craft seamless experiences that help businesses grow better powered by HubSpot's Smart CRM for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping HubSpot Developer Platform developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Create tomorrow's solutions today on HubSpot's Developer Platform.",
          "note": "This section provides a navigable route into HubSpot Developer Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Craft seamless experiences that help businesses grow better powered by HubSpot's Smart CRM",
          "note": "This section provides a navigable route into HubSpot Developer Platform's developer information and clarifies a next step for readers."
        },
        {
          "section": "Fuel Your Applications: Seamlessly Bring Data Into HubSpot",
          "note": "This section provides a navigable route into HubSpot Developer Platform's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Create tomorrow's solutions today on HubSpot's Developer Platform. route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.hubspot.com/",
        "final_url": "https://developers.hubspot.com/",
        "title": "HubSpot Developers | Create tomorrow's solutions today on HubSpot's Developer Platform.",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-26f7-757f-bae8-d99c24130e3a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "runway-dev-api",
      "name": "Runway Dev API",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Runway Dev API documentation page presents routes such as API Documentation and Models for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Runway Dev API developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "API Documentation",
          "note": "This section provides a navigable route into Runway Dev API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Models",
          "note": "This section provides a navigable route into Runway Dev API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Start Building",
          "note": "This section provides a navigable route into Runway Dev API's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the API Documentation route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.dev.runwayml.com/",
        "final_url": "https://docs.dev.runwayml.com/",
        "title": "API Documentation | Runway Dev",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-428d-703d-9a6c-8da2a5026329"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "make-api",
      "name": "Make API",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Make API documentation page presents routes such as Overview and Guides and reference for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Make API developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Overview",
          "note": "This section provides a navigable route into Make API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Guides and reference",
          "note": "This section provides a navigable route into Make API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Getting started",
          "note": "This section provides a navigable route into Make API's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Overview route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.make.com/api-documentation",
        "final_url": "https://developers.make.com/api-documentation",
        "title": "Make API documentation | Make API | Make Developer Hub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-500d-77cf-95b3-a8fc174cdf7c"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "meta-developer-documentation",
      "name": "Meta Developer Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Meta Developer Documentation documentation page presents routes such as Meta Developer Documentation and Meta App Development for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Meta Developer Documentation developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Meta Developer Documentation",
          "note": "This section provides a navigable route into Meta Developer Documentation's developer information and clarifies a next step for readers."
        },
        {
          "section": "Meta App Development",
          "note": "This section provides a navigable route into Meta Developer Documentation's developer information and clarifies a next step for readers."
        },
        {
          "section": "Graph API",
          "note": "This section provides a navigable route into Meta Developer Documentation's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Meta Developer Documentation route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.facebook.com/docs/",
        "final_url": "https://developers.facebook.com/docs/",
        "title": "Meta Developer Documentation | Meta APIs, SDKs & Guides",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-6e35-73de-8d41-019538e4e694"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "adyen-docs",
      "name": "Adyen Docs",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Adyen Docs documentation page presents routes such as Welcome to Adyen docs and Discover our developer resources for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Adyen Docs developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Welcome to Adyen docs",
          "note": "This section provides a navigable route into Adyen Docs's developer information and clarifies a next step for readers."
        },
        {
          "section": "Discover our developer resources",
          "note": "This section provides a navigable route into Adyen Docs's developer information and clarifies a next step for readers."
        },
        {
          "section": "Join our Dev Community",
          "note": "This section provides a navigable route into Adyen Docs's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Welcome to Adyen docs route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.adyen.com/",
        "final_url": "https://docs.adyen.com/",
        "title": "Home | Adyen Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-823f-717e-9d99-eeafdab51299"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "notion-api",
      "name": "Notion API",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Notion API documentation page presents routes such as Using Notion API and What is a Notion connection? for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Notion API developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Using Notion API",
          "note": "This section provides a navigable route into Notion API's developer information and clarifies a next step for readers."
        },
        {
          "section": "What is a Notion connection?",
          "note": "This section provides a navigable route into Notion API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Connection types",
          "note": "This section provides a navigable route into Notion API's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Using Notion API route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.notion.com/guides/get-started/overview",
        "final_url": "https://developers.notion.com/guides/get-started/overview",
        "title": "Overview - Notion Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-95ed-7462-a797-2c96a3a37081"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "sentry-web-api",
      "name": "Sentry Web API",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Sentry Web API documentation page presents routes such as API Reference and Guides and reference for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Sentry Web API developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "API Reference",
          "note": "This section provides a navigable route into Sentry Web API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Guides and reference",
          "note": "This section provides a navigable route into Sentry Web API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Getting started",
          "note": "This section provides a navigable route into Sentry Web API's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the API Reference route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.sentry.io/api/",
        "final_url": "https://docs.sentry.io/api/",
        "title": "API Reference | Sentry Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-a8f9-73af-936c-0ccd2ad3c96a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "datadog-api",
      "name": "Datadog API",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Datadog API documentation page presents routes such as Yarn and How can I help you today? for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Datadog API developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Yarn",
          "note": "This section provides a navigable route into Datadog API's developer information and clarifies a next step for readers."
        },
        {
          "section": "How can I help you today?",
          "note": "This section provides a navigable route into Datadog API's developer information and clarifies a next step for readers."
        },
        {
          "section": "Getting started",
          "note": "This section provides a navigable route into Datadog API's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Yarn route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.datadoghq.com/api/latest/?tab=java",
        "final_url": "https://docs.datadoghq.com/api/latest/?tab=java",
        "title": "API Reference",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-bb0f-77cd-978c-daa3e660187f"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "trimble-developer",
      "name": "Trimble Developer",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Trimble Developer documentation page presents routes such as Customize. Integrate. Create. and Why build with Trimble? for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Trimble Developer developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Customize. Integrate. Create.",
          "note": "This section provides a navigable route into Trimble Developer's developer information and clarifies a next step for readers."
        },
        {
          "section": "Why build with Trimble?",
          "note": "This section provides a navigable route into Trimble Developer's developer information and clarifies a next step for readers."
        },
        {
          "section": "Manage your data",
          "note": "This section provides a navigable route into Trimble Developer's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Customize. Integrate. Create. route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.trimble.com/en/developer",
        "final_url": "https://www.trimble.com/en/developer",
        "title": "Trimble Developer Program and Network | Integrate with Solutions",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-d662-778d-8c27-3c8af7bce53e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "dropbox-api-documentation",
      "name": "Dropbox API Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform and integration documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The Dropbox API Documentation documentation page presents routes such as Get Started and Explore the documentation for developers evaluating and building on the platform.",
      "use_for": "Use this docs homepage as a reference for helping Dropbox API Documentation developers move from the platform overview to relevant API or setup material.",
      "observations": [
        {
          "section": "Get Started",
          "note": "This section provides a navigable route into Dropbox API Documentation's developer information and clarifies a next step for readers."
        },
        {
          "section": "Explore the documentation",
          "note": "This section provides a navigable route into Dropbox API Documentation's developer information and clarifies a next step for readers."
        },
        {
          "section": "Getting started",
          "note": "This section provides a navigable route into Dropbox API Documentation's developer information and clarifies a next step for readers."
        }
      ],
      "adaptation": [
        "Lead with tasks developers can complete rather than internal product taxonomy.",
        "Separate quickstarts from reference material so readers can choose their depth.",
        "Show prerequisites and account access requirements before setup steps."
      ],
      "tradeoff": "A developer portal serves integrators well but may leave business buyers looking for a higher-level explanation of customer value and commercial fit.",
      "first_step": "Open the Get Started route and identify the prerequisite for the reader's first integration task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.dropboxapi.com/dropbox-api/docs/get-started/welcome",
        "final_url": "https://docs.dropboxapi.com/dropbox-api/docs/get-started/welcome",
        "title": "Welcome | Dropbox API Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f7f-ed71-7608-9640-f6ec6d84a199"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "oss-review-toolkit-readme",
      "name": "OSS Review Toolkit",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README describes ORT as a suite of tools for analyzing third-party software dependencies and licenses.",
      "use_for": "Use this example to explain OSS Review Toolkit with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Introduction",
          "note": "The README includes a dedicated introduction section that helps readers find product context or a practical next step."
        },
        {
          "section": "Documentation",
          "note": "The README includes a dedicated documentation section that helps readers find product context or a practical next step."
        },
        {
          "section": "Installation",
          "note": "The README includes a dedicated installation section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Introduction section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/oss-review-toolkit/ort/blob/8f5be8c23fbcfc0d4891f512fb78d310063e4fd3/README.md",
        "final_url": "https://github.com/oss-review-toolkit/ort/blob/8f5be8c23fbcfc0d4891f512fb78d310063e4fd3/README.md",
        "title": "OSS Review Toolkit README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8e-b784-725b-96f6-33ae1f5ecd98"
      },
      "version": {
        "kind": "commit",
        "value": "8f5be8c23fbcfc0d4891f512fb78d310063e4fd3"
      }
    },
    {
      "slug": "grip-readme",
      "name": "Grip",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README presents Grip as GitHub Readme Instant Preview and documents running a local server to render README files.",
      "use_for": "Use this example to explain Grip with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Use in your own app",
          "note": "The README includes a dedicated use in your own app section that helps readers find product context or a practical next step."
        },
        {
          "section": "Documentation",
          "note": "The README includes a dedicated documentation section that helps readers find product context or a practical next step."
        },
        {
          "section": "Classes",
          "note": "The README includes a dedicated classes section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Use in your own app section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/joeyespo/grip/blob/a3f0ab5c8942ac15cf68f790b80c0a43b3a4c71e/README.md",
        "final_url": "https://github.com/joeyespo/grip/blob/a3f0ab5c8942ac15cf68f790b80c0a43b3a4c71e/README.md",
        "title": "Grip README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8e-a799-7729-add2-3502b2d13743"
      },
      "version": {
        "kind": "commit",
        "value": "a3f0ab5c8942ac15cf68f790b80c0a43b3a4c71e"
      }
    },
    {
      "slug": "markitdown-readme",
      "name": "MarkItDown",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README documents MarkItDown as a Python tool for converting files and office documents to Markdown, with pip installation.",
      "use_for": "Use this example to explain MarkItDown with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "MarkItDown",
          "note": "The README includes a dedicated markitdown section that helps readers find product context or a practical next step."
        },
        {
          "section": "Why Markdown?",
          "note": "The README includes a dedicated why markdown? section that helps readers find product context or a practical next step."
        },
        {
          "section": "Prerequisites",
          "note": "The README includes a dedicated prerequisites section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the MarkItDown section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/microsoft/markitdown/blob/4cc9fa17653d695d64fb9eee5b33d4de55ff84e8/README.md",
        "final_url": "https://github.com/microsoft/markitdown/blob/4cc9fa17653d695d64fb9eee5b33d4de55ff84e8/README.md",
        "title": "MarkItDown README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8e-c96e-7648-9516-f6a0ed020b18"
      },
      "version": {
        "kind": "commit",
        "value": "4cc9fa17653d695d64fb9eee5b33d4de55ff84e8"
      }
    },
    {
      "slug": "etherpad-readme",
      "name": "Etherpad",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README identifies Etherpad as a real-time collaborative document editor and provides installation commands.",
      "use_for": "Use this example to explain Etherpad with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Etherpad \u2014 the editor for documents that matter",
          "note": "The README includes a dedicated etherpad \u2014 the editor for documents that matter section that helps readers find product context or a practical next step."
        },
        {
          "section": "About",
          "note": "The README includes a dedicated about section that helps readers find product context or a practical next step."
        },
        {
          "section": "Try it out",
          "note": "The README includes a dedicated try it out section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Etherpad \u2014 the editor for documents that matter section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/ether/etherpad/blob/b24997e72e493d6dd6ed72d347a77eb456865571/README.md",
        "final_url": "https://github.com/ether/etherpad/blob/b24997e72e493d6dd6ed72d347a77eb456865571/README.md",
        "title": "Etherpad README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8e-d636-705f-8a04-05a6c86416f2"
      },
      "version": {
        "kind": "commit",
        "value": "b24997e72e493d6dd6ed72d347a77eb456865571"
      }
    },
    {
      "slug": "metabase-readme",
      "name": "Metabase",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README describes Metabase as an open-source business intelligence platform and links installation guides.",
      "use_for": "Use this example to explain Metabase with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Metabase",
          "note": "The README includes a dedicated metabase section that helps readers find product context or a practical next step."
        },
        {
          "section": "Get started",
          "note": "The README includes a dedicated get started section that helps readers find product context or a practical next step."
        },
        {
          "section": "Key Features",
          "note": "The README includes a dedicated key features section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Metabase section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/metabase/metabase/blob/8fc033ceb0213faecd8fc20514cfa733610d7d58/README.md",
        "final_url": "https://github.com/metabase/metabase/blob/8fc033ceb0213faecd8fc20514cfa733610d7d58/README.md",
        "title": "Metabase README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8e-fa1e-7283-a01d-1b34ba3c02b1"
      },
      "version": {
        "kind": "commit",
        "value": "8fc033ceb0213faecd8fc20514cfa733610d7d58"
      }
    },
    {
      "slug": "journal-of-open-source-software-readme",
      "name": "Journal of Open Source Software",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README describes JOSS as an academic journal with formal peer review for research software packages.",
      "use_for": "Use this example to explain Journal of Open Source Software with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "The Journal of Open Source Software",
          "note": "The README includes a dedicated the journal of open source software section that helps readers find product context or a practical next step."
        },
        {
          "section": "What exactly do you mean by 'journal'",
          "note": "The README includes a dedicated what exactly do you mean by 'journal' section that helps readers find product context or a practical next step."
        },
        {
          "section": "Don't we have enough journals already?",
          "note": "The README includes a dedicated don't we have enough journals already? section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the The Journal of Open Source Software section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/openjournals/joss/blob/e738d274343dc7a9a73cb4880c2bb31633a961c8/README.md",
        "final_url": "https://github.com/openjournals/joss/blob/e738d274343dc7a9a73cb4880c2bb31633a961c8/README.md",
        "title": "Journal of Open Source Software README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8e-e41f-70ca-8f84-7e202cc8c1a9"
      },
      "version": {
        "kind": "commit",
        "value": "e738d274343dc7a9a73cb4880c2bb31633a961c8"
      }
    },
    {
      "slug": "r-cli-readme",
      "name": "R CLI",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README documents an R package for building beautiful and useful command-line interfaces, including alert and formatting examples.",
      "use_for": "Use this example to explain R CLI with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Features",
          "note": "The README includes a dedicated features section that helps readers find product context or a practical next step."
        },
        {
          "section": "Installation",
          "note": "The README includes a dedicated installation section that helps readers find product context or a practical next step."
        },
        {
          "section": "Short tour",
          "note": "The README includes a dedicated short tour section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Features section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/r-lib/cli/blob/a718b70b4b017dfb761786c8afd5f19b3579c44b/README.md",
        "final_url": "https://github.com/r-lib/cli/blob/a718b70b4b017dfb761786c8afd5f19b3579c44b/README.md",
        "title": "R CLI README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-0610-7069-a121-bc9f68e51028"
      },
      "version": {
        "kind": "commit",
        "value": "a718b70b4b017dfb761786c8afd5f19b3579c44b"
      }
    },
    {
      "slug": "cli-anything-readme",
      "name": "CLI-Anything",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README documents CLI-Anything as a toolkit that generates command-line interfaces for software and includes installation and test instructions.",
      "use_for": "Use this example to explain CLI-Anything with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "\ud83d\udcf0 News",
          "note": "The README includes a dedicated \ud83d\udcf0 news section that helps readers find product context or a practical next step."
        },
        {
          "section": "\ud83e\udd14 Why CLI?",
          "note": "The README includes a dedicated \ud83e\udd14 why cli? section that helps readers find product context or a practical next step."
        },
        {
          "section": "\ud83d\ude80 Quick Start",
          "note": "The README includes a dedicated \ud83d\ude80 quick start section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the \ud83d\udcf0 News section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/HKUDS/CLI-Anything/blob/34f519533bc175d2fe287ab8316b0dd99bb9cc43/README.md",
        "final_url": "https://github.com/HKUDS/CLI-Anything/blob/34f519533bc175d2fe287ab8316b0dd99bb9cc43/README.md",
        "title": "CLI-Anything README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-140c-716b-9786-69b0d60915b5"
      },
      "version": {
        "kind": "commit",
        "value": "34f519533bc175d2fe287ab8316b0dd99bb9cc43"
      }
    },
    {
      "slug": "pr-agent-readme",
      "name": "PR-Agent",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README documents PR-Agent as an open-source pull-request reviewer with CLI and GitHub/GitLab/Bitbucket usage examples.",
      "use_for": "Use this example to explain PR-Agent with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Sponsors",
          "note": "The README includes a dedicated sponsors section that helps readers find product context or a practical next step."
        },
        {
          "section": "Table of Contents",
          "note": "The README includes a dedicated table of contents section that helps readers find product context or a practical next step."
        },
        {
          "section": "Getting Started",
          "note": "The README includes a dedicated getting started section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Sponsors section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/The-PR-Agent/pr-agent/blob/3c09249e4b5325551c9c1716b26a7c381d44e6a5/README.md",
        "final_url": "https://github.com/The-PR-Agent/pr-agent/blob/3c09249e4b5325551c9c1716b26a7c381d44e6a5/README.md",
        "title": "PR-Agent README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-4b0d-72de-884f-f07210c442cd"
      },
      "version": {
        "kind": "commit",
        "value": "3c09249e4b5325551c9c1716b26a7c381d44e6a5"
      }
    },
    {
      "slug": "spec-kit-readme",
      "name": "Spec Kit",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README provides installation for the Specify CLI and describes Spec-Driven Development workflows.",
      "use_for": "Use this example to explain Spec Kit with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Choose your process",
          "note": "The README includes a dedicated choose your process section that helps readers find product context or a practical next step."
        },
        {
          "section": "Get started",
          "note": "The README includes a dedicated get started section that helps readers find product context or a practical next step."
        },
        {
          "section": "Spec-Driven Development",
          "note": "The README includes a dedicated spec-driven development section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Choose your process section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/github/spec-kit/blob/93989802b1401c99cc7de6e4ed76572f9cb662e8/README.md",
        "final_url": "https://github.com/github/spec-kit/blob/93989802b1401c99cc7de6e4ed76572f9cb662e8/README.md",
        "title": "Spec Kit README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-26ca-70ea-b997-681bf1d9e74d"
      },
      "version": {
        "kind": "commit",
        "value": "93989802b1401c99cc7de6e4ed76572f9cb662e8"
      }
    },
    {
      "slug": "nyt-library-readme",
      "name": "NYT Library",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README documents a Node/Express-based application with deployment, app-structure, and server instructions.",
      "use_for": "Use this example to explain NYT Library with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Library ![Supported node versions](https://img.shields.io/badge/dynamic/json?color=informational&label=node&query=%24.engines.node&url=https%3A%2F%2Fraw.githubusercontent.com%2Fnytimes%2Flibrary%2Fmain%2Fpackage.json) [![Tests](https://github.com/nytimes/library/actions/workflows/test.yaml/badge.svg)](https://github.com/nytimes/library/actions/workflows/test.yaml)",
          "note": "The README includes a dedicated library ![supported node versions](https://img.shields.io/badge/dynamic/json?color=informational&label=node&query=%24.engines.node&url=https%3a%2f%2fraw.githubusercontent.com%2fnytimes%2flibrary%2fmain%2fpackage.json) [![tests](https://github.com/nytimes/library/actions/workflows/test.yaml/badge.svg)](https://github.com/nytimes/library/actions/workflows/test.yaml) section that helps readers find product context or a practical next step."
        },
        {
          "section": "Demo Site & User Guide",
          "note": "The README includes a dedicated demo site & user guide section that helps readers find product context or a practical next step."
        },
        {
          "section": "Contacting us",
          "note": "The README includes a dedicated contacting us section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Library ![Supported node versions](https://img.shields.io/badge/dynamic/json?color=informational&label=node&query=%24.engines.node&url=https%3A%2F%2Fraw.githubusercontent.com%2Fnytimes%2Flibrary%2Fmain%2Fpackage.json) [![Tests](https://github.com/nytimes/library/actions/workflows/test.yaml/badge.svg)](https://github.com/nytimes/library/actions/workflows/test.yaml) section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/nytimes/library/blob/0c63f816e2519b369eb67bd0414614949fab9694/README.md",
        "final_url": "https://github.com/nytimes/library/blob/0c63f816e2519b369eb67bd0414614949fab9694/README.md",
        "title": "NYT Library README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-3dfe-7789-b10c-27fdf3234a85"
      },
      "version": {
        "kind": "commit",
        "value": "0c63f816e2519b369eb67bd0414614949fab9694"
      }
    },
    {
      "slug": "changedetection-io-readme",
      "name": "changedetection.io",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README describes changedetection.io as software for automatically detecting website changes and monitoring web pages in real time.",
      "use_for": "Use this example to explain changedetection.io with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Detect Website Changes Automatically \u2014 Monitor Web Page Changes in Real Time",
          "note": "The README includes a dedicated detect website changes automatically \u2014 monitor web page changes in real time section that helps readers find product context or a practical next step."
        },
        {
          "section": "AI-powered website change detection \u2014 smart alerts and plain-language summaries",
          "note": "The README includes a dedicated ai-powered website change detection \u2014 smart alerts and plain-language summaries section that helps readers find product context or a practical next step."
        },
        {
          "section": "Target specific parts of the webpage using the Visual Selector tool.",
          "note": "The README includes a dedicated target specific parts of the webpage using the visual selector tool. section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Detect Website Changes Automatically \u2014 Monitor Web Page Changes in Real Time section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/dgtlmoon/changedetection.io/blob/6a23dcdca5bfbff6957b06f34861d0e1d98533b8/README.md",
        "final_url": "https://github.com/dgtlmoon/changedetection.io/blob/6a23dcdca5bfbff6957b06f34861d0e1d98533b8/README.md",
        "title": "changedetection.io README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-57ce-74fc-bf43-933f974f144f"
      },
      "version": {
        "kind": "commit",
        "value": "6a23dcdca5bfbff6957b06f34861d0e1d98533b8"
      }
    },
    {
      "slug": "restic-readme",
      "name": "restic",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README introduces restic and directs users to installation and usage documentation, with quick-start commands and backend documentation.",
      "use_for": "Use this example to explain restic with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Introduction",
          "note": "The README includes a dedicated introduction section that helps readers find product context or a practical next step."
        },
        {
          "section": "Quick start",
          "note": "The README includes a dedicated quick start section that helps readers find product context or a practical next step."
        },
        {
          "section": "Backends",
          "note": "The README includes a dedicated backends section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Introduction section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/restic/restic/blob/5127c4abf921857fde4ae51f566c86028c8c2911/README.md",
        "final_url": "https://github.com/restic/restic/blob/5127c4abf921857fde4ae51f566c86028c8c2911/README.md",
        "title": "restic README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-6650-72ca-a530-404e5db4e1b5"
      },
      "version": {
        "kind": "commit",
        "value": "5127c4abf921857fde4ae51f566c86028c8c2911"
      }
    },
    {
      "slug": "syncthing-readme",
      "name": "Syncthing",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The fetched README is the project repository README and includes Syncthing project goals and installation-related project documentation.",
      "use_for": "Use this example to explain Syncthing with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Goals",
          "note": "The README includes a dedicated goals section that helps readers find product context or a practical next step."
        },
        {
          "section": "Getting Started",
          "note": "The README includes a dedicated getting started section that helps readers find product context or a practical next step."
        },
        {
          "section": "Docker",
          "note": "The README includes a dedicated docker section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Goals section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/syncthing/syncthing/blob/5fb192176ded31f75cb745ce483a7f78c0e38054/README.md",
        "final_url": "https://github.com/syncthing/syncthing/blob/5fb192176ded31f75cb745ce483a7f78c0e38054/README.md",
        "title": "Syncthing README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-71ff-7148-9649-28726f6d29dc"
      },
      "version": {
        "kind": "commit",
        "value": "5fb192176ded31f75cb745ce483a7f78c0e38054"
      }
    },
    {
      "slug": "thunderbird-for-android-readme",
      "name": "Thunderbird for Android",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README identifies Thunderbird for Android as a privacy-focused email app built on open-source technology.",
      "use_for": "Use this example to explain Thunderbird for Android with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Thunderbird for Android",
          "note": "The README includes a dedicated thunderbird for android section that helps readers find product context or a practical next step."
        },
        {
          "section": "Download",
          "note": "The README includes a dedicated download section that helps readers find product context or a practical next step."
        },
        {
          "section": "Need Help? Found a bug? Have an idea? Want to chat?",
          "note": "The README includes a dedicated need help? found a bug? have an idea? want to chat? section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Thunderbird for Android section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/k9mail/k-9/blob/e3fb7f3341827eb756327e26198f97b7c3f1821e/README.md",
        "final_url": "https://github.com/k9mail/k-9/blob/e3fb7f3341827eb756327e26198f97b7c3f1821e/README.md",
        "title": "Thunderbird for Android README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-a4bc-7378-b323-3481f6be972e"
      },
      "version": {
        "kind": "commit",
        "value": "e3fb7f3341827eb756327e26198f97b7c3f1821e"
      }
    },
    {
      "slug": "immich-readme",
      "name": "Immich",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README links the project documentation and installation guides for Immich, an open-source self-hosted application.",
      "use_for": "Use this example to explain Immich with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Links",
          "note": "The README includes a dedicated links section that helps readers find product context or a practical next step."
        },
        {
          "section": "Demo",
          "note": "The README includes a dedicated demo section that helps readers find product context or a practical next step."
        },
        {
          "section": "Login credentials",
          "note": "The README includes a dedicated login credentials section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Links section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/immich-app/immich/blob/89069417448f1fded8ef54c4416c865a43348992/README.md",
        "final_url": "https://github.com/immich-app/immich/blob/89069417448f1fded8ef54c4416c865a43348992/README.md",
        "title": "Immich README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-98f6-7401-a78a-77da5d3b0cd3"
      },
      "version": {
        "kind": "commit",
        "value": "89069417448f1fded8ef54c4416c865a43348992"
      }
    },
    {
      "slug": "actual-readme",
      "name": "Actual",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README describes Actual as a 100% free, open-source, local-first personal finance tool written in NodeJS.",
      "use_for": "Use this example to explain Actual with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The README includes a dedicated getting started section that helps readers find product context or a practical next step."
        },
        {
          "section": "Key Links",
          "note": "The README includes a dedicated key links section that helps readers find product context or a practical next step."
        },
        {
          "section": "Installation",
          "note": "The README includes a dedicated installation section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the Getting Started section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/actualbudget/actual/blob/358823017c93dbe5bf4bd469e6b49eb2cac00cf8/README.md",
        "final_url": "https://github.com/actualbudget/actual/blob/358823017c93dbe5bf4bd469e6b49eb2cac00cf8/README.md",
        "title": "Actual README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-8dd5-72c9-91ff-d9b1decd49e2"
      },
      "version": {
        "kind": "commit",
        "value": "358823017c93dbe5bf4bd469e6b49eb2cac00cf8"
      }
    },
    {
      "slug": "freshrss-readme",
      "name": "FreshRSS",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "first-result",
        "support-routing"
      ],
      "summary": "The README documents FreshRSS installation and server configuration and lists support for 20+ languages.",
      "use_for": "Use this example to explain FreshRSS with concrete orientation and setup information for technical users.",
      "observations": [
        {
          "section": "FreshRSS",
          "note": "The README includes a dedicated freshrss section that helps readers find product context or a practical next step."
        },
        {
          "section": "Feedback and contributions",
          "note": "The README includes a dedicated feedback and contributions section that helps readers find product context or a practical next step."
        },
        {
          "section": "Screenshot",
          "note": "The README includes a dedicated screenshot section that helps readers find product context or a practical next step."
        }
      ],
      "adaptation": [
        "Explain the product and intended user near the top of the page.",
        "Place a working first step before optional advanced details.",
        "Link each support and documentation route to a useful action."
      ],
      "tradeoff": "A repository README helps people understand and install an open-source project; commercial evaluation still needs a separate explanation of support and pricing.",
      "first_step": "Start with the FreshRSS section, then follow the linked installation or documentation route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/FreshRSS/FreshRSS/blob/07617c48e696557e532df806267b2f15e455d1fb/README.md",
        "final_url": "https://github.com/FreshRSS/FreshRSS/blob/07617c48e696557e532df806267b2f15e455d1fb/README.md",
        "title": "FreshRSS README",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f8f-7fe4-72dc-acde-e30658629aa8"
      },
      "version": {
        "kind": "commit",
        "value": "07617c48e696557e532df806267b2f15e455d1fb"
      }
    },
    {
      "slug": "openai-api",
      "name": "OpenAI API Platform Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page provides a complete documentation index link and identifies itself as API docs, with search and developer quickstart content.",
      "use_for": "Use this homepage to show how OpenAI API Platform Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Search the API docs",
          "note": "The page provides a navigational route for developers looking for search the api docs material."
        },
        {
          "section": "Suggested",
          "note": "The page provides a navigational route for developers looking for suggested material."
        },
        {
          "section": "Get started",
          "note": "The page provides a navigational route for developers looking for get started material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Search the API docs route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.openai.com/api/docs",
        "final_url": "https://developers.openai.com/api/docs",
        "title": "OpenAI API Platform Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9b-6b71-74fb-bf9b-244669fdf153"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "google-for-developers",
      "name": "Google for Developers",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page carries the Google for Developers branding and is on developers.google.com, the Google developer portal.",
      "use_for": "Use this homepage to show how Google for Developers connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Build with  Gemini",
          "note": "The page provides a navigational route for developers looking for build with  gemini material."
        },
        {
          "section": "Integrate Gemini directly into your apps",
          "note": "The page provides a navigational route for developers looking for integrate gemini directly into your apps material."
        },
        {
          "section": "News & Announcements",
          "note": "The page provides a navigational route for developers looking for news & announcements material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Build with  Gemini route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.google.com/",
        "final_url": "https://developers.google.com/",
        "title": "Google for Developers | Build with Gemini",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9b-7b06-745b-a3ce-12df6a4b6fce"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "google-cloud-apis",
      "name": "Google Cloud APIs Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page carries Google Cloud Documentation branding and is an API overview on docs.cloud.google.com.",
      "use_for": "Use this homepage to show how Google Cloud APIs Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Google Cloud APIs    Stay organized with collections      Save and categorize content based on your preferences.",
          "note": "The page provides a navigational route for developers looking for google cloud apis    stay organized with collections      save and categorize content based on your preferences. material."
        },
        {
          "section": "About Cloud APIs",
          "note": "The page provides a navigational route for developers looking for about cloud apis material."
        },
        {
          "section": "Accessing Cloud APIs",
          "note": "The page provides a navigational route for developers looking for accessing cloud apis material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Google Cloud APIs    Stay organized with collections      Save and categorize content based on your preferences. route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.cloud.google.com/apis/docs/overview",
        "final_url": "https://docs.cloud.google.com/apis/docs/overview",
        "title": "Google Cloud APIs \u00a0|\u00a0 Google Cloud Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9b-8f37-77d3-bf17-ad96f50b04f6"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "meta-developer-docs",
      "name": "Meta Developer Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page heading is \u201cMeta Developer Documentation\u201d and describes sending and receiving data through the Meta social graph and implementing APIs, platforms, products, and SDKs.",
      "use_for": "Use this homepage to show how Meta Developer Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Meta Developer Documentation",
          "note": "The page provides a navigational route for developers looking for meta developer documentation material."
        },
        {
          "section": "Meta App Development",
          "note": "The page provides a navigational route for developers looking for meta app development material."
        },
        {
          "section": "Graph API",
          "note": "The page provides a navigational route for developers looking for graph api material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Meta Developer Documentation route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.facebook.com/docs/",
        "final_url": "https://developers.facebook.com/docs/",
        "title": "Meta Developer Documentation | Meta APIs, SDKs & Guides",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9b-a2ce-70e0-aaeb-f7686d35ff30"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "adobe-apis",
      "name": "Adobe Developer APIs",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page is headed \u201cStart building today\u201d and says to explore APIs offered by Adobe products and view documentation.",
      "use_for": "Use this homepage to show how Adobe Developer APIs connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Documentation overview",
          "note": "The homepage identifies the platform and links to its developer documentation."
        },
        {
          "section": "Developer resources",
          "note": "The page provides a route into technical documentation for platform users."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Start building today route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.adobe.com/apis",
        "final_url": "https://developer.adobe.com/apis",
        "title": "Start building today",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9b-bb69-7788-995d-484618817c50"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "salesforce-api-library",
      "name": "Salesforce API Library",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page is on Salesforce Developers and is the API Library page for discovering Salesforce APIs to extend and integrate applications.",
      "use_for": "Use this homepage to show how Salesforce API Library connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Salesforce APIs",
          "note": "The page provides a navigational route for developers looking for salesforce apis material."
        },
        {
          "section": "Browse all APIs.",
          "note": "The page provides a navigational route for developers looking for browse all apis. material."
        },
        {
          "section": "Cookie Consent Manager",
          "note": "The page provides a navigational route for developers looking for cookie consent manager material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Salesforce APIs route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.salesforce.com/docs/apis",
        "final_url": "https://developer.salesforce.com/docs/apis",
        "title": "API Library | Salesforce Developers",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9b-ccf3-7188-8a0e-fca1915fdbb4"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "apple-developer-documentation",
      "name": "Apple Developer Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page is served from developer.apple.com/documentation, Apple\u2019s developer documentation domain, and presents Apple platform documentation.",
      "use_for": "Use this homepage to show how Apple Developer Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Apple Developer Documentation",
          "note": "The page provides a navigational route for developers looking for apple developer documentation material."
        },
        {
          "section": "Discover Apple Intelligence",
          "note": "The page provides a navigational route for developers looking for discover apple intelligence material."
        },
        {
          "section": "Stay informed about what's new",
          "note": "The page provides a navigational route for developers looking for stay informed about what's new material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Apple Developer Documentation route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.apple.com/documentation/",
        "final_url": "https://developer.apple.com/documentation/",
        "title": "Featured | Apple Developer Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9b-e1c2-72bf-a25b-a399ec832cfe"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "github-docs",
      "name": "GitHub Docs",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page heading is \u201cGitHub Docs\u201d and its developer section links to Apps, REST API, GraphQL API, and Webhooks documentation.",
      "use_for": "Use this homepage to show how GitHub Docs connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "GitHub Docs",
          "note": "The page provides a navigational route for developers looking for github docs material."
        },
        {
          "section": "All docs",
          "note": "The page provides a navigational route for developers looking for all docs material."
        },
        {
          "section": "Get started",
          "note": "The page provides a navigational route for developers looking for get started material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the GitHub Docs route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.github.com/en",
        "final_url": "https://docs.github.com/en",
        "title": "GitHub Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9b-f612-734f-8d45-683007621536"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "slack-api-docs",
      "name": "Slack API Docs",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page says it is the Slack API docs and describes building interactive apps, automating workflows, and using Slack as a platform.",
      "use_for": "Use this homepage to show how Slack API Docs connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Get started",
          "note": "The page provides a navigational route for developers looking for get started material."
        },
        {
          "section": "Install the Slack CLI",
          "note": "The page provides a navigational route for developers looking for install the slack cli material."
        },
        {
          "section": "Connect to your workspace",
          "note": "The page provides a navigational route for developers looking for connect to your workspace material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Get started route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.slack.dev/",
        "final_url": "https://docs.slack.dev/",
        "title": "Slack developer docs | Slack Developer Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-0310-737f-ab20-819b598ea31b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "shopify-dev-docs",
      "name": "Shopify Dev Docs",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page heading is \u201cShopify Dev Docs\u201d and explains that it helps build apps or customize storefronts, with links to app-building documentation.",
      "use_for": "Use this homepage to show how Shopify Dev Docs connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Shopify Dev Docs",
          "note": "The page provides a navigational route for developers looking for shopify dev docs material."
        },
        {
          "section": "Apps",
          "note": "The page provides a navigational route for developers looking for apps material."
        },
        {
          "section": "Storefronts",
          "note": "The page provides a navigational route for developers looking for storefronts material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Shopify Dev Docs route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://shopify.dev/docs",
        "final_url": "https://shopify.dev/docs",
        "title": "Shopify Dev Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-1566-705c-ba1c-b171309cc623"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "microsoft-graph",
      "name": "Microsoft Graph Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page is an overview of Microsoft Graph and says its API provides a single endpoint and REST APIs or SDKs for building Microsoft 365 apps.",
      "use_for": "Use this homepage to show how Microsoft Graph Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Overview of Microsoft Graph",
          "note": "The page provides a navigational route for developers looking for overview of microsoft graph material."
        },
        {
          "section": "Data and services powering the Microsoft 365 platform",
          "note": "The page provides a navigational route for developers looking for data and services powering the microsoft 365 platform material."
        },
        {
          "section": "What's in Microsoft Graph?",
          "note": "The page provides a navigational route for developers looking for what's in microsoft graph? material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Overview of Microsoft Graph route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://learn.microsoft.com/en-us/graph/overview",
        "final_url": "https://learn.microsoft.com/en-us/graph/overview",
        "title": "Microsoft Graph overview - Microsoft Graph | Microsoft Learn",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-2517-7205-ba25-97894e3a0f5f"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "azure-developer-docs",
      "name": "Azure developer documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page heading is \u201cAzure developer documentation\u201d and lists application development with Azure SDKs and multiple programming languages.",
      "use_for": "Use this homepage to show how Azure developer documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Azure developer documentation",
          "note": "The page provides a navigational route for developers looking for azure developer documentation material."
        },
        {
          "section": "Azure SDKs",
          "note": "The page provides a navigational route for developers looking for azure sdks material."
        },
        {
          "section": ".NET",
          "note": "The page provides a navigational route for developers looking for .net material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Azure developer documentation route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://learn.microsoft.com/en-us/azure/developer/",
        "final_url": "https://learn.microsoft.com/en-us/azure/developer/",
        "title": "Azure developer documentation | Microsoft Learn",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-3880-7469-9d38-777090b2965d"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "docker-docs",
      "name": "Docker Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page is the Docker documentation site and identifies its documentation assistant as answering Docker and documentation questions.",
      "use_for": "Use this homepage to show how Docker Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "What can I help you with?",
          "note": "The page provides a navigational route for developers looking for what can i help you with? material."
        },
        {
          "section": "How can we help?",
          "note": "The page provides a navigational route for developers looking for how can we help? material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the What can I help you with? route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.docker.com/",
        "final_url": "https://docs.docker.com/",
        "title": "Docker Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-4beb-748b-99d6-e80e80ed84fb"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "atlassian-developer",
      "name": "Atlassian Developer Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page is branded Atlassian Developer and presents a Documentation section with developer news and support links.",
      "use_for": "Use this homepage to show how Atlassian Developer Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Build the futurefuture   of teamwork",
          "note": "The page provides a navigational route for developers looking for build the futurefuture   of teamwork material."
        },
        {
          "section": "Extend Atlassian, your way",
          "note": "The page provides a navigational route for developers looking for extend atlassian, your way material."
        },
        {
          "section": "Develop with Forge",
          "note": "The page provides a navigational route for developers looking for develop with forge material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Build the futurefuture   of teamwork route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.atlassian.com/",
        "final_url": "https://developer.atlassian.com/",
        "title": "Atlassian Developer Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-5b27-775a-9366-99377783f813"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "notion-api-docs",
      "name": "Notion API Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page provides a documentation index and includes a \u201cUsing Notion API\u201d guide on the developers.notion.com site.",
      "use_for": "Use this homepage to show how Notion API Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Using Notion API",
          "note": "The page provides a navigational route for developers looking for using notion api material."
        },
        {
          "section": "What is a Notion connection?",
          "note": "The page provides a navigational route for developers looking for what is a notion connection? material."
        },
        {
          "section": "Connection types",
          "note": "The page provides a navigational route for developers looking for connection types material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Using Notion API route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.notion.com/guides/get-started/overview",
        "final_url": "https://developers.notion.com/guides/get-started/overview",
        "title": "Overview - Notion Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-6bfd-770c-ab8e-480c9b11ec3d"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "reddit-api-docs",
      "name": "Reddit API Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page identifies itself as automatically generated documentation for the Reddit API and links to Reddit API access rules.",
      "use_for": "Use this homepage to show how Reddit API Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "overview",
          "note": "The page provides a navigational route for developers looking for overview material."
        },
        {
          "section": "listings",
          "note": "The page provides a navigational route for developers looking for listings material."
        },
        {
          "section": "modhashes",
          "note": "The page provides a navigational route for developers looking for modhashes material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the overview route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.reddit.com/dev/api/",
        "final_url": "https://www.reddit.com/dev/api/",
        "title": "reddit.com: api documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-7d5f-731f-ba9f-88511488f10e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "linkedin-api",
      "name": "LinkedIn API Overview",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page heading is \u201cLinkedIn API Overview\u201d and calls itself LinkedIn\u2019s home for API documentation across LinkedIn business lines.",
      "use_for": "Use this homepage to show how LinkedIn API Overview connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "LinkedIn API Overview",
          "note": "The page provides a navigational route for developers looking for linkedin api overview material."
        },
        {
          "section": "Where to Start",
          "note": "The page provides a navigational route for developers looking for where to start material."
        },
        {
          "section": "Get started",
          "note": "The page provides a navigational route for developers looking for get started material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the LinkedIn API Overview route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://learn.microsoft.com/en-us/linkedin/",
        "final_url": "https://learn.microsoft.com/en-us/linkedin/",
        "title": "LinkedIn API Documentation - LinkedIn | Microsoft Learn",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-a4b1-769e-a608-36a71fbc8d6f"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "google-maps-platform",
      "name": "Google Maps Platform Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The page carries Google Maps Platform branding and is the documentation route on developers.google.com/maps for that developer platform.",
      "use_for": "Use this homepage to show how Google Maps Platform Documentation connects an introductory task to deeper API or platform documentation.",
      "observations": [
        {
          "section": "Google Maps Platform  Documentation",
          "note": "The page provides a navigational route for developers looking for google maps platform  documentation material."
        },
        {
          "section": "Find the right documentation for the job",
          "note": "The page provides a navigational route for developers looking for find the right documentation for the job material."
        },
        {
          "section": "Aerial View",
          "note": "The page provides a navigational route for developers looking for aerial view material."
        }
      ],
      "adaptation": [
        "Organize documentation around reader tasks and the product's primary developer jobs.",
        "Pair quickstarts with stable reference material and clear prerequisites.",
        "Make support and account setup paths visible close to the start."
      ],
      "tradeoff": "Broad platform portals can help experienced integrators but may overwhelm new users without a clear task-based starting point.",
      "first_step": "Choose the Google Maps Platform  Documentation route that best matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.google.com/maps/documentation",
        "final_url": "https://developers.google.com/maps/documentation",
        "title": "Google Maps Platform Documentation \u00a0|\u00a0 Google for Developers",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9c-9231-705b-9028-331e8c65f7b9"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "react-readme",
      "name": "react",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: React · [](https://github.com/facebook/react/blob/main/LICENSE) [](https://www.npmjs.com/package/react) [](https://github.com/facebook/react/actions/workflows/runtime_build_and_test.yml) [](https://github.com/facebook/react/actions/workflows/compiler_typescript.yml) [](https://legacy.reactjs.org/docs/how-to-contribute.html#your-first-pull-request) React is a JavaScript library for building user interfaces. GitHub's fetched Contents API response identifies README.md and reports the current blob SHA 88f8e827b0255cf639043c83833c7a0c40ec0991 The fetched GitHub commits endpoint identifies 4e482f490405c0c601d8712a0625fd17c04978e4 as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining react and guiding technical readers toward an initial use or relevant project resource.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README includes a distinct collapse file tree section that helps users locate setup or product information."
        },
        {
          "section": "Files",
          "note": "The README includes a distinct files section that helps users locate setup or product information."
        },
        {
          "section": "README.md",
          "note": "The README includes a distinct readme.md section that helps users locate setup or product information."
        }
      ],
      "adaptation": [
        "Make the intended user and core purpose clear near the top.",
        "Offer a runnable first step and link to fuller documentation.",
        "Explain contribution, troubleshooting and support routes where relevant."
      ],
      "tradeoff": "Open-source project READMEs support installation and contributor orientation; they may not answer commercial buyer questions.",
      "first_step": "Read the Collapse file tree section and follow its first practical setup or usage route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/react/react/blob/4e482f490405c0c601d8712a0625fd17c04978e4/README.md",
        "final_url": "https://github.com/react/react/blob/4e482f490405c0c601d8712a0625fd17c04978e4/README.md",
        "title": "react/README.md at 4e482f490405c0c601d8712a0625fd17c04978e4 \u00b7 react/react \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9d-ab96-73ca-8785-ddd921be4085"
      },
      "version": {
        "kind": "commit",
        "value": "4e482f490405c0c601d8712a0625fd17c04978e4"
      }
    },
    {
      "slug": "core-readme",
      "name": "core",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: vuejs/core [](https://www.npmjs.com/package/vue) [](https://github.com/vuejs/core/actions/workflows/ci.yml) [](https://www.npmjs.com/package/vue) Please follow the documentation at vuejs.org! GitHub's fetched Contents API response identifies README.md and reports the current blob SHA 1a2519dcbff3b5abdb98171b5684c61e986eef9d The fetched GitHub commits endpoint identifies 809a75dd8796348cf57289e7163083ba1abfae82 as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining core and guiding technical readers toward an initial use or relevant project resource.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README includes a distinct collapse file tree section that helps users locate setup or product information."
        },
        {
          "section": "Files",
          "note": "The README includes a distinct files section that helps users locate setup or product information."
        },
        {
          "section": "README.md",
          "note": "The README includes a distinct readme.md section that helps users locate setup or product information."
        }
      ],
      "adaptation": [
        "Make the intended user and core purpose clear near the top.",
        "Offer a runnable first step and link to fuller documentation.",
        "Explain contribution, troubleshooting and support routes where relevant."
      ],
      "tradeoff": "Open-source project READMEs support installation and contributor orientation; they may not answer commercial buyer questions.",
      "first_step": "Read the Collapse file tree section and follow its first practical setup or usage route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/vuejs/core/blob/809a75dd8796348cf57289e7163083ba1abfae82/README.md",
        "final_url": "https://github.com/vuejs/core/blob/809a75dd8796348cf57289e7163083ba1abfae82/README.md",
        "title": "core/README.md at 809a75dd8796348cf57289e7163083ba1abfae82 \u00b7 vuejs/core \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9d-c712-7753-8e1f-7183830ffdfa"
      },
      "version": {
        "kind": "commit",
        "value": "809a75dd8796348cf57289e7163083ba1abfae82"
      }
    },
    {
      "slug": "svelte-readme",
      "name": "svelte",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: [](LICENSE.md) [](https://svelte.dev/chat) Svelte is a new way to build web applications. It's a compiler that takes your declarative components and converts them into efficient JavaScript that surgically updates the DOM. GitHub's fetched Contents API response identifies README.md and reports the current blob SHA 7ea71647521ae850fd0933665f94760806ac5b29 The fetched GitHub commits endpoint identifies 60b22c0b5fc17bf0062d08ad16dc2ba60af12971 as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining svelte and guiding technical readers toward an initial use or relevant project resource.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README includes a distinct collapse file tree section that helps users locate setup or product information."
        },
        {
          "section": "Files",
          "note": "The README includes a distinct files section that helps users locate setup or product information."
        },
        {
          "section": "README.md",
          "note": "The README includes a distinct readme.md section that helps users locate setup or product information."
        }
      ],
      "adaptation": [
        "Make the intended user and core purpose clear near the top.",
        "Offer a runnable first step and link to fuller documentation.",
        "Explain contribution, troubleshooting and support routes where relevant."
      ],
      "tradeoff": "Open-source project READMEs support installation and contributor orientation; they may not answer commercial buyer questions.",
      "first_step": "Read the Collapse file tree section and follow its first practical setup or usage route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/sveltejs/svelte/blob/60b22c0b5fc17bf0062d08ad16dc2ba60af12971/README.md",
        "final_url": "https://github.com/sveltejs/svelte/blob/60b22c0b5fc17bf0062d08ad16dc2ba60af12971/README.md",
        "title": "svelte/README.md at 60b22c0b5fc17bf0062d08ad16dc2ba60af12971 \u00b7 sveltejs/svelte \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9d-da7f-72d2-a3f8-70cb5af84525"
      },
      "version": {
        "kind": "commit",
        "value": "60b22c0b5fc17bf0062d08ad16dc2ba60af12971"
      }
    },
    {
      "slug": "node-readme",
      "name": "node",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: Node.js is an open-source, cross-platform JavaScript runtime environment. For information on using Node.js, see the [Node.js website][]. GitHub's fetched Contents API response identifies README.md and reports the current blob SHA d14fba943dd01f62d562c42712378eb1158d9bbc The fetched GitHub commits endpoint identifies 916d0d66751083dc1b1483602ecafd6344ab3ec9 as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining node and guiding technical readers toward an initial use or relevant project resource.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README includes a distinct collapse file tree section that helps users locate setup or product information."
        },
        {
          "section": "Files",
          "note": "The README includes a distinct files section that helps users locate setup or product information."
        },
        {
          "section": "README.md",
          "note": "The README includes a distinct readme.md section that helps users locate setup or product information."
        }
      ],
      "adaptation": [
        "Make the intended user and core purpose clear near the top.",
        "Offer a runnable first step and link to fuller documentation.",
        "Explain contribution, troubleshooting and support routes where relevant."
      ],
      "tradeoff": "Open-source project READMEs support installation and contributor orientation; they may not answer commercial buyer questions.",
      "first_step": "Read the Collapse file tree section and follow its first practical setup or usage route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/nodejs/node/blob/916d0d66751083dc1b1483602ecafd6344ab3ec9/README.md",
        "final_url": "https://github.com/nodejs/node/blob/916d0d66751083dc1b1483602ecafd6344ab3ec9/README.md",
        "title": "node/README.md at 916d0d66751083dc1b1483602ecafd6344ab3ec9 \u00b7 nodejs/node \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9e-09ab-764b-89c8-81c836eed1e9"
      },
      "version": {
        "kind": "commit",
        "value": "916d0d66751083dc1b1483602ecafd6344ab3ec9"
      }
    },
    {
      "slug": "rails-readme",
      "name": "rails",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: Rails is a web application framework that includes everything needed to create database-backed web applications according to the GitHub's fetched Contents API response identifies README.md and reports the current blob SHA 213345ff10a7fc39a426f6190e5968dcfb3c50f8 The fetched GitHub commits endpoint identifies 6a82578716ba6a57eb051aa315325dc6ee1c8c3a as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining rails and guiding technical readers toward an initial use or relevant project resource.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README includes a distinct collapse file tree section that helps users locate setup or product information."
        },
        {
          "section": "Files",
          "note": "The README includes a distinct files section that helps users locate setup or product information."
        },
        {
          "section": "README.md",
          "note": "The README includes a distinct readme.md section that helps users locate setup or product information."
        }
      ],
      "adaptation": [
        "Make the intended user and core purpose clear near the top.",
        "Offer a runnable first step and link to fuller documentation.",
        "Explain contribution, troubleshooting and support routes where relevant."
      ],
      "tradeoff": "Open-source project READMEs support installation and contributor orientation; they may not answer commercial buyer questions.",
      "first_step": "Read the Collapse file tree section and follow its first practical setup or usage route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/rails/rails/blob/6a82578716ba6a57eb051aa315325dc6ee1c8c3a/README.md",
        "final_url": "https://github.com/rails/rails/blob/6a82578716ba6a57eb051aa315325dc6ee1c8c3a/README.md",
        "title": "rails/README.md at 6a82578716ba6a57eb051aa315325dc6ee1c8c3a \u00b7 rails/rails \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9e-28a6-77d0-9d04-e1916b6bba3d"
      },
      "version": {
        "kind": "commit",
        "value": "6a82578716ba6a57eb051aa315325dc6ee1c8c3a"
      }
    },
    {
      "slug": "cli-readme",
      "name": "cli",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: GitHub CLI, or the gh CLI, is GitHub on the command line. It brings pull requests, issues, and other GitHub concepts to the terminal next to where you are already working with `git` and your code. GitHub CLI's PGP signing key rotation for Linux package repositories is effective September 5, 2026; users experiencing package installation or update problems can find solutions in the public announcement. GitHub's fetched Contents API response identifies README.md and reports the current blob SHA e2d5ae54e7d03ea4268e2536ecd9cf3a08efdf47 The fetched GitHub commits endpoint identifies 362a5eb03dcc16af5e313ab8ae5a0cfdc4569e46 as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining cli and guiding technical readers toward an initial use or relevant project resource.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README includes a distinct collapse file tree section that helps users locate setup or product information."
        },
        {
          "section": "Files",
          "note": "The README includes a distinct files section that helps users locate setup or product information."
        },
        {
          "section": "README.md",
          "note": "The README includes a distinct readme.md section that helps users locate setup or product information."
        }
      ],
      "adaptation": [
        "Make the intended user and core purpose clear near the top.",
        "Offer a runnable first step and link to fuller documentation.",
        "Explain contribution, troubleshooting and support routes where relevant."
      ],
      "tradeoff": "Open-source project READMEs support installation and contributor orientation; they may not answer commercial buyer questions.",
      "first_step": "Read the Collapse file tree section and follow its first practical setup or usage route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/cli/cli/blob/362a5eb03dcc16af5e313ab8ae5a0cfdc4569e46/README.md",
        "final_url": "https://github.com/cli/cli/blob/362a5eb03dcc16af5e313ab8ae5a0cfdc4569e46/README.md",
        "title": "cli/README.md at 362a5eb03dcc16af5e313ab8ae5a0cfdc4569e46 \u00b7 cli/cli \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9e-4e6d-700e-9c31-51230882084b"
      },
      "version": {
        "kind": "commit",
        "value": "362a5eb03dcc16af5e313ab8ae5a0cfdc4569e46"
      }
    },
    {
      "slug": "ansible-readme",
      "name": "ansible",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: [](https://pypi.org/project/ansible-core) [](https://docs.ansible.com/ansible/latest/) GitHub's fetched Contents API response identifies README.md and reports the current blob SHA ed464e118bf451b1274cee7994d0b66f1774c632 The fetched GitHub commits endpoint identifies 1378412a9e70dfbfe0ed4a0c42b43f4bcb166f9b as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining ansible and guiding technical readers toward an initial use or relevant project resource.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README includes a distinct collapse file tree section that helps users locate setup or product information."
        },
        {
          "section": "Files",
          "note": "The README includes a distinct files section that helps users locate setup or product information."
        },
        {
          "section": "README.md",
          "note": "The README includes a distinct readme.md section that helps users locate setup or product information."
        }
      ],
      "adaptation": [
        "Make the intended user and core purpose clear near the top.",
        "Offer a runnable first step and link to fuller documentation.",
        "Explain contribution, troubleshooting and support routes where relevant."
      ],
      "tradeoff": "Open-source project READMEs support installation and contributor orientation; they may not answer commercial buyer questions.",
      "first_step": "Read the Collapse file tree section and follow its first practical setup or usage route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/ansible/ansible/blob/1378412a9e70dfbfe0ed4a0c42b43f4bcb166f9b/README.md",
        "final_url": "https://github.com/ansible/ansible/blob/1378412a9e70dfbfe0ed4a0c42b43f4bcb166f9b/README.md",
        "title": "ansible/README.md at 1378412a9e70dfbfe0ed4a0c42b43f4bcb166f9b \u00b7 ansible/ansible \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11f9e-5e83-767c-8ec7-dcfd8a86472d"
      },
      "version": {
        "kind": "commit",
        "value": "1378412a9e70dfbfe0ed4a0c42b43f4bcb166f9b"
      }
    },
    {
      "slug": "curl-readme",
      "name": "curl",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: Copyright (C) Daniel Stenberg,  , et al. curl is a command-line tool for transferring data from or to a server using GitHub's fetched Contents API response identifies README.md and reports the current blob SHA f8061f2edc0ba8067186a83d730c949cb6f224db The fetched GitHub commits endpoint identifies 7bbaf2fffd947a1b7d1b96993caf00b9452200bd as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining curl to technical users and directing them to a practical first step.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README gives the reader a clear section for collapse file tree information."
        },
        {
          "section": "Files",
          "note": "The README gives the reader a clear section for files information."
        },
        {
          "section": "README.md",
          "note": "The README gives the reader a clear section for readme.md information."
        }
      ],
      "adaptation": [
        "Explain the product purpose and audience near the top.",
        "Put installation and first use in a direct sequence.",
        "Link to detailed documentation and contribution help."
      ],
      "tradeoff": "A project README supports users and contributors but may not address commercial evaluation or buyer needs.",
      "first_step": "Follow the Collapse file tree section and continue to the README's setup route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/curl/curl/blob/7bbaf2fffd947a1b7d1b96993caf00b9452200bd/README.md",
        "final_url": "https://github.com/curl/curl/blob/7bbaf2fffd947a1b7d1b96993caf00b9452200bd/README.md",
        "title": "curl/README.md at 7bbaf2fffd947a1b7d1b96993caf00b9452200bd \u00b7 curl/curl \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fa6-16cb-74a4-967c-072712de284e"
      },
      "version": {
        "kind": "commit",
        "value": "7bbaf2fffd947a1b7d1b96993caf00b9452200bd"
      }
    },
    {
      "slug": "git-readme",
      "name": "git",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: [](https://github.com/git/git/actions?query=branch%3Amaster+event%3Apush) [](https://gitlab.com/git-scm/git/-/pipelines?ref=master) GitHub's fetched Contents API response identifies README.md and reports the current blob SHA 46489b0971d04d02c1ba3eea5cd5c134e60c4f77 The fetched GitHub commits endpoint identifies fc1bac6b57a99cefe2c0febbe57bd19bd3e03ab9 as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining git to technical users and directing them to a practical first step.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README gives the reader a clear section for collapse file tree information."
        },
        {
          "section": "Files",
          "note": "The README gives the reader a clear section for files information."
        },
        {
          "section": "README.md",
          "note": "The README gives the reader a clear section for readme.md information."
        }
      ],
      "adaptation": [
        "Explain the product purpose and audience near the top.",
        "Put installation and first use in a direct sequence.",
        "Link to detailed documentation and contribution help."
      ],
      "tradeoff": "A project README supports users and contributors but may not address commercial evaluation or buyer needs.",
      "first_step": "Follow the Collapse file tree section and continue to the README's setup route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/git/git/blob/fc1bac6b57a99cefe2c0febbe57bd19bd3e03ab9/README.md",
        "final_url": "https://github.com/git/git/blob/fc1bac6b57a99cefe2c0febbe57bd19bd3e03ab9/README.md",
        "title": "git/README.md at fc1bac6b57a99cefe2c0febbe57bd19bd3e03ab9 \u00b7 git/git \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fa6-0107-76cb-bed9-04c56729024f"
      },
      "version": {
        "kind": "commit",
        "value": "fc1bac6b57a99cefe2c0febbe57bd19bd3e03ab9"
      }
    },
    {
      "slug": "neovim-readme",
      "name": "neovim",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: [](https://scan.coverity.com/projects/2227) [](https://repology.org/metapackage/neovim) GitHub's fetched Contents API response identifies README.md and reports the current blob SHA e92d0961d7307a7e539b68d5b5ba840727000e00 The fetched GitHub commits endpoint identifies dcbe5bdd96749a47098904224ceb09bfafd87ae7 as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining neovim to technical users and directing them to a practical first step.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README gives the reader a clear section for collapse file tree information."
        },
        {
          "section": "Files",
          "note": "The README gives the reader a clear section for files information."
        },
        {
          "section": "README.md",
          "note": "The README gives the reader a clear section for readme.md information."
        }
      ],
      "adaptation": [
        "Explain the product purpose and audience near the top.",
        "Put installation and first use in a direct sequence.",
        "Link to detailed documentation and contribution help."
      ],
      "tradeoff": "A project README supports users and contributors but may not address commercial evaluation or buyer needs.",
      "first_step": "Follow the Collapse file tree section and continue to the README's setup route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/neovim/neovim/blob/dcbe5bdd96749a47098904224ceb09bfafd87ae7/README.md",
        "final_url": "https://github.com/neovim/neovim/blob/dcbe5bdd96749a47098904224ceb09bfafd87ae7/README.md",
        "title": "neovim/README.md at dcbe5bdd96749a47098904224ceb09bfafd87ae7 \u00b7 neovim/neovim \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fa6-3171-760c-9bb4-fb248bd2a81d"
      },
      "version": {
        "kind": "commit",
        "value": "dcbe5bdd96749a47098904224ceb09bfafd87ae7"
      }
    },
    {
      "slug": "ripgrep-readme",
      "name": "ripgrep",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: ripgrep is a line-oriented search tool that recursively searches the current directory for a regex pattern. By default, ripgrep will respect gitignore rules GitHub's fetched Contents API response identifies README.md and reports the current blob SHA 54a7158a564faae22988da41efb1ef279e06fe5e The fetched GitHub commits endpoint identifies c035d23c26da7cf9d0eb96944b69a212240e17f1 as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining ripgrep to technical users and directing them to a practical first step.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README gives the reader a clear section for collapse file tree information."
        },
        {
          "section": "Files",
          "note": "The README gives the reader a clear section for files information."
        },
        {
          "section": "README.md",
          "note": "The README gives the reader a clear section for readme.md information."
        }
      ],
      "adaptation": [
        "Explain the product purpose and audience near the top.",
        "Put installation and first use in a direct sequence.",
        "Link to detailed documentation and contribution help."
      ],
      "tradeoff": "A project README supports users and contributors but may not address commercial evaluation or buyer needs.",
      "first_step": "Follow the Collapse file tree section and continue to the README's setup route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/BurntSushi/ripgrep/blob/c035d23c26da7cf9d0eb96944b69a212240e17f1/README.md",
        "final_url": "https://github.com/BurntSushi/ripgrep/blob/c035d23c26da7cf9d0eb96944b69a212240e17f1/README.md",
        "title": "ripgrep/README.md at c035d23c26da7cf9d0eb96944b69a212240e17f1 \u00b7 BurntSushi/ripgrep \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fa6-470f-7579-abd5-13ae0f70fe4d"
      },
      "version": {
        "kind": "commit",
        "value": "c035d23c26da7cf9d0eb96944b69a212240e17f1"
      }
    },
    {
      "slug": "fd-readme",
      "name": "fd",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: [](https://github.com/sharkdp/fd/actions/workflows/CICD.yml) [](https://crates.io/crates/fd-find) GitHub's fetched Contents API response identifies README.md and reports the current blob SHA a259c1119e4afc4026ad75826e6b88ea3f7f583d The fetched GitHub commits endpoint identifies 81efb5028c7e664faade9baec17d3f7de95fc151 as the latest commit affecting this README path.",
      "use_for": "Use this README as an example for explaining fd to technical users and directing them to a practical first step.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README gives the reader a clear section for collapse file tree information."
        },
        {
          "section": "Files",
          "note": "The README gives the reader a clear section for files information."
        },
        {
          "section": "README.md",
          "note": "The README gives the reader a clear section for readme.md information."
        }
      ],
      "adaptation": [
        "Explain the product purpose and audience near the top.",
        "Put installation and first use in a direct sequence.",
        "Link to detailed documentation and contribution help."
      ],
      "tradeoff": "A project README supports users and contributors but may not address commercial evaluation or buyer needs.",
      "first_step": "Follow the Collapse file tree section and continue to the README's setup route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/sharkdp/fd/blob/81efb5028c7e664faade9baec17d3f7de95fc151/README.md",
        "final_url": "https://github.com/sharkdp/fd/blob/81efb5028c7e664faade9baec17d3f7de95fc151/README.md",
        "title": "fd/README.md at 81efb5028c7e664faade9baec17d3f7de95fc151 \u00b7 sharkdp/fd \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fa6-5acc-703b-82eb-cae876aa6db8"
      },
      "version": {
        "kind": "commit",
        "value": "81efb5028c7e664faade9baec17d3f7de95fc151"
      }
    },
    {
      "slug": "bat-readme",
      "name": "bat",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: A  cat(1)  clone with syntax highlighting and Git integration. `bat` supports syntax highlighting for a large number of programming and markup GitHub's fetched Contents API response identifies README.md and reports the current blob SHA 8826d4e0dc8189ec247d96a18f9c5df057b5bcc7 The fetched GitHub commits endpoint identifies a58f23724a84bab02dbacf4e573fe702d7f84fe8 as the latest commit affecting this README path.",
      "use_for": "Use this README as a reference for explaining bat and helping users find setup and usage information.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "This README section provides readers a route to collapse file tree guidance."
        },
        {
          "section": "Files",
          "note": "This README section provides readers a route to files guidance."
        },
        {
          "section": "README.md",
          "note": "This README section provides readers a route to readme.md guidance."
        }
      ],
      "adaptation": [
        "State the tool's purpose and audience in a concise opening.",
        "Provide a usable first action and list system or account prerequisites.",
        "Link to documentation and support routes with descriptive labels."
      ],
      "tradeoff": "The README primarily serves project users and maintainers, so business buyers may still need product, support and pricing context.",
      "first_step": "Start with Collapse file tree and follow the linked installation or quickstart route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/sharkdp/bat/blob/a58f23724a84bab02dbacf4e573fe702d7f84fe8/README.md",
        "final_url": "https://github.com/sharkdp/bat/blob/a58f23724a84bab02dbacf4e573fe702d7f84fe8/README.md",
        "title": "bat/README.md at a58f23724a84bab02dbacf4e573fe702d7f84fe8 \u00b7 sharkdp/bat \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fa6-909e-7031-9ebf-8b61f4bd1c4f"
      },
      "version": {
        "kind": "commit",
        "value": "a58f23724a84bab02dbacf4e573fe702d7f84fe8"
      }
    },
    {
      "slug": "jq-readme",
      "name": "jq",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: `jq` is a lightweight and flexible command-line JSON processor akin to `sed`,`awk`,`grep`, and friends for JSON data. It's written in portable C and has zero runtime dependencies, allowing you to easily slice, filter, map, and transform structured data. Official Documentation**: jqlang.org GitHub's fetched Contents API response identifies README.md and reports the current blob SHA bb4a9dd91234fdb16c5748a26fcaafb89b1cd345 The fetched GitHub commits endpoint identifies 1b4109b0d00236763acd55435ed21b569f555546 as the latest commit affecting this README path.",
      "use_for": "Use this README as a reference for explaining jq and helping users find setup and usage information.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "This README section provides readers a route to collapse file tree guidance."
        },
        {
          "section": "Files",
          "note": "This README section provides readers a route to files guidance."
        },
        {
          "section": "README.md",
          "note": "This README section provides readers a route to readme.md guidance."
        }
      ],
      "adaptation": [
        "State the tool's purpose and audience in a concise opening.",
        "Provide a usable first action and list system or account prerequisites.",
        "Link to documentation and support routes with descriptive labels."
      ],
      "tradeoff": "The README primarily serves project users and maintainers, so business buyers may still need product, support and pricing context.",
      "first_step": "Start with Collapse file tree and follow the linked installation or quickstart route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/jqlang/jq/blob/1b4109b0d00236763acd55435ed21b569f555546/README.md",
        "final_url": "https://github.com/jqlang/jq/blob/1b4109b0d00236763acd55435ed21b569f555546/README.md",
        "title": "jq/README.md at 1b4109b0d00236763acd55435ed21b569f555546 \u00b7 jqlang/jq \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fa6-ab2b-727c-a1dc-1e92f9238243"
      },
      "version": {
        "kind": "commit",
        "value": "1b4109b0d00236763acd55435ed21b569f555546"
      }
    },
    {
      "slug": "yq-readme",
      "name": "yq",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: A lightweight and portable command-line YAML, JSON, INI and XML processor. `yq` uses jq (a popular JSON processor) like syntax but works with yaml files as well as json, kyaml, xml, ini, properties, csv and tsv. It doesn't yet support everything `jq` does - but it does support the most common operations and functions, and more is being added continuously. yq is written in Go - so you can download a dependency free bi GitHub's fetched Contents API response identifies README.md and reports the current blob SHA e8b42b0edd83f3e26e09e40ff9e6ae79ec8854cf The fetched GitHub commits endpoint identifies ef305adbe5a703a994f431812e0521d81f5f8668 as the latest commit affecting this README path.",
      "use_for": "Use this README as a reference for explaining yq and helping users find setup and usage information.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "This README section provides readers a route to collapse file tree guidance."
        },
        {
          "section": "Files",
          "note": "This README section provides readers a route to files guidance."
        },
        {
          "section": "README.md",
          "note": "This README section provides readers a route to readme.md guidance."
        }
      ],
      "adaptation": [
        "State the tool's purpose and audience in a concise opening.",
        "Provide a usable first action and list system or account prerequisites.",
        "Link to documentation and support routes with descriptive labels."
      ],
      "tradeoff": "The README primarily serves project users and maintainers, so business buyers may still need product, support and pricing context.",
      "first_step": "Start with Collapse file tree and follow the linked installation or quickstart route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/mikefarah/yq/blob/ef305adbe5a703a994f431812e0521d81f5f8668/README.md",
        "final_url": "https://github.com/mikefarah/yq/blob/ef305adbe5a703a994f431812e0521d81f5f8668/README.md",
        "title": "yq/README.md at ef305adbe5a703a994f431812e0521d81f5f8668 \u00b7 mikefarah/yq \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fa6-c370-7049-a02b-1d2882b7d73d"
      },
      "version": {
        "kind": "commit",
        "value": "ef305adbe5a703a994f431812e0521d81f5f8668"
      }
    },
    {
      "slug": "flask-readme",
      "name": "flask",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "prerequisites",
        "support-routing"
      ],
      "summary": "README demonstrates: Flask is a lightweight [WSGI] web application framework. It is designed to make getting started quick and easy, with the ability to scale up to GitHub's fetched Contents API response identifies README.md and reports the current blob SHA 64f56cac4f9d60020a39b9c2f803b1846796cf6d The fetched GitHub commits endpoint identifies 85cc71046475f9cb3efd17d496356795961249f9 as the latest commit affecting this README path.",
      "use_for": "Use this README as a reference for explaining flask and helping users find setup and usage information.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "This README section provides readers a route to collapse file tree guidance."
        },
        {
          "section": "Files",
          "note": "This README section provides readers a route to files guidance."
        },
        {
          "section": "README.md",
          "note": "This README section provides readers a route to readme.md guidance."
        }
      ],
      "adaptation": [
        "State the tool's purpose and audience in a concise opening.",
        "Provide a usable first action and list system or account prerequisites.",
        "Link to documentation and support routes with descriptive labels."
      ],
      "tradeoff": "The README primarily serves project users and maintainers, so business buyers may still need product, support and pricing context.",
      "first_step": "Start with Collapse file tree and follow the linked installation or quickstart route.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/pallets/flask/blob/85cc71046475f9cb3efd17d496356795961249f9/README.md",
        "final_url": "https://github.com/pallets/flask/blob/85cc71046475f9cb3efd17d496356795961249f9/README.md",
        "title": "flask/README.md at 85cc71046475f9cb3efd17d496356795961249f9 \u00b7 pallets/flask \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fa6-f0d7-775a-a05b-eeff947aacd8"
      },
      "version": {
        "kind": "commit",
        "value": "85cc71046475f9cb3efd17d496356795961249f9"
      }
    },
    {
      "slug": "workos",
      "name": "WorkOS",
      "artifact": "docs-home",
      "topic": "Official product documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The official WorkOS docs homepage presents AuthKit as a full-fledged authentication platform from first user to enterprise single sign-on. It links to documentation for hosted UI, enterprise authentication including SSO, passkeys, social sign-in and passwords, and roles and permissions with advanced RBAC.",
      "use_for": "Use this docs homepage as a reference for how WorkOS introduces its product and routes readers to setup or reference information.",
      "observations": [
        {
          "section": "AuthKit",
          "note": "The page directs readers to authkit information as part of the documentation experience."
        },
        {
          "section": "Authentication features",
          "note": "The page directs readers to authentication features information as part of the documentation experience."
        },
        {
          "section": "Additional Products",
          "note": "The page directs readers to additional products information as part of the documentation experience."
        }
      ],
      "adaptation": [
        "Lead with a clear first task and route readers to its guide.",
        "Separate getting started material from API and reference pages.",
        "Surface prerequisites, support routes and product boundaries."
      ],
      "tradeoff": "A technical documentation homepage prioritizes implementers; a separate business page may be needed for pricing and buyer evaluation.",
      "first_step": "Choose the AuthKit path that matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://workos.com/docs",
        "final_url": "https://workos.com/docs",
        "title": "WorkOS Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fab-9dd1-776f-9ebb-1788994da51a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "fivetran",
      "name": "Fivetran",
      "artifact": "docs-home",
      "topic": "Official product documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The official Fivetran documentation page provides Getting Started and Quickstart resources and navigation for connectors, destinations, transformations, activations, and logs.",
      "use_for": "Use this docs homepage as a reference for how Fivetran introduces its product and routes readers to setup or reference information.",
      "observations": [
        {
          "section": "Fivetran Documentation",
          "note": "The page directs readers to fivetran documentation information as part of the documentation experience."
        },
        {
          "section": "What's new",
          "note": "The page directs readers to what's new information as part of the documentation experience."
        },
        {
          "section": "Get started",
          "note": "The page directs readers to get started information as part of the documentation experience."
        }
      ],
      "adaptation": [
        "Lead with a clear first task and route readers to its guide.",
        "Separate getting started material from API and reference pages.",
        "Surface prerequisites, support routes and product boundaries."
      ],
      "tradeoff": "A technical documentation homepage prioritizes implementers; a separate business page may be needed for pricing and buyer evaluation.",
      "first_step": "Choose the Fivetran Documentation path that matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://fivetran.com/docs/getting-started",
        "final_url": "https://fivetran.com/docs/getting-started",
        "title": "Fivetran Documentation | Setup Guides for Data Pipelines",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fab-ae10-727a-a2d0-9fa2b460b9c7"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "airbyte",
      "name": "Airbyte",
      "artifact": "docs-home",
      "topic": "Official product documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The official Airbyte Docs homepage describes Airbyte as an open source data replication platform and context layer for AI agents, and says it can replicate data from hundreds of sources into warehouses, lakes, and databases.",
      "use_for": "Use this docs homepage as a reference for how Airbyte introduces its product and routes readers to setup or reference information.",
      "observations": [
        {
          "section": "Airbyte documentation",
          "note": "The page directs readers to airbyte documentation information as part of the documentation experience."
        },
        {
          "section": "Data Replication",
          "note": "The page directs readers to data replication information as part of the documentation experience."
        },
        {
          "section": "Popular sources",
          "note": "The page directs readers to popular sources information as part of the documentation experience."
        }
      ],
      "adaptation": [
        "Lead with a clear first task and route readers to its guide.",
        "Separate getting started material from API and reference pages.",
        "Surface prerequisites, support routes and product boundaries."
      ],
      "tradeoff": "A technical documentation homepage prioritizes implementers; a separate business page may be needed for pricing and buyer evaluation.",
      "first_step": "Choose the Airbyte documentation path that matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.airbyte.com/",
        "final_url": "https://docs.airbyte.com/",
        "title": "Airbyte Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fab-bcb8-7426-aa2b-9e3a916e88e0"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "mongodb",
      "name": "MongoDB",
      "artifact": "docs-home",
      "topic": "Official product documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The official MongoDB Docs homepage is headed 'Welcome to the MongoDB Docs' and introduces MongoDB as a document database, with documentation navigation and examples.",
      "use_for": "Use this docs homepage as a reference for how MongoDB introduces its product and routes readers to setup or reference information.",
      "observations": [
        {
          "section": "Welcome to the MongoDB Docs [Permalink to this heading](https://www.mongodb.com/docs/\\#welcome-to-the-mongodb-docs \"Permalink to this heading\")",
          "note": "The page directs readers to welcome to the mongodb docs [permalink to this heading](https://www.mongodb.com/docs/\\#welcome-to-the-mongodb-docs \"permalink to this heading\") information as part of the documentation experience."
        },
        {
          "section": "MongoDB also offers",
          "note": "The page directs readers to mongodb also offers information as part of the documentation experience."
        },
        {
          "section": "How This Documentation is Organized [Permalink to this heading](https://www.mongodb.com/docs/\\#how-this-documentation-is-organized \"Permalink to this heading\")",
          "note": "The page directs readers to how this documentation is organized [permalink to this heading](https://www.mongodb.com/docs/\\#how-this-documentation-is-organized \"permalink to this heading\") information as part of the documentation experience."
        }
      ],
      "adaptation": [
        "Lead with a clear first task and route readers to its guide.",
        "Separate getting started material from API and reference pages.",
        "Surface prerequisites, support routes and product boundaries."
      ],
      "tradeoff": "A technical documentation homepage prioritizes implementers; a separate business page may be needed for pricing and buyer evaluation.",
      "first_step": "Choose the Welcome to the MongoDB Docs [Permalink to this heading](https://www.mongodb.com/docs/\\#welcome-to-the-mongodb-docs \"Permalink to this heading\") path that matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.mongodb.com/docs/",
        "final_url": "https://www.mongodb.com/docs/",
        "title": "Welcome to the MongoDB Docs - MongoDB Documentation - MongoDB Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fab-cb86-728b-9c0a-2fd844f83b10"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "notion",
      "name": "Notion",
      "artifact": "docs-home",
      "topic": "Official product documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The official Notion Help homepage offers a Help Center search and links to getting started, Notion AI, Custom Agents, billing, sharing, and permissions topics.",
      "use_for": "Use this docs homepage as a reference for how Notion introduces its product and routes readers to setup or reference information.",
      "observations": [
        {
          "section": "Hi, how can we help you?",
          "note": "The page directs readers to hi, how can we help you? information as part of the documentation experience."
        },
        {
          "section": "Popular topics",
          "note": "The page directs readers to popular topics information as part of the documentation experience."
        },
        {
          "section": "Browse by team",
          "note": "The page directs readers to browse by team information as part of the documentation experience."
        }
      ],
      "adaptation": [
        "Lead with a clear first task and route readers to its guide.",
        "Separate getting started material from API and reference pages.",
        "Surface prerequisites, support routes and product boundaries."
      ],
      "tradeoff": "A technical documentation homepage prioritizes implementers; a separate business page may be needed for pricing and buyer evaluation.",
      "first_step": "Choose the Hi, how can we help you? path that matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.notion.com/help",
        "final_url": "https://www.notion.com/help",
        "title": "Help, Support, and Documentation for Notion",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fab-df56-75ad-8895-270cff5e7cae"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "dbt",
      "name": "dbt",
      "artifact": "docs-home",
      "topic": "Official product documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The official dbt Docs homepage provides Quickstart and Guide resources, including getting up and running with dbt, and an About dbt article describing its shared Rust runtime.",
      "use_for": "Use this docs homepage as a reference for how dbt introduces its product and routes readers to setup or reference information.",
      "observations": [
        {
          "section": "New to dbt? Start here.",
          "note": "The page directs readers to new to dbt? start here. information as part of the documentation experience."
        },
        {
          "section": "Explore the docs by product",
          "note": "The page directs readers to explore the docs by product information as part of the documentation experience."
        },
        {
          "section": "Dive deeper into dbt",
          "note": "The page directs readers to dive deeper into dbt information as part of the documentation experience."
        }
      ],
      "adaptation": [
        "Lead with a clear first task and route readers to its guide.",
        "Separate getting started material from API and reference pages.",
        "Surface prerequisites, support routes and product boundaries."
      ],
      "tradeoff": "A technical documentation homepage prioritizes implementers; a separate business page may be needed for pricing and buyer evaluation.",
      "first_step": "Choose the New to dbt? Start here. path that matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.getdbt.com/?version=2",
        "final_url": "https://docs.getdbt.com/?version=2",
        "title": "dbt Developer Hub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fab-f120-74e8-8503-b09c27de5a45"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "algolia",
      "name": "Algolia",
      "artifact": "docs-home",
      "topic": "Official product documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The official Algolia docs homepage describes Algolia as a service for building search, discovery, and AI-powered retrieval experiences, with getting-started guides, libraries/tools, API reference, data management, search UIs, and Agent Studio documentation.",
      "use_for": "Use this docs homepage as a reference for how Algolia introduces its product and routes readers to setup or reference information.",
      "observations": [
        {
          "section": "Algolia docs",
          "note": "The page directs readers to algolia docs information as part of the documentation experience."
        },
        {
          "section": "Send and manage data",
          "note": "The page directs readers to send and manage data information as part of the documentation experience."
        },
        {
          "section": "Build search and AI experiences",
          "note": "The page directs readers to build search and ai experiences information as part of the documentation experience."
        }
      ],
      "adaptation": [
        "Lead with a clear first task and route readers to its guide.",
        "Separate getting started material from API and reference pages.",
        "Surface prerequisites, support routes and product boundaries."
      ],
      "tradeoff": "A technical documentation homepage prioritizes implementers; a separate business page may be needed for pricing and buyer evaluation.",
      "first_step": "Choose the Algolia docs path that matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.algolia.com/doc",
        "final_url": "https://www.algolia.com/doc",
        "title": "Algolia documentation | Search API guides, SDK and developer docs - Algolia",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fac-03d3-747e-9c52-1447394b99d6"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "contentful",
      "name": "Contentful",
      "artifact": "docs-home",
      "topic": "Official product documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The official Contentful developer docs homepage says its Content Management API lets developers create entries, manage assets, and automate publishing workflows, and provides documentation for concepts, tutorials, SDKs, API reference, extensibility, platform, Studio, personalization, and tools/plugins.",
      "use_for": "Use this docs homepage as a reference for how Contentful introduces its product and routes readers to setup or reference information.",
      "observations": [
        {
          "section": "Build, edit, and orchestrate content programmatically.",
          "note": "The page directs readers to build, edit, and orchestrate content programmatically. information as part of the documentation experience."
        },
        {
          "section": "Products",
          "note": "The page directs readers to products information as part of the documentation experience."
        },
        {
          "section": "Tutorials per platform",
          "note": "The page directs readers to tutorials per platform information as part of the documentation experience."
        }
      ],
      "adaptation": [
        "Lead with a clear first task and route readers to its guide.",
        "Separate getting started material from API and reference pages.",
        "Surface prerequisites, support routes and product boundaries."
      ],
      "tradeoff": "A technical documentation homepage prioritizes implementers; a separate business page may be needed for pricing and buyer evaluation.",
      "first_step": "Choose the Build, edit, and orchestrate content programmatically. path that matches the reader's immediate task.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.contentful.com/developers/docs/",
        "final_url": "https://www.contentful.com/developers/docs/",
        "title": "Get started | Documentation | Contentful Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fac-1699-7747-bb5b-bbf5fa5b3201"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "discord-developer-platform-documentation",
      "name": "Discord Developer Platform Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The fetched official Discord documentation homepage presents the Discord Developer Platform and links to building bots, apps, commands, and integrations that run inside Discord servers.",
      "use_for": "Use this documentation homepage as a reference for how Discord Developer Platform Documentation introduces its platform and routes readers to setup or reference resources.",
      "observations": [
        {
          "section": "[\u200b](https://docs.discord.com/developers/intro\\#what-do-you-want-to-build)  What do you want to build?",
          "note": "The homepage provides a route into [\u200b](https://docs.discord.com/developers/intro\\#what-do-you-want-to-build)  what do you want to build? documentation for platform users."
        },
        {
          "section": "[\u200b](https://docs.discord.com/developers/intro\\#new-to-discord-development)  New to Discord development?",
          "note": "The homepage provides a route into [\u200b](https://docs.discord.com/developers/intro\\#new-to-discord-development)  new to discord development? documentation for platform users."
        },
        {
          "section": "[\u200b](https://docs.discord.com/developers/intro\\#resources)  Resources",
          "note": "The homepage provides a route into [\u200b](https://docs.discord.com/developers/intro\\#resources)  resources documentation for platform users."
        }
      ],
      "adaptation": [
        "Organize technical information around the developer's next task.",
        "Make setup prerequisites and the first successful use easy to find.",
        "Link quickstarts to reference and support information."
      ],
      "tradeoff": "A developer portal may need a separate buyer page for commercial and support decisions.",
      "first_step": "Choose the [\u200b](https://docs.discord.com/developers/intro\\#what-do-you-want-to-build)  What do you want to build? route that matches the reader's goal.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.discord.com/developers/intro",
        "final_url": "https://docs.discord.com/developers/intro",
        "title": "Discord Developer Platform - Documentation - Discord",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fae-a15a-754f-8ec7-72dfee08919b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "asana-docs",
      "name": "Asana Docs",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The fetched homepage is headed \"Build for Clarity, Connectivity, and Collaboration\" and describes integrating tools, automating actions, and customizing workflows with Asana's developer platform.",
      "use_for": "Use this documentation homepage as a reference for how Asana Docs introduces its platform and routes readers to setup or reference resources.",
      "observations": [
        {
          "section": "Build for Clarity, Connectivity, and Collaboration",
          "note": "The homepage provides a route into build for clarity, connectivity, and collaboration documentation for platform users."
        },
        {
          "section": "Quick start   [Skip link to Quick start](https://developers.asana.com/\\#quick-start)",
          "note": "The homepage provides a route into quick start   [skip link to quick start](https://developers.asana.com/\\#quick-start) documentation for platform users."
        },
        {
          "section": "Tutorial: Export status updates to a CSV   [Skip link to Tutorial: Export status updates to a CSV](https://developers.asana.com/\\#tutorial-export-status-updates-to-a-csv)",
          "note": "The homepage provides a route into tutorial: export status updates to a csv   [skip link to tutorial: export status updates to a csv](https://developers.asana.com/\\#tutorial-export-status-updates-to-a-csv) documentation for platform users."
        }
      ],
      "adaptation": [
        "Organize technical information around the developer's next task.",
        "Make setup prerequisites and the first successful use easy to find.",
        "Link quickstarts to reference and support information."
      ],
      "tradeoff": "A developer portal may need a separate buyer page for commercial and support decisions.",
      "first_step": "Choose the Build for Clarity, Connectivity, and Collaboration route that matches the reader's goal.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.asana.com/",
        "final_url": "https://developers.asana.com/",
        "title": "Asana Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fae-8d45-72f6-9321-6816a66dda9d"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "zoom-developer-docs",
      "name": "Zoom Developer Docs",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The fetched homepage is headed \"Documentation\" and provides official Zoom developer sections for the platform, Video SDK, app building, OAuth, and distribution.",
      "use_for": "Use this documentation homepage as a reference for how Zoom Developer Docs introduces its platform and routes readers to setup or reference resources.",
      "observations": [
        {
          "section": "Documentation",
          "note": "The homepage provides a route into documentation documentation for platform users."
        },
        {
          "section": "Cookie Preference Center",
          "note": "The homepage provides a route into cookie preference center documentation for platform users."
        },
        {
          "section": "Manage Consent Preferences",
          "note": "The homepage provides a route into manage consent preferences documentation for platform users."
        }
      ],
      "adaptation": [
        "Organize technical information around the developer's next task.",
        "Make setup prerequisites and the first successful use easy to find.",
        "Link quickstarts to reference and support information."
      ],
      "tradeoff": "A developer portal may need a separate buyer page for commercial and support decisions.",
      "first_step": "Choose the Documentation route that matches the reader's goal.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.zoom.us/docs/",
        "final_url": "https://developers.zoom.us/docs/",
        "title": "Zoom Developer Docs - Zoom Developer Platform",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fae-6a17-76de-b1d4-fb4e8e2fc466"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "intercom-developers",
      "name": "Intercom Developers",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The fetched homepage is headed \"Intercom for Developers\" and says developers can build apps and integrate with Intercom using its APIs and SDKs.",
      "use_for": "Use this documentation homepage as a reference for how Intercom Developers introduces its platform and routes readers to setup or reference resources.",
      "observations": [
        {
          "section": "Intercom for Developers",
          "note": "The homepage provides a route into intercom for developers documentation for platform users."
        },
        {
          "section": "Integrate with Intercom by building apps on the complete [AI customer service platform](https://www.intercom.com/). Create seamless customized experiences in the Intercom Help Desk and Messenger using our APIs and SDKS.",
          "note": "The homepage provides a route into integrate with intercom by building apps on the complete [ai customer service platform](https://www.intercom.com/). create seamless customized experiences in the intercom help desk and messenger using our apis and sdks. documentation for platform users."
        },
        {
          "section": "Install Intercom",
          "note": "The homepage provides a route into install intercom documentation for platform users."
        }
      ],
      "adaptation": [
        "Organize technical information around the developer's next task.",
        "Make setup prerequisites and the first successful use easy to find.",
        "Link quickstarts to reference and support information."
      ],
      "tradeoff": "A developer portal may need a separate buyer page for commercial and support decisions.",
      "first_step": "Choose the Intercom for Developers route that matches the reader's goal.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.intercom.com/",
        "final_url": "https://developers.intercom.com/",
        "title": "Intercom Developers | Intercom and Fin Developer Platform",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fae-c9a3-735d-9a45-c637b3a774dd"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "mailchimp-developer",
      "name": "Mailchimp Developer",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The fetched homepage is headed \"Build with Mailchimp\" and provides developer tools for integrating data with marketing tools and event-driven transactional email and SMS, with links to Marketing API documentation and API reference.",
      "use_for": "Use this documentation homepage as a reference for how Mailchimp Developer introduces its platform and routes readers to setup or reference resources.",
      "observations": [
        {
          "section": "Build with Mailchimp",
          "note": "The homepage provides a route into build with mailchimp documentation for platform users."
        },
        {
          "section": "You\u2019ll be in good company",
          "note": "The homepage provides a route into you\u2019ll be in good company documentation for platform users."
        },
        {
          "section": "A helping hand to scale your Mailchimp Integration",
          "note": "The homepage provides a route into a helping hand to scale your mailchimp integration documentation for platform users."
        }
      ],
      "adaptation": [
        "Organize technical information around the developer's next task.",
        "Make setup prerequisites and the first successful use easy to find.",
        "Link quickstarts to reference and support information."
      ],
      "tradeoff": "A developer portal may need a separate buyer page for commercial and support decisions.",
      "first_step": "Choose the Build with Mailchimp route that matches the reader's goal.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://mailchimp.com/developer/",
        "final_url": "https://mailchimp.com/developer/",
        "title": "Mailchimp Developer | Mailchimp | Developer",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fae-b589-754d-bd66-2f814728bf14"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "gitlab-api-documentation",
      "name": "GitLab API Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The fetched official GitLab page is headed \"Extend with GitLab\" and describes using the GitLab REST API for programmatic interaction, including requests, rate limits, pagination, encoding, and versioning.",
      "use_for": "Use this documentation homepage as a reference for how GitLab API Documentation introduces its platform and routes readers to setup or reference resources.",
      "observations": [
        {
          "section": "Overview",
          "note": "The homepage provides a route into overview documentation for platform users."
        },
        {
          "section": "Getting started",
          "note": "The homepage provides a route into getting started documentation for platform users."
        },
        {
          "section": "Reference",
          "note": "The homepage provides a route into reference documentation for platform users."
        }
      ],
      "adaptation": [
        "Organize technical information around the developer's next task.",
        "Make setup prerequisites and the first successful use easy to find.",
        "Link quickstarts to reference and support information."
      ],
      "tradeoff": "A developer portal may need a separate buyer page for commercial and support decisions.",
      "first_step": "Choose the Extend with GitLab route that matches the reader's goal.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.gitlab.com/api/",
        "final_url": "https://docs.gitlab.com/api/",
        "title": "Extend with GitLab | GitLab Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fae-e3bb-700a-9003-bfeb3ab73b8f"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "cloudflare-developer-docs",
      "name": "Cloudflare Developer Docs",
      "artifact": "docs-home",
      "topic": "Developer platform documentation",
      "patterns": [
        "use-case-routing",
        "first-result",
        "prerequisites"
      ],
      "summary": "The fetched homepage is headed \"Cloudflare Developer Docs\" and says it provides guides and tutorials for building on Cloudflare's platform, with a developer-platform getting-started link.",
      "use_for": "Use this documentation homepage as a reference for how Cloudflare Developer Docs introduces its platform and routes readers to setup or reference resources.",
      "observations": [
        {
          "section": "Cloudflare Developer Docs",
          "note": "The homepage provides a route into cloudflare developer docs documentation for platform users."
        },
        {
          "section": "Powerful primitives, seamlessly integrated",
          "note": "The homepage provides a route into powerful primitives, seamlessly integrated documentation for platform users."
        },
        {
          "section": "Deploy with one command",
          "note": "The homepage provides a route into deploy with one command documentation for platform users."
        }
      ],
      "adaptation": [
        "Organize technical information around the developer's next task.",
        "Make setup prerequisites and the first successful use easy to find.",
        "Link quickstarts to reference and support information."
      ],
      "tradeoff": "A developer portal may need a separate buyer page for commercial and support decisions.",
      "first_step": "Choose the Cloudflare Developer Docs route that matches the reader's goal.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.cloudflare.com/",
        "final_url": "https://developers.cloudflare.com/",
        "title": "Cloudflare Developer Docs | Cloudflare Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fae-f890-71e5-b9e3-8b3e823beec7"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "bazel",
      "name": "Bazel",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "first-result",
        "stack-routing"
      ],
      "summary": "Bazel uses its README to orient users to the project and link them into setup and reference materials.",
      "use_for": "Use as a reference when explaining Bazel or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Documentation",
          "note": "Points readers to maintained documentation for deeper setup and reference details."
        },
        {
          "section": "Reporting a Vulnerability",
          "note": "Separates security reporting or project safety guidance from general product orientation."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Getting Started section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/bazelbuild/bazel/blob/760f1800e1cec3c6bb85259986aabf5ffc4f6e0c/README.md",
        "final_url": "https://github.com/bazelbuild/bazel/blob/760f1800e1cec3c6bb85259986aabf5ffc4f6e0c/README.md",
        "title": "Bazel README at 760f1800e1cec3c6bb85259986aabf5ffc4f6e0c",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-7cf5-7162-b73b-8518b43d8a38"
      },
      "version": {
        "kind": "commit",
        "value": "760f1800e1cec3c6bb85259986aabf5ffc4f6e0c"
      }
    },
    {
      "slug": "caddy",
      "name": "Caddy",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "- [Features](#features) - [Install](#install) - [Build from source](#build-from-source) - [For development](#for-development) - [With version information and/or plugins](#with-version-information-andor-plugins) - [Quick start](#quick-start) - [Overview](#overview) - [Full documentation](#full-documentation) - [Getting help](#getting-help) - [About]",
      "use_for": "Use as a reference when explaining Caddy or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "Features",
          "note": "Gives the README a dedicated features section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Install",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Build from source",
          "note": "Gives the README a dedicated build from source section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Features section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/caddyserver/caddy/blob/c8591a1e46e4d0e39b6ca20633c44cd42f874f71/README.md",
        "final_url": "https://github.com/caddyserver/caddy/blob/c8591a1e46e4d0e39b6ca20633c44cd42f874f71/README.md",
        "title": "Caddy README at c8591a1e46e4d0e39b6ca20633c44cd42f874f71",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-3d13-733e-9ed0-0f38b613b9da"
      },
      "version": {
        "kind": "commit",
        "value": "c8591a1e46e4d0e39b6ca20633c44cd42f874f71"
      }
    },
    {
      "slug": "envoy",
      "name": "Envoy",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "stack-routing",
        "support-routing"
      ],
      "summary": "![Envoy Logo](https://github.com/envoyproxy/artwork/blob/main/PNG/EnvoyLogoFinalPANTONE.png)",
      "use_for": "Use as a reference when explaining Envoy or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "Documentation",
          "note": "Points readers to maintained documentation for deeper setup and reference details."
        },
        {
          "section": "Related",
          "note": "Gives the README a dedicated related section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Community Meeting",
          "note": "Directs contributors or users to the appropriate participation or help route."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Documentation section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/envoyproxy/envoy/blob/1a4a9b905b34ac6eb25aa066cb4cf3cd84844896/README.md",
        "final_url": "https://github.com/envoyproxy/envoy/blob/1a4a9b905b34ac6eb25aa066cb4cf3cd84844896/README.md",
        "title": "Envoy README at 1a4a9b905b34ac6eb25aa066cb4cf3cd84844896",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-4938-71cd-a617-3f1ae12227dd"
      },
      "version": {
        "kind": "commit",
        "value": "1a4a9b905b34ac6eb25aa066cb4cf3cd84844896"
      }
    },
    {
      "slug": "opentelemetry-collector",
      "name": "OpenTelemetry Collector",
      "artifact": "readme",
      "topic": "Observability and search",
      "patterns": [
        "support-routing",
        "workflow-explanation"
      ],
      "summary": "The OpenTelemetry Collector offers a vendor-agnostic implementation on how to receive, process and export telemetry data. In addition, it removes the need to run, operate and maintain multiple agents/collectors in order to support open-source telemetry data formats (e.g. Jaeger, Prometheus, etc.) to multiple open-source or commercial back-ends.",
      "use_for": "Use as a reference when explaining OpenTelemetry Collector or a comparable observability and search product to technical users.",
      "observations": [
        {
          "section": "Community",
          "note": "Directs contributors or users to the appropriate participation or help route."
        },
        {
          "section": "Supported OTLP version",
          "note": "Directs contributors or users to the appropriate participation or help route."
        },
        {
          "section": "Stability levels",
          "note": "Gives the README a dedicated stability levels section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Community section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/open-telemetry/opentelemetry-collector/blob/cee245c32ca5c271a03e3deafd69d85b8376d4c5/README.md",
        "final_url": "https://github.com/open-telemetry/opentelemetry-collector/blob/cee245c32ca5c271a03e3deafd69d85b8376d4c5/README.md",
        "title": "OpenTelemetry Collector README at cee245c32ca5c271a03e3deafd69d85b8376d4c5",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-56a5-74ca-8afa-2e563b241f21"
      },
      "version": {
        "kind": "commit",
        "value": "cee245c32ca5c271a03e3deafd69d85b8376d4c5"
      }
    },
    {
      "slug": "meilisearch",
      "name": "Meilisearch",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "[Meilisearch](https://www.meilisearch.com?utmcampaign=oss&utmsource=github&utmmedium=meilisearch&utmcontent=intro) helps you shape a delightful search experience in a snap, offering features that work out of the box to speed up your workflow.",
      "use_for": "Use as a reference when explaining Meilisearch or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "\ud83d\udda5 Examples",
          "note": "Gives the README a dedicated \ud83d\udda5 examples section, making this topic discoverable from the project entry page."
        },
        {
          "section": "\u2728 Features",
          "note": "Gives the README a dedicated \u2728 features section, making this topic discoverable from the project entry page."
        },
        {
          "section": "\ud83e\uddf0 SDKs & integration tools",
          "note": "Gives the README a dedicated \ud83e\uddf0 sdks & integration tools section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's \ud83d\udda5 Examples section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/meilisearch/meilisearch/blob/9d3365c81607e17ec9df1473f97d5dc9109bb1c4/README.md",
        "final_url": "https://github.com/meilisearch/meilisearch/blob/9d3365c81607e17ec9df1473f97d5dc9109bb1c4/README.md",
        "title": "Meilisearch README at 9d3365c81607e17ec9df1473f97d5dc9109bb1c4",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-6561-73d5-b181-9b8c99c951c8"
      },
      "version": {
        "kind": "commit",
        "value": "9d3365c81607e17ec9df1473f97d5dc9109bb1c4"
      }
    },
    {
      "slug": "nats-server",
      "name": "NATS Server",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "stack-routing",
        "workflow-explanation"
      ],
      "summary": "[NATS](https://nats.io) is a simple, secure and performant communications system for digital systems, services and devices. NATS is part of the Cloud Native Computing Foundation ([CNCF](https://cncf.io)). NATS has over [40 client language implementations](https://nats.io/download/), and its server can run on-premise, in the cloud, at the edge, and ",
      "use_for": "Use as a reference when explaining NATS Server or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "Documentation",
          "note": "Points readers to maintained documentation for deeper setup and reference details."
        },
        {
          "section": "Roadmap",
          "note": "Gives the README a dedicated roadmap section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Adopters",
          "note": "Gives the README a dedicated adopters section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Documentation section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/nats-io/nats-server/blob/6af2d22525d55f08ea72812e799b0397e1cf06f1/README.md",
        "final_url": "https://github.com/nats-io/nats-server/blob/6af2d22525d55f08ea72812e799b0397e1cf06f1/README.md",
        "title": "NATS Server README at 6af2d22525d55f08ea72812e799b0397e1cf06f1",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-87ba-7272-bbef-274fc38441b3"
      },
      "version": {
        "kind": "commit",
        "value": "6af2d22525d55f08ea72812e799b0397e1cf06f1"
      }
    },
    {
      "slug": "cal-diy",
      "name": "Cal.diy",
      "artifact": "readme",
      "topic": "Collaboration software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "> [!WARNING] > Use at your own risk. Cal.diy is the open source community edition of Cal.com and it is intended for users who want to self-host their own Cal.diy instance. It is strictly recommended for personal, non-production use. Please review all installation and configuration steps carefully. Self-hosting requires advanced knowledge of server ",
      "use_for": "Use as a reference when explaining Cal.diy or a comparable collaboration software product to technical users.",
      "observations": [
        {
          "section": "About Cal.diy",
          "note": "Gives the README a dedicated about cal.diy section, making this topic discoverable from the project entry page."
        },
        {
          "section": "What's different from Cal.com?",
          "note": "Gives the README a dedicated what's different from cal.com? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Built With",
          "note": "Gives the README a dedicated built with section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's About Cal.diy section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/calcom/cal.com/blob/54343aa685ae8f33159d2f485ec4a57bad5c574a/README.md",
        "final_url": "https://github.com/calcom/cal.com/blob/54343aa685ae8f33159d2f485ec4a57bad5c574a/README.md",
        "title": "Cal.diy README at 54343aa685ae8f33159d2f485ec4a57bad5c574a",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-937d-761e-b055-78a1c5c8bbe6"
      },
      "version": {
        "kind": "commit",
        "value": "54343aa685ae8f33159d2f485ec4a57bad5c574a"
      }
    },
    {
      "slug": "appsmith",
      "name": "Appsmith",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "Organizations build custom applications like dashboards, admin panels, customer 360, IT automation, and service management tools to help their teams work more efficiently and effectively. Appsmith is an open-source low-code platform that streamlines custom application development, deployment, and maintenance. Learn more on our [website](https://www",
      "use_for": "Use as a reference when explaining Appsmith or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "Installation",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Development",
          "note": "Gives the README a dedicated development section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Learning Resources",
          "note": "Gives the README a dedicated learning resources section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Installation section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/appsmithorg/appsmith/blob/fb3eb95595936113995bc04bc3933570c46c392d/README.md",
        "final_url": "https://github.com/appsmithorg/appsmith/blob/fb3eb95595936113995bc04bc3933570c46c392d/README.md",
        "title": "Appsmith README at fb3eb95595936113995bc04bc3933570c46c392d",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-a22e-753b-850e-611abdfb9dc6"
      },
      "version": {
        "kind": "commit",
        "value": "fb3eb95595936113995bc04bc3933570c46c392d"
      }
    },
    {
      "slug": "openbao",
      "name": "OpenBao",
      "artifact": "readme",
      "topic": "Security and identity",
      "patterns": [
        "first-result",
        "stack-routing"
      ],
      "summary": "Please note: We take OpenBao's security and our users' trust very seriously. If you believe you have found a security issue in OpenBao, please responsibly disclose by contacting us at [openbao-security@lists.openssf.org](mailto:openbao-security@lists.openssf.org).",
      "use_for": "Use as a reference when explaining OpenBao or a comparable security and identity product to technical users.",
      "observations": [
        {
          "section": "Documentation and Getting Started",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Developing OpenBao",
          "note": "Gives the README a dedicated developing openbao section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Importing OpenBao",
          "note": "Gives the README a dedicated importing openbao section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Documentation and Getting Started section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/openbao/openbao/blob/a032e313cf4f7a5c631997fde15e5be90dab97d8/README.md",
        "final_url": "https://github.com/openbao/openbao/blob/a032e313cf4f7a5c631997fde15e5be90dab97d8/README.md",
        "title": "OpenBao README at a032e313cf4f7a5c631997fde15e5be90dab97d8",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-bb4d-742a-ab7c-65292895d365"
      },
      "version": {
        "kind": "commit",
        "value": "a032e313cf4f7a5c631997fde15e5be90dab97d8"
      }
    },
    {
      "slug": "infisical",
      "name": "Infisical",
      "artifact": "readme",
      "topic": "Security and identity",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "[Infisical](https://infisical.com) is the open source security infrastructure platform that teams use for secrets, certificates, and privileged access management.",
      "use_for": "Use as a reference when explaining Infisical or a comparable security and identity product to technical users.",
      "observations": [
        {
          "section": "Secrets Management:",
          "note": "Gives the README a dedicated secrets management: section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Certificate Management",
          "note": "Gives the README a dedicated certificate management section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Infisical Key Management System (KMS):",
          "note": "Gives the README a dedicated infisical key management system (kms): section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Secrets Management: section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/Infisical/infisical/blob/ebe2f8ca70d6c7fc8f1e680fc4edb7d4bbb48a80/README.md",
        "final_url": "https://github.com/Infisical/infisical/blob/ebe2f8ca70d6c7fc8f1e680fc4edb7d4bbb48a80/README.md",
        "title": "Infisical README at ebe2f8ca70d6c7fc8f1e680fc4edb7d4bbb48a80",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-af37-764c-93dc-615efd344ff7"
      },
      "version": {
        "kind": "commit",
        "value": "ebe2f8ca70d6c7fc8f1e680fc4edb7d4bbb48a80"
      }
    },
    {
      "slug": "age",
      "name": "age",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "age is a simple, modern and secure file encryption tool, format, and Go library.",
      "use_for": "Use as a reference when explaining age or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "Multiple recipients",
          "note": "Gives the README a dedicated multiple recipients section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Post-quantum keys",
          "note": "Gives the README a dedicated post-quantum keys section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Passphrase-protected key files",
          "note": "Gives the README a dedicated passphrase-protected key files section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Multiple recipients section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/FiloSottile/age/blob/5c1b90c1a6012ef59b327a4d45b57bd67bb9b8c7/README.md",
        "final_url": "https://github.com/FiloSottile/age/blob/5c1b90c1a6012ef59b327a4d45b57bd67bb9b8c7/README.md",
        "title": "age README at 5c1b90c1a6012ef59b327a4d45b57bd67bb9b8c7",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-c94e-7009-b8b6-ad6000fcd90b"
      },
      "version": {
        "kind": "commit",
        "value": "5c1b90c1a6012ef59b327a4d45b57bd67bb9b8c7"
      }
    },
    {
      "slug": "open-policy-agent",
      "name": "Open Policy Agent",
      "artifact": "readme",
      "topic": "Security and identity",
      "patterns": [
        "support-routing",
        "workflow-explanation"
      ],
      "summary": "Open Policy Agent (OPA) is an open source, general-purpose policy engine that enables unified, context-aware policy enforcement across the entire stack.",
      "use_for": "Use as a reference when explaining Open Policy Agent or a comparable security and identity product to technical users.",
      "observations": [
        {
          "section": "Get started with OPA",
          "note": "Gives the README a dedicated get started with opa section, making this topic discoverable from the project entry page."
        },
        {
          "section": "How does OPA work?",
          "note": "Gives the README a dedicated how does opa work? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Security",
          "note": "Separates security reporting or project safety guidance from general product orientation."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Get started with OPA section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/open-policy-agent/opa/blob/c36537c103d07686e1fb77f836224c1925fa5588/README.md",
        "final_url": "https://github.com/open-policy-agent/opa/blob/c36537c103d07686e1fb77f836224c1925fa5588/README.md",
        "title": "Open Policy Agent README at c36537c103d07686e1fb77f836224c1925fa5588",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-d551-759c-8e3c-e758defff9d4"
      },
      "version": {
        "kind": "commit",
        "value": "c36537c103d07686e1fb77f836224c1925fa5588"
      }
    },
    {
      "slug": "kyverno",
      "name": "Kyverno",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "support-routing",
        "workflow-explanation"
      ],
      "summary": "Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at",
      "use_for": "Use as a reference when explaining Kyverno or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "About Kyverno",
          "note": "Gives the README a dedicated about kyverno section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Non-Goals",
          "note": "Gives the README a dedicated non-goals section, making this topic discoverable from the project entry page."
        },
        {
          "section": "1. Security & Compliance",
          "note": "Separates security reporting or project safety guidance from general product orientation."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's About Kyverno section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/kyverno/kyverno/blob/9d3a2c026efb1a85ea3c7c26b1c95d60eab18790/README.md",
        "final_url": "https://github.com/kyverno/kyverno/blob/9d3a2c026efb1a85ea3c7c26b1c95d60eab18790/README.md",
        "title": "Kyverno README at 9d3a2c026efb1a85ea3c7c26b1c95d60eab18790",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-e389-72c1-aaa7-bfded7518b14"
      },
      "version": {
        "kind": "commit",
        "value": "9d3a2c026efb1a85ea3c7c26b1c95d60eab18790"
      }
    },
    {
      "slug": "trivy",
      "name": "Trivy",
      "artifact": "readme",
      "topic": "Security and identity",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "Trivy ([pronunciation][pronunciation]) is a comprehensive and versatile security scanner. Trivy has scanners that look for security issues, and targets where it can find those issues.",
      "use_for": "Use as a reference when explaining Trivy or a comparable security and identity product to technical users.",
      "observations": [
        {
          "section": "Quick Start",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Canary builds",
          "note": "Gives the README a dedicated canary builds section, making this topic discoverable from the project entry page."
        },
        {
          "section": "General usage",
          "note": "Gives the README a dedicated general usage section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Quick Start section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/aquasecurity/trivy/blob/2095d49c0115bb99e075b4c79487e97b5f2a4df9/README.md",
        "final_url": "https://github.com/aquasecurity/trivy/blob/2095d49c0115bb99e075b4c79487e97b5f2a4df9/README.md",
        "title": "Trivy README at 2095d49c0115bb99e075b4c79487e97b5f2a4df9",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-f1b8-7233-86c6-1cd1d4839f11"
      },
      "version": {
        "kind": "commit",
        "value": "2095d49c0115bb99e075b4c79487e97b5f2a4df9"
      }
    },
    {
      "slug": "semgrep",
      "name": "Semgrep",
      "artifact": "readme",
      "topic": "Security and identity",
      "patterns": [
        "support-routing",
        "workflow-explanation"
      ],
      "summary": "Semgrep is a fast, open-source, static analysis tool that searches code, finds bugs, and enforces secure guardrails and coding standards. Semgrep [supports 30+ languages](#language-support) and can run in an IDE, as a pre-commit check, and as part of CI/CD workflows.",
      "use_for": "Use as a reference when explaining Semgrep or a comparable security and identity product to technical users.",
      "observations": [
        {
          "section": "Language support",
          "note": "Directs contributors or users to the appropriate participation or help route."
        },
        {
          "section": "Semgrep Ecosystem",
          "note": "Gives the README a dedicated semgrep ecosystem section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Semgrep Rules",
          "note": "Gives the README a dedicated semgrep rules section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Language support section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/semgrep/semgrep/blob/419a8636f584826519fa5a41aa637dc7abadf4f8/README.md",
        "final_url": "https://github.com/semgrep/semgrep/blob/419a8636f584826519fa5a41aa637dc7abadf4f8/README.md",
        "title": "Semgrep README at 419a8636f584826519fa5a41aa637dc7abadf4f8",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fce-fd1f-75f9-ad0b-709adb357b9a"
      },
      "version": {
        "kind": "commit",
        "value": "419a8636f584826519fa5a41aa637dc7abadf4f8"
      }
    },
    {
      "slug": "falco",
      "name": "Falco",
      "artifact": "readme",
      "topic": "Security and identity",
      "patterns": [
        "first-result",
        "support-routing"
      ],
      "summary": "[Falco](https://falco.org/) is a cloud native runtime security tool for Linux operating systems. It is designed to detect and alert on abnormal behavior and potential security threats in real-time.",
      "use_for": "Use as a reference when explaining Falco or a comparable security and identity product to technical users.",
      "observations": [
        {
          "section": "Getting Started with Falco",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Demo Environment",
          "note": "Gives the README a dedicated demo environment section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Commitment to Falco's Own Security",
          "note": "Separates security reporting or project safety guidance from general product orientation."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Getting Started with Falco section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/falcosecurity/falco/blob/7f1f02379155a1838e52194e0afcd48d53029897/README.md",
        "final_url": "https://github.com/falcosecurity/falco/blob/7f1f02379155a1838e52194e0afcd48d53029897/README.md",
        "title": "Falco README at 7f1f02379155a1838e52194e0afcd48d53029897",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fcf-0d79-7303-bdfb-64aafc25cd7b"
      },
      "version": {
        "kind": "commit",
        "value": "7f1f02379155a1838e52194e0afcd48d53029897"
      }
    },
    {
      "slug": "authelia",
      "name": "Authelia",
      "artifact": "readme",
      "topic": "Security and identity",
      "patterns": [
        "capability-map",
        "support-routing"
      ],
      "summary": "Authelia is an open-source authentication and authorization server providing two-factor authentication and single sign-on (SSO) for your applications via a web portal. It acts as a companion for [reverse proxies](#proxy-support) by allowing, denying, or redirecting requests.",
      "use_for": "Use as a reference when explaining Authelia or a comparable security and identity product to technical users.",
      "observations": [
        {
          "section": "Features summary",
          "note": "Gives the README a dedicated features summary section, making this topic discoverable from the project entry page."
        },
        {
          "section": "OpenID Connect 1.0 / OAuth 2.0",
          "note": "Gives the README a dedicated openid connect 1.0 / oauth 2.0 section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Proxy support",
          "note": "Directs contributors or users to the appropriate participation or help route."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Features summary section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/authelia/authelia/blob/2cea3a0b7dad8c734a9d2ba17dbaa4d798d3a529/README.md",
        "final_url": "https://github.com/authelia/authelia/blob/2cea3a0b7dad8c734a9d2ba17dbaa4d798d3a529/README.md",
        "title": "Authelia README at 2cea3a0b7dad8c734a9d2ba17dbaa4d798d3a529",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fcf-2601-76ed-b46e-d5b854e0988d"
      },
      "version": {
        "kind": "commit",
        "value": "2cea3a0b7dad8c734a9d2ba17dbaa4d798d3a529"
      }
    },
    {
      "slug": "gitleaks",
      "name": "Gitleaks",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "Gitleaks uses its README to orient users to the project and link them into setup and reference materials.",
      "use_for": "Use as a reference when explaining Gitleaks or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Creating a baseline",
          "note": "Gives the README a dedicated creating a baseline section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Load Configuration",
          "note": "Gives the README a dedicated load configuration section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Getting Started section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/gitleaks/gitleaks/blob/80093b8a7b600e52d96ec5d49e9657f5c74b77fa/README.md",
        "final_url": "https://github.com/gitleaks/gitleaks/blob/80093b8a7b600e52d96ec5d49e9657f5c74b77fa/README.md",
        "title": "Gitleaks README at 80093b8a7b600e52d96ec5d49e9657f5c74b77fa",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fcf-35e9-718a-a5e9-5a14f6c71201"
      },
      "version": {
        "kind": "commit",
        "value": "80093b8a7b600e52d96ec5d49e9657f5c74b77fa"
      }
    },
    {
      "slug": "payload",
      "name": "Payload",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "> [!IMPORTANT] > Star this repo or keep an eye on it to follow along.",
      "use_for": "Use as a reference when explaining Payload or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "## Quickstart",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "## \u2728 Payload Features",
          "note": "Gives the README a dedicated ## \u2728 payload features section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## \ud83d\udd0c Plugins",
          "note": "Gives the README a dedicated ## \ud83d\udd0c plugins section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## Quickstart section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/payloadcms/payload/blob/58fe76533cd67265f4b7d02f4eb9f837c2626f00/README.md",
        "final_url": "https://github.com/payloadcms/payload/blob/58fe76533cd67265f4b7d02f4eb9f837c2626f00/README.md",
        "title": "Payload README at 58fe76533cd67265f4b7d02f4eb9f837c2626f00",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fcf-82b4-707a-89f1-1a742f2ae680"
      },
      "version": {
        "kind": "commit",
        "value": "58fe76533cd67265f4b7d02f4eb9f837c2626f00"
      }
    },
    {
      "slug": "medusa",
      "name": "Medusa",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "The fastest way to get started is with [Medusa Cloud](https://medusajs.com/cloud/). It provides a managed environment optimized for Medusa applications, with automated deployments, scaling, and maintenance. [Get started on Medusa Cloud](https://cloud.medusajs.com)",
      "use_for": "Use as a reference when explaining Medusa or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "## Getting Started",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "## About Medusa",
          "note": "Gives the README a dedicated ## about medusa section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Upgrades & Integrations",
          "note": "Gives the README a dedicated ## upgrades & integrations section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## Getting Started section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/medusajs/medusa/blob/f274f4e0739e487733354f329f2f29ad673a8647/README.md",
        "final_url": "https://github.com/medusajs/medusa/blob/f274f4e0739e487733354f329f2f29ad673a8647/README.md",
        "title": "Medusa README at f274f4e0739e487733354f329f2f29ad673a8647",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fcf-a6d3-7670-8ea2-9cd5a29a1e70"
      },
      "version": {
        "kind": "commit",
        "value": "f274f4e0739e487733354f329f2f29ad673a8647"
      }
    },
    {
      "slug": "ghost",
      "name": "Ghost",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "&nbsp; <p align=\"center\"> <a href=\"https://ghost.org/#gh-light-mode-only\" target=\"blank\"> <img src=\"https://user-images.githubusercontent.com/65487235/157884383-1b75feb1-45d8-4430-b636-3f7e06577347.png\" alt=\"Ghost\" width=\"200px\"> </a> <a href=\"https://ghost.org/#gh-dark-mode-only\" target=\"blank\"> <img src=\"https://user-images.githubusercontent.com/",
      "use_for": "Use as a reference when explaining Ghost or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "# Quickstart install",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "# Getting help",
          "note": "Gives the README a dedicated # getting help section, making this topic discoverable from the project entry page."
        },
        {
          "section": "# License & trademark",
          "note": "Gives the README a dedicated # license & trademark section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's # Quickstart install section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/TryGhost/Ghost/blob/c600549465f364bf857828c2838e88696f282a1c/README.md",
        "final_url": "https://github.com/TryGhost/Ghost/blob/c600549465f364bf857828c2838e88696f282a1c/README.md",
        "title": "Ghost README at c600549465f364bf857828c2838e88696f282a1c",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fcf-b2cc-7412-9fe3-94a1769e91fe"
      },
      "version": {
        "kind": "commit",
        "value": "c600549465f364bf857828c2838e88696f282a1c"
      }
    },
    {
      "slug": "wiki-js",
      "name": "Wiki.js",
      "artifact": "readme",
      "topic": "Collaboration software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "![GitHub Release](https://img.shields.io/github/v/release/requarks/wiki?style=flat&logo=wiki.js&cacheSeconds=300) [![License](https://img.shields.io/badge/license-AGPLv3-blue.svg?style=flat)](https://github.com/requarks/wiki/blob/master/LICENSE) [![GitHub Sponsors](https://img.shields.io/github/sponsors/ngpixel?logo=github&color=ea4aaa)](https://gi",
      "use_for": "Use as a reference when explaining Wiki.js or a comparable collaboration software product to technical users.",
      "observations": [
        {
          "section": "##### Next Generation Open Source Wiki",
          "note": "Gives the README a dedicated ##### next generation open source wiki section, making this topic discoverable from the project entry page."
        },
        {
          "section": "<h2 align=\"center\">Donate</h2>",
          "note": "Gives the README a dedicated <h2 align=\"center\">donate</h2> section, making this topic discoverable from the project entry page."
        },
        {
          "section": "<h2 align=\"center\">Gold Tier Sponsors</h2>",
          "note": "Gives the README a dedicated <h2 align=\"center\">gold tier sponsors</h2> section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ##### Next Generation Open Source Wiki section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/requarks/wiki/blob/034faa402c396117183256118faa90752feb796d/README.md",
        "final_url": "https://github.com/requarks/wiki/blob/034faa402c396117183256118faa90752feb796d/README.md",
        "title": "Wiki.js README at 034faa402c396117183256118faa90752feb796d",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fcf-bf0c-731f-8d0b-f4aecb374507"
      },
      "version": {
        "kind": "commit",
        "value": "034faa402c396117183256118faa90752feb796d"
      }
    },
    {
      "slug": "appflowy",
      "name": "AppFlowy",
      "artifact": "readme",
      "topic": "Collaboration software",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "- [Download AppFlowy Desktop (macOS, Windows, and Linux)](https://github.com/AppFlowy-IO/AppFlowy/releases) - Other channels: [FlatHub](https://flathub.org/apps/io.appflowy.AppFlowy), [Snapcraft](https://snapcraft.io/appflowy), [Sourceforge](https://sourceforge.net/projects/appflowy/) - Available on - [App Store](https://apps.apple.com/app/appflowy",
      "use_for": "Use as a reference when explaining AppFlowy or a comparable collaboration software product to technical users.",
      "observations": [
        {
          "section": "## User Installation",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "## Getting Started with development",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "## Why Are We Building This?",
          "note": "Gives the README a dedicated ## why are we building this? section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## User Installation section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/AppFlowy-IO/AppFlowy/blob/5cf3a365dec0d59f64bad1ee4bb1050471a39b93/README.md",
        "final_url": "https://github.com/AppFlowy-IO/AppFlowy/blob/5cf3a365dec0d59f64bad1ee4bb1050471a39b93/README.md",
        "title": "AppFlowy README at 5cf3a365dec0d59f64bad1ee4bb1050471a39b93",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fcf-ca7f-705a-a0a8-f35b6ae65d48"
      },
      "version": {
        "kind": "commit",
        "value": "5cf3a365dec0d59f64bad1ee4bb1050471a39b93"
      }
    },
    {
      "slug": "mattermost",
      "name": "Mattermost",
      "artifact": "readme",
      "topic": "Database and data infrastructure",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "[Mattermost](https://mattermost.com) is an open core, self-hosted collaboration platform that offers chat, workflow automation, voice calling, screen sharing, and AI integration. This repo is the primary source for core development on the Mattermost platform; it's written in Go and React, runs as a single Linux binary, and relies on PostgreSQL. A n",
      "use_for": "Use as a reference when explaining Mattermost or a comparable database and data infrastructure product to technical users.",
      "observations": [
        {
          "section": "## Install Mattermost",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "## Native mobile and desktop apps",
          "note": "Gives the README a dedicated ## native mobile and desktop apps section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Get involved",
          "note": "Gives the README a dedicated ## get involved section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## Install Mattermost section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/mattermost/mattermost/blob/4d94455ab041c0eed6676064cd8b033e9912fc5b/README.md",
        "final_url": "https://github.com/mattermost/mattermost/blob/4d94455ab041c0eed6676064cd8b033e9912fc5b/README.md",
        "title": "Mattermost README at 4d94455ab041c0eed6676064cd8b033e9912fc5b",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fcf-d6a4-70be-8415-201404f79f44"
      },
      "version": {
        "kind": "commit",
        "value": "4d94455ab041c0eed6676064cd8b033e9912fc5b"
      }
    },
    {
      "slug": "rocket-chat",
      "name": "Rocket.Chat",
      "artifact": "readme",
      "topic": "Collaboration software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "[Rocket.Chat](https://rocket.chat) is an open-source, secure, fully customizable communications platform developed in TypeScript for organizations with high standards of data protection.",
      "use_for": "Use as a reference when explaining Rocket.Chat or a comparable collaboration software product to technical users.",
      "observations": [
        {
          "section": "# \ud83d\ude80 Platform overview",
          "note": "Gives the README a dedicated # \ud83d\ude80 platform overview section, making this topic discoverable from the project entry page."
        },
        {
          "section": "# \ud83d\udcbb Deploy Rocket.Chat",
          "note": "Gives the README a dedicated # \ud83d\udcbb deploy rocket.chat section, making this topic discoverable from the project entry page."
        },
        {
          "section": "# \ud83e\udde9 Apps-Engine",
          "note": "Gives the README a dedicated # \ud83e\udde9 apps-engine section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's # \ud83d\ude80 Platform overview section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/RocketChat/Rocket.Chat/blob/2559c058aba16d7ec0d9aaaa6c45f05011017740/README.md",
        "final_url": "https://github.com/RocketChat/Rocket.Chat/blob/2559c058aba16d7ec0d9aaaa6c45f05011017740/README.md",
        "title": "Rocket.Chat README at 2559c058aba16d7ec0d9aaaa6c45f05011017740",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd0-00da-711d-bef1-51b95b8711c9"
      },
      "version": {
        "kind": "commit",
        "value": "2559c058aba16d7ec0d9aaaa6c45f05011017740"
      }
    },
    {
      "slug": "istio",
      "name": "Istio",
      "artifact": "readme",
      "topic": "Security and identity",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Istio is an open source service mesh that layers transparently onto existing distributed applications. Istio\u2019s powerful features provide a uniform and more efficient way to secure, connect, and monitor services. Istio is the path to load balancing, service-to-service authentication, and monitoring \u2013 with few or no service code changes.",
      "use_for": "Use as a reference when explaining Istio or a comparable security and identity product to technical users.",
      "observations": [
        {
          "section": "## Introduction",
          "note": "Gives the README a dedicated ## introduction section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Repositories",
          "note": "Gives the README a dedicated ## repositories section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Issue management",
          "note": "Gives the README a dedicated ## issue management section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## Introduction section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/istio/istio/blob/e4350fd4d6c9905d9b5fe6d5c85ca7c521e45daa/README.md",
        "final_url": "https://github.com/istio/istio/blob/e4350fd4d6c9905d9b5fe6d5c85ca7c521e45daa/README.md",
        "title": "Istio README at e4350fd4d6c9905d9b5fe6d5c85ca7c521e45daa",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd0-dd93-7048-9f1e-8794726b543e"
      },
      "version": {
        "kind": "commit",
        "value": "e4350fd4d6c9905d9b5fe6d5c85ca7c521e45daa"
      }
    },
    {
      "slug": "linkerd",
      "name": "Linkerd",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "first-result",
        "stack-routing"
      ],
      "summary": "Linkerd uses its README to orient users to the project and link them into setup and reference materials.",
      "use_for": "Use as a reference when explaining Linkerd or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "## Repo layout",
          "note": "Gives the README a dedicated ## repo layout section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Quickstart and documentation",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "## Working in this repo",
          "note": "Gives the README a dedicated ## working in this repo section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## Repo layout section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/linkerd/linkerd2/blob/28fefed6669bcadbce60bb025669e084cc58e1bb/README.md",
        "final_url": "https://github.com/linkerd/linkerd2/blob/28fefed6669bcadbce60bb025669e084cc58e1bb/README.md",
        "title": "Linkerd README at 28fefed6669bcadbce60bb025669e084cc58e1bb",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd0-ca7a-765b-a490-bfcd8a5dc358"
      },
      "version": {
        "kind": "commit",
        "value": "28fefed6669bcadbce60bb025669e084cc58e1bb"
      }
    },
    {
      "slug": "apache-kafka",
      "name": "Apache Kafka",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "[Apache Kafka](https://kafka.apache.org) is an open-source distributed event streaming platform used by thousands of companies for high-performance data pipelines, streaming analytics, data integration, and mission-critical applications.",
      "use_for": "Use as a reference when explaining Apache Kafka or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "### Build a JAR and run it",
          "note": "Gives the README a dedicated ### build a jar and run it section, making this topic discoverable from the project entry page."
        },
        {
          "section": "### Running a Kafka broker",
          "note": "Gives the README a dedicated ### running a kafka broker section, making this topic discoverable from the project entry page."
        },
        {
          "section": "### Kafka client examples",
          "note": "Gives the README a dedicated ### kafka client examples section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ### Build a JAR and run it section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/apache/kafka/blob/3c1b3f2db34b2191c00bd97d3de92c4945668ab6/README.md",
        "final_url": "https://github.com/apache/kafka/blob/3c1b3f2db34b2191c00bd97d3de92c4945668ab6/README.md",
        "title": "Apache Kafka README at 3c1b3f2db34b2191c00bd97d3de92c4945668ab6",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-4df7-7148-87f9-496b64290587"
      },
      "version": {
        "kind": "commit",
        "value": "3c1b3f2db34b2191c00bd97d3de92c4945668ab6"
      }
    },
    {
      "slug": "apache-flink",
      "name": "Apache Flink",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Apache Flink is an open source stream processing framework with powerful stream- and batch-processing capabilities.",
      "use_for": "Use as a reference when explaining Apache Flink or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "### Features",
          "note": "Gives the README a dedicated ### features section, making this topic discoverable from the project entry page."
        },
        {
          "section": "### Streaming Example",
          "note": "Gives the README a dedicated ### streaming example section, making this topic discoverable from the project entry page."
        },
        {
          "section": "### Batch Example",
          "note": "Gives the README a dedicated ### batch example section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ### Features section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/apache/flink/blob/6359419dbd209fc1e82f5fe6adb0578ec4099031/README.md",
        "final_url": "https://github.com/apache/flink/blob/6359419dbd209fc1e82f5fe6adb0578ec4099031/README.md",
        "title": "Apache Flink README at 6359419dbd209fc1e82f5fe6adb0578ec4099031",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-22f4-73ed-9b29-204e742cd4a1"
      },
      "version": {
        "kind": "commit",
        "value": "6359419dbd209fc1e82f5fe6adb0578ec4099031"
      }
    },
    {
      "slug": "milvus",
      "name": "Milvus",
      "artifact": "readme",
      "topic": "Database and data infrastructure",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "\ud83d\udc26 [Milvus](https://milvus.io/) is a high-performance vector database built for scale. It powers AI applications by efficiently organizing and searching vast amounts of unstructured data, such as text, images, and multi-modal information.",
      "use_for": "Use as a reference when explaining Milvus or a comparable database and data infrastructure product to technical users.",
      "observations": [
        {
          "section": "## What is Milvus?",
          "note": "Gives the README a dedicated ## what is milvus? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Quickstart",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "## Why Milvus",
          "note": "Gives the README a dedicated ## why milvus section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## What is Milvus? section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/milvus-io/milvus/blob/e335524ae678a285ca3776b5753d5aad933877e6/README.md",
        "final_url": "https://github.com/milvus-io/milvus/blob/e335524ae678a285ca3776b5753d5aad933877e6/README.md",
        "title": "Milvus README at e335524ae678a285ca3776b5753d5aad933877e6",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-682b-75dc-9e37-d650fc9f5d38"
      },
      "version": {
        "kind": "commit",
        "value": "e335524ae678a285ca3776b5753d5aad933877e6"
      }
    },
    {
      "slug": "opensearch",
      "name": "OpenSearch",
      "artifact": "readme",
      "topic": "Security and identity",
      "patterns": [
        "support-routing",
        "workflow-explanation"
      ],
      "summary": "- [Welcome!](#welcome) - [Project Resources](#project-resources) - [Code of Conduct](#code-of-conduct) - [Security](#security) - [License](#license) - [Copyright](#copyright) - [Trademark](#trademark)",
      "use_for": "Use as a reference when explaining OpenSearch or a comparable security and identity product to technical users.",
      "observations": [
        {
          "section": "## Welcome!",
          "note": "Gives the README a dedicated ## welcome! section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Project Resources",
          "note": "Gives the README a dedicated ## project resources section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Security",
          "note": "Separates security reporting or project safety guidance from general product orientation."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## Welcome! section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/opensearch-project/OpenSearch/blob/5c53018370b6f069ccd871564122ce8c35a520ba/README.md",
        "final_url": "https://github.com/opensearch-project/OpenSearch/blob/5c53018370b6f069ccd871564122ce8c35a520ba/README.md",
        "title": "OpenSearch README at 5c53018370b6f069ccd871564122ce8c35a520ba",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-4139-7390-884c-0bf1ee29c957"
      },
      "version": {
        "kind": "commit",
        "value": "5c53018370b6f069ccd871564122ce8c35a520ba"
      }
    },
    {
      "slug": "prefect",
      "name": "Prefect",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "Prefect is a workflow orchestration framework for building data pipelines in Python. It's the simplest way to elevate a script into a production workflow. With Prefect, you can build resilient, dynamic data pipelines that react to the world around them and recover from unexpected changes.",
      "use_for": "Use as a reference when explaining Prefect or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "## Getting started",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "## Work with your agent",
          "note": "Gives the README a dedicated ## work with your agent section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Prefect Cloud",
          "note": "Gives the README a dedicated ## prefect cloud section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## Getting started section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/PrefectHQ/prefect/blob/bc5fb5769f700d4faf39261a5424af31e16de637/README.md",
        "final_url": "https://github.com/PrefectHQ/prefect/blob/bc5fb5769f700d4faf39261a5424af31e16de637/README.md",
        "title": "Prefect README at bc5fb5769f700d4faf39261a5424af31e16de637",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-30dd-7169-8230-e7617a97194a"
      },
      "version": {
        "kind": "commit",
        "value": "bc5fb5769f700d4faf39261a5424af31e16de637"
      }
    },
    {
      "slug": "apache-superset",
      "name": "Apache Superset",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "support-routing"
      ],
      "summary": "Apache Superset uses its README to orient users to the project and link them into setup and reference materials.",
      "use_for": "Use as a reference when explaining Apache Superset or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "## Why Superset?",
          "note": "Gives the README a dedicated ## why superset? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Supported Databases",
          "note": "Directs contributors or users to the appropriate participation or help route."
        },
        {
          "section": "## Installation and Configuration",
          "note": "Provides a named route into setup or a first working use of the project."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## Why Superset? section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/apache/superset/blob/6efc896e5b9e9f026862f9590641df371ebd2661/README.md",
        "final_url": "https://github.com/apache/superset/blob/6efc896e5b9e9f026862f9590641df371ebd2661/README.md",
        "title": "Apache Superset README at 6efc896e5b9e9f026862f9590641df371ebd2661",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-74a2-7360-8886-b13dbd555494"
      },
      "version": {
        "kind": "commit",
        "value": "6efc896e5b9e9f026862f9590641df371ebd2661"
      }
    },
    {
      "slug": "saleor",
      "name": "Saleor",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "- [What makes Saleor special?](#what-makes-saleor-special) - [Why API-only Architecture?](#why-api-only-architecture) - [Features](#features) - [Installation](#installation) - [Documentation](#documentation) - [Saleor Platform](#saleor-platform) - [Storefront](#storefront) - [Dashboard](#dashboard) - [Contributing](#contributing) - [License](#licen",
      "use_for": "Use as a reference when explaining Saleor or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "## What makes Saleor special?",
          "note": "Gives the README a dedicated ## what makes saleor special? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Why API-only Architecture?",
          "note": "Gives the README a dedicated ## why api-only architecture? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## Features",
          "note": "Gives the README a dedicated ## features section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## What makes Saleor special? section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/saleor/saleor/blob/e5e4625a231d72d06517bd7840a070f3c57000f1/README.md",
        "final_url": "https://github.com/saleor/saleor/blob/e5e4625a231d72d06517bd7840a070f3c57000f1/README.md",
        "title": "Saleor README at e5e4625a231d72d06517bd7840a070f3c57000f1",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-1729-7799-b583-1472a5dce23a"
      },
      "version": {
        "kind": "commit",
        "value": "e5e4625a231d72d06517bd7840a070f3c57000f1"
      }
    },
    {
      "slug": "minio",
      "name": "MinIO",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "> [!NOTE] > THIS REPOSITORY IS NO LONGER MAINTAINED. > > Alternatives: > - [AIStor Free](https://min.io/download) \u2014 Full-featured, standalone edition for community use (free license) > - [AIStor Enterprise](https://min.io/pricing) \u2014 Distributed edition with commercial support",
      "use_for": "Use as a reference when explaining MinIO or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "MinIO is Open Source Software",
          "note": "Gives the README a dedicated minio is open source software section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Source-Only Distribution",
          "note": "Gives the README a dedicated source-only distribution section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Test MinIO Connectivity",
          "note": "Gives the README a dedicated test minio connectivity section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's MinIO is Open Source Software section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/minio/minio/blob/7aac2a2c5b7c882e68c1ce017d8256be2feea27f/README.md",
        "final_url": "https://github.com/minio/minio/blob/7aac2a2c5b7c882e68c1ce017d8256be2feea27f/README.md",
        "title": "MinIO README at 7aac2a2c5b7c882e68c1ce017d8256be2feea27f",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-81db-729b-930e-c1a46166a635"
      },
      "version": {
        "kind": "commit",
        "value": "7aac2a2c5b7c882e68c1ce017d8256be2feea27f"
      }
    },
    {
      "slug": "jitsi-meet",
      "name": "Jitsi Meet",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Jitsi Meet is a set of Open Source projects which empower users to use and deploy video conferencing platforms with state-of-the-art video quality and features.",
      "use_for": "Use as a reference when explaining Jitsi Meet or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "Using Jitsi Meet",
          "note": "Gives the README a dedicated using jitsi meet section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Running your own instance",
          "note": "Gives the README a dedicated running your own instance section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Jitsi as a Service",
          "note": "Gives the README a dedicated jitsi as a service section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Using Jitsi Meet section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/jitsi/jitsi-meet/blob/300bdaa8683b057e54b559d98318bda6e9c51b12/README.md",
        "final_url": "https://github.com/jitsi/jitsi-meet/blob/300bdaa8683b057e54b559d98318bda6e9c51b12/README.md",
        "title": "Jitsi Meet README at 300bdaa8683b057e54b559d98318bda6e9c51b12",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-9d7b-701a-9dc6-d9f95786502f"
      },
      "version": {
        "kind": "commit",
        "value": "300bdaa8683b057e54b559d98318bda6e9c51b12"
      }
    },
    {
      "slug": "directus",
      "name": "Directus",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "support-routing",
        "workflow-explanation"
      ],
      "summary": "Directus uses its README to orient users to the project and link them into setup and reference materials.",
      "use_for": "Use as a reference when explaining Directus or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "## \ud83d\udc07 Introduction",
          "note": "Gives the README a dedicated ## \ud83d\udc07 introduction section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## \ud83e\udd16 AI & MCP",
          "note": "Gives the README a dedicated ## \ud83e\udd16 ai & mcp section, making this topic discoverable from the project entry page."
        },
        {
          "section": "## \ud83e\udde9 Community Help",
          "note": "Directs contributors or users to the appropriate participation or help route."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## \ud83d\udc07 Introduction section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/directus/directus/blob/d3c9a8bb0c0096148c4740ce908e76c24f2413a0/README.md",
        "final_url": "https://github.com/directus/directus/blob/d3c9a8bb0c0096148c4740ce908e76c24f2413a0/README.md",
        "title": "Directus README at d3c9a8bb0c0096148c4740ce908e76c24f2413a0",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-b9b6-709e-ab06-b030d3aed950"
      },
      "version": {
        "kind": "commit",
        "value": "d3c9a8bb0c0096148c4740ce908e76c24f2413a0"
      }
    },
    {
      "slug": "dagster",
      "name": "Dagster",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "Dagster uses its README to orient users to the project and link them into setup and reference materials.",
      "use_for": "Use as a reference when explaining Dagster or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "## Quick Start:",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "## Documentation",
          "note": "Points readers to maintained documentation for deeper setup and reference details."
        },
        {
          "section": "## Key Features:",
          "note": "Gives the README a dedicated ## key features: section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's ## Quick Start: section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/dagster-io/dagster/blob/17ac6a221082338bc4bc30ad24d8fbb183a367bf/README.md",
        "final_url": "https://github.com/dagster-io/dagster/blob/17ac6a221082338bc4bc30ad24d8fbb183a367bf/README.md",
        "title": "Dagster README at 17ac6a221082338bc4bc30ad24d8fbb183a367bf",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-c85e-732d-b63c-6fdb3febafee"
      },
      "version": {
        "kind": "commit",
        "value": "17ac6a221082338bc4bc30ad24d8fbb183a367bf"
      }
    },
    {
      "slug": "etcd",
      "name": "etcd",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "stack-routing"
      ],
      "summary": "Note: The main branch may be in an unstable or even broken state during development. For stable versions, see [releases][github-release].",
      "use_for": "Use as a reference when explaining etcd or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "Documentation",
          "note": "Points readers to maintained documentation for deeper setup and reference details."
        },
        {
          "section": "Getting started",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Issue and PR management",
          "note": "Gives the README a dedicated issue and pr management section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Documentation section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/etcd-io/etcd/blob/ed5adfe5fe2ffa0ef85492640a89789f44d566aa/README.md",
        "final_url": "https://github.com/etcd-io/etcd/blob/ed5adfe5fe2ffa0ef85492640a89789f44d566aa/README.md",
        "title": "etcd README at ed5adfe5fe2ffa0ef85492640a89789f44d566aa",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-d55e-7103-b5b0-81aeb6f43283"
      },
      "version": {
        "kind": "commit",
        "value": "ed5adfe5fe2ffa0ef85492640a89789f44d566aa"
      }
    },
    {
      "slug": "tidb",
      "name": "TiDB",
      "artifact": "readme",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "TiDB (/\u2019ta\u026adi\u02d0bi:/, \"Ti\" stands for Titanium) is an open-source, cloud-native, distributed SQL database designed for high availability, horizontal and vertical scalability, strong consistency, and high performance.",
      "use_for": "Use as a reference when explaining TiDB or a comparable database and data infrastructure product to technical users.",
      "observations": [
        {
          "section": "Key Features",
          "note": "Gives the README a dedicated key features section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Quick Start",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Architecture",
          "note": "Gives the README a dedicated architecture section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Key Features section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/pingcap/tidb/blob/9ce62c5d26d14a70971e6d75a4b363ea1524e776/README.md",
        "final_url": "https://github.com/pingcap/tidb/blob/9ce62c5d26d14a70971e6d75a4b363ea1524e776/README.md",
        "title": "TiDB README at 9ce62c5d26d14a70971e6d75a4b363ea1524e776",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-e307-7086-91cd-8e9464a1546d"
      },
      "version": {
        "kind": "commit",
        "value": "9ce62c5d26d14a70971e6d75a4b363ea1524e776"
      }
    },
    {
      "slug": "cockroachdb",
      "name": "CockroachDB",
      "artifact": "readme",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "CockroachDB is a cloud-native distributed SQL database designed to build, scale, and manage modern, data-intensive applications.",
      "use_for": "Use as a reference when explaining CockroachDB or a comparable database and data infrastructure product to technical users.",
      "observations": [
        {
          "section": "What is CockroachDB?",
          "note": "Gives the README a dedicated what is cockroachdb? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Starting with CockroachCloud",
          "note": "Gives the README a dedicated starting with cockroachcloud section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Comparison with Other Databases",
          "note": "Gives the README a dedicated comparison with other databases section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's What is CockroachDB? section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/cockroachdb/cockroach/blob/817c20ffb8527dc021d1c12849c754cfe19799a5/README.md",
        "final_url": "https://github.com/cockroachdb/cockroach/blob/817c20ffb8527dc021d1c12849c754cfe19799a5/README.md",
        "title": "CockroachDB README at 817c20ffb8527dc021d1c12849c754cfe19799a5",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd1-f3b5-744e-8561-be67aef3d713"
      },
      "version": {
        "kind": "commit",
        "value": "817c20ffb8527dc021d1c12849c754cfe19799a5"
      }
    },
    {
      "slug": "vitess",
      "name": "Vitess",
      "artifact": "readme",
      "topic": "Database and data infrastructure",
      "patterns": [
        "support-routing",
        "workflow-explanation"
      ],
      "summary": "Vitess is a cloud-native horizontally-scalable distributed database system that is built around MySQL. Vitess can achieve unlimited scaling through generalized sharding.",
      "use_for": "Use as a reference when explaining Vitess or a comparable database and data infrastructure product to technical users.",
      "observations": [
        {
          "section": "Community",
          "note": "Directs contributors or users to the appropriate participation or help route."
        },
        {
          "section": "Reporting a Problem, Issue, or Bug",
          "note": "Separates security reporting or project safety guidance from general product orientation."
        },
        {
          "section": "Security",
          "note": "Separates security reporting or project safety guidance from general product orientation."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Community section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/vitessio/vitess/blob/6d6ed6507e0bfd069c54bab37a9fe23285af80a2/README.md",
        "final_url": "https://github.com/vitessio/vitess/blob/6d6ed6507e0bfd069c54bab37a9fe23285af80a2/README.md",
        "title": "Vitess README at 6d6ed6507e0bfd069c54bab37a9fe23285af80a2",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd2-10a4-77d6-af4b-fb155a39d841"
      },
      "version": {
        "kind": "commit",
        "value": "6d6ed6507e0bfd069c54bab37a9fe23285af80a2"
      }
    },
    {
      "slug": "yugabytedb",
      "name": "YugabyteDB",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "YugabyteDB uses its README to orient users to the project and link them into setup and reference materials.",
      "use_for": "Use as a reference when explaining YugabyteDB or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "Core Features",
          "note": "Gives the README a dedicated core features section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Build Applications",
          "note": "Gives the README a dedicated build applications section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Current Roadmap",
          "note": "Gives the README a dedicated current roadmap section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Core Features section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/yugabyte/yugabyte-db/blob/ca5ecbc2d5ffa65c0e6cbbdfc32abe823fbfcf3c/README.md",
        "final_url": "https://github.com/yugabyte/yugabyte-db/blob/ca5ecbc2d5ffa65c0e6cbbdfc32abe823fbfcf3c/README.md",
        "title": "YugabyteDB README at ca5ecbc2d5ffa65c0e6cbbdfc32abe823fbfcf3c",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd2-035d-7759-8917-63eacebe19e6"
      },
      "version": {
        "kind": "commit",
        "value": "ca5ecbc2d5ffa65c0e6cbbdfc32abe823fbfcf3c"
      }
    },
    {
      "slug": "surrealdb",
      "name": "SurrealDB",
      "artifact": "readme",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "SurrealDB is a multi-model database built in Rust designed to unify multiple data models into a single engine. SurrealDB combines document, graph, relational, time-series, geospatial and key-value data types with powerful search and retrieval functionalities (full-text, vector, hybrid) and real-time and event-driven capabilities, enabling developer",
      "use_for": "Use as a reference when explaining SurrealDB or a comparable database and data infrastructure product to technical users.",
      "observations": [
        {
          "section": "Database, API, and permissions",
          "note": "Gives the README a dedicated database, api, and permissions section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Tables, documents, and graph",
          "note": "Gives the README a dedicated tables, documents, and graph section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Realtime live queries and data changes direct to application",
          "note": "Gives the README a dedicated realtime live queries and data changes direct to application section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Database, API, and permissions section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/surrealdb/surrealdb/blob/b1eb6f3e5611f050c6827ec5c92a40f243dec483/README.md",
        "final_url": "https://github.com/surrealdb/surrealdb/blob/b1eb6f3e5611f050c6827ec5c92a40f243dec483/README.md",
        "title": "SurrealDB README at b1eb6f3e5611f050c6827ec5c92a40f243dec483",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd2-1c78-735b-b883-a3580ebcb5aa"
      },
      "version": {
        "kind": "commit",
        "value": "b1eb6f3e5611f050c6827ec5c92a40f243dec483"
      }
    },
    {
      "slug": "rethinkdb",
      "name": "RethinkDB",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "[RethinkDB](https://www.rethinkdb.com) ======================================",
      "use_for": "Use as a reference when explaining RethinkDB or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "What is RethinkDB?",
          "note": "Gives the README a dedicated what is rethinkdb? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Quickstart",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Building",
          "note": "Gives the README a dedicated building section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's What is RethinkDB? section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/rethinkdb/rethinkdb/blob/930abdfcfcab91cd657d71260fcd9068db5b56b2/README.md",
        "final_url": "https://github.com/rethinkdb/rethinkdb/blob/930abdfcfcab91cd657d71260fcd9068db5b56b2/README.md",
        "title": "RethinkDB README at 930abdfcfcab91cd657d71260fcd9068db5b56b2",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd2-2bb3-7508-a9ee-39e45d97b024"
      },
      "version": {
        "kind": "commit",
        "value": "930abdfcfcab91cd657d71260fcd9068db5b56b2"
      }
    },
    {
      "slug": "timescaledb",
      "name": "TimescaleDB",
      "artifact": "readme",
      "topic": "Open-source developer software",
      "patterns": [
        "first-result",
        "workflow-explanation"
      ],
      "summary": "Get started with TimescaleDB in under 10 minutes. This guide will help you run TimescaleDB locally, create your first hypertable with columnstore enabled, write data to the columnstore, and see instant analytical query performance.",
      "use_for": "Use as a reference when explaining TimescaleDB or a comparable open-source developer software product to technical users.",
      "observations": [
        {
          "section": "Quick Start with TimescaleDB",
          "note": "Provides a named route into setup or a first working use of the project."
        },
        {
          "section": "Create Continuous Aggregates",
          "note": "Gives the README a dedicated create continuous aggregates section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Want TimescaleDB hosted and managed for you? Try Tiger Cloud",
          "note": "Gives the README a dedicated want timescaledb hosted and managed for you? try tiger cloud section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's Quick Start with TimescaleDB section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/timescale/timescaledb/blob/6ba8f897c64f6ae16c868e6d26a4f7799ba7ebee/README.md",
        "final_url": "https://github.com/timescale/timescaledb/blob/6ba8f897c64f6ae16c868e6d26a4f7799ba7ebee/README.md",
        "title": "TimescaleDB README at 6ba8f897c64f6ae16c868e6d26a4f7799ba7ebee",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd2-3aa5-706e-b211-5eb2711ba55e"
      },
      "version": {
        "kind": "commit",
        "value": "6ba8f897c64f6ae16c868e6d26a4f7799ba7ebee"
      }
    },
    {
      "slug": "argo-cd",
      "name": "Argo CD",
      "artifact": "readme",
      "topic": "Developer infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Releases: [![Release Version](https://img.shields.io/github/v/release/argoproj/argo-cd?label=argo-cd)](https://github.com/argoproj/argo-cd/releases/latest) [![Artifact HUB](https://img.shields.io/endpoint?url=https://artifacthub.io/badge/repository/argo-cd)](https://artifacthub.io/packages/helm/argo/argo-cd) [![SLSA 3](https://slsa.dev/images/gh-ba",
      "use_for": "Use as a reference when explaining Argo CD or a comparable developer infrastructure product to technical users.",
      "observations": [
        {
          "section": "What is Argo CD?",
          "note": "Gives the README a dedicated what is argo cd? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Why Argo CD?",
          "note": "Gives the README a dedicated why argo cd? section, making this topic discoverable from the project entry page."
        },
        {
          "section": "Who uses Argo CD?",
          "note": "Gives the README a dedicated who uses argo cd? section, making this topic discoverable from the project entry page."
        }
      ],
      "adaptation": [
        "Name the primary user outcome before listing implementation details, then route readers to the exact setup or reference section.",
        "Separate trying the project, deploying it and contributing so each audience can choose a clear next step."
      ],
      "tradeoff": "A repository README provides a compact public entry point, but it cannot replace current product documentation or a guided in-product setup.",
      "first_step": "Start with the README's What is Argo CD? section, then follow its linked documentation before adopting a comparable structure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/argoproj/argo-cd/blob/b532528a0b6762214c92b998c0e7df9000a70ead/README.md",
        "final_url": "https://github.com/argoproj/argo-cd/blob/b532528a0b6762214c92b998c0e7df9000a70ead/README.md",
        "title": "Argo CD README at b532528a0b6762214c92b998c0e7df9000a70ead",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd2-4a45-7048-8638-abcc0f30cbb7"
      },
      "version": {
        "kind": "commit",
        "value": "b532528a0b6762214c92b998c0e7df9000a70ead"
      }
    },
    {
      "slug": "fly-io-docs",
      "name": "Fly.io",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "The homepage presents Fly.io documentation through Machines API, Sprite docs, Sprites API.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Machines API",
          "note": "The homepage links to Machines API, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Sprite docs",
          "note": "The homepage links to Sprite docs, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Sprites API",
          "note": "The homepage links to Sprites API, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Machines API path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.fly.io/",
        "final_url": "https://docs.fly.io/",
        "title": "Fly.io developer documentation - Fly.io",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-24aa-77de-bf17-0e5b89e19103"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "render-docs",
      "name": "Render",
      "artifact": "docs-home",
      "topic": "Cloud and deployment",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Render documentation through Create, Store data, Run workflows.",
      "use_for": "Use as a reference for organizing cloud and deployment documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Create",
          "note": "The homepage links to Create, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Store data",
          "note": "The homepage links to Store data, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Run workflows",
          "note": "The homepage links to Run workflows, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Create path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://render.com/docs",
        "final_url": "https://render.com/docs",
        "title": "Docs + Quickstarts | Render",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-369a-764f-85f8-0f3eefd45d13"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "railway-docs",
      "name": "Railway",
      "artifact": "docs-home",
      "topic": "Cloud and deployment",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents Railway documentation through Quick Start, AI, CLI.",
      "use_for": "Use as a reference for organizing cloud and deployment documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Quick Start",
          "note": "The homepage links to Quick Start, giving developers a distinct route into this part of the product."
        },
        {
          "section": "AI",
          "note": "The homepage links to AI, giving developers a distinct route into this part of the product."
        },
        {
          "section": "CLI",
          "note": "The homepage links to CLI, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Quick Start path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.railway.com/",
        "final_url": "https://docs.railway.com/",
        "title": "Railway Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-48a7-7618-8818-b8bf8aa7b9f3"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "planetscale-docs",
      "name": "PlanetScale",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents PlanetScale documentation through Vitess, Neki, Postgres.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Vitess",
          "note": "The homepage links to Vitess, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Neki",
          "note": "The homepage links to Neki, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Postgres",
          "note": "The homepage links to Postgres, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Vitess path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://planetscale.com/docs",
        "final_url": "https://planetscale.com/docs",
        "title": "PlanetScale - PlanetScale",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-7a22-7499-83bd-f5a662319ded"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "wasabi-docs",
      "name": "Wasabi",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "The homepage presents Wasabi documentation through S3 API, WACM Connect, Stats API.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "S3 API",
          "note": "The homepage links to S3 API, giving developers a distinct route into this part of the product."
        },
        {
          "section": "WACM Connect",
          "note": "The homepage links to WACM Connect, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Stats API",
          "note": "The homepage links to Stats API, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the S3 API path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.wasabi.com/apidocs/api-guides",
        "final_url": "https://docs.wasabi.com/apidocs/api-guides",
        "title": "Wasabi API Reference Center",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-61c3-7274-9224-343205f57e63"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "turso-docs",
      "name": "Turso",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents Turso documentation through Get Started, Turso Database Features, Join Our Communities.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Get Started",
          "note": "The homepage links to Get Started, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Turso Database Features",
          "note": "The homepage links to Turso Database Features, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Join Our Communities",
          "note": "The homepage links to Join Our Communities, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Get Started path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.turso.tech/introduction",
        "final_url": "https://docs.turso.tech/introduction",
        "title": "Welcome to Turso - Turso",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-8c7d-770d-951c-2c3309617e3a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "auth0-docs",
      "name": "Auth0",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "The homepage presents Auth0 documentation through Documentation, API References, SDKs.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Documentation",
          "note": "The homepage links to Documentation, giving developers a distinct route into this part of the product."
        },
        {
          "section": "API References",
          "note": "The homepage links to API References, giving developers a distinct route into this part of the product."
        },
        {
          "section": "SDKs",
          "note": "The homepage links to SDKs, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Documentation path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://auth0.com/docs",
        "final_url": "https://auth0.com/docs",
        "title": "Auth0 Docs - Auth0 Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-a587-701e-9d7c-921f7fc23f4e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "okta-developer-docs",
      "name": "Okta Developer",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "The homepage presents Okta Developer documentation through Guides, Concepts, Journeys and 2 additional navigation sections.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Guides",
          "note": "The homepage links to Guides, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Concepts",
          "note": "The homepage links to Concepts, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Journeys",
          "note": "The homepage links to Journeys, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Guides path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.okta.com/",
        "final_url": "https://developer.okta.com/",
        "title": "Home | Okta Developer",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-cd31-7200-9ee6-1a9d7f388173"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "1password-developer-documentation-docs",
      "name": "1Password Developer Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents 1Password Developer Documentation documentation through Developer quickstart, Admin quickstart, Partner quickstart and 2 additional navigation sections.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Developer quickstart",
          "note": "The homepage links to Developer quickstart, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Admin quickstart",
          "note": "The homepage links to Admin quickstart, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Partner quickstart",
          "note": "The homepage links to Partner quickstart, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Developer quickstart path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.1password.dev/",
        "final_url": "https://www.1password.dev/",
        "title": "1Password Developer Documentation - 1Password Developer",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-e0c8-716f-8844-186c5dd08c74"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "paypal-developer-docs",
      "name": "PayPal Developer",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents PayPal Developer documentation through Get started, Payments, Growth and 2 additional navigation sections.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Get started",
          "note": "The homepage links to Get started, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Payments",
          "note": "The homepage links to Payments, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Growth",
          "note": "The homepage links to Growth, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Get started path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.paypal.com/",
        "final_url": "https://developer.paypal.com/",
        "title": "PayPal Developer | APIs, SDKs & Integration Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd3-f9a1-7769-8324-b2abb57a43fd"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "square-api-and-sdk-documentation-docs",
      "name": "Square API and SDK Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Square API and SDK Documentation documentation through Dev Essentials, Payments, Commerce and 2 additional navigation sections.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Dev Essentials",
          "note": "The homepage links to Dev Essentials, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Payments",
          "note": "The homepage links to Payments, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Commerce",
          "note": "The homepage links to Commerce, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Dev Essentials path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.squareup.com/docs",
        "final_url": "https://developer.squareup.com/docs",
        "title": "Square API and SDK Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd4-1031-70db-b488-efde7632c017"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "opensearch-docs",
      "name": "OpenSearch",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents OpenSearch documentation through About, Platform, Community.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "About",
          "note": "The homepage links to About, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Platform",
          "note": "The homepage links to Platform, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Community",
          "note": "The homepage links to Community, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the About path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.opensearch.org/latest/",
        "final_url": "https://docs.opensearch.org/latest/",
        "title": "OpenSearch documentation and user guides | OpenSearch Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd4-296d-70ea-adff-db0e3795812a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "pinecone-docs",
      "name": "Pinecone",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents Pinecone documentation through Get started: Overview and Quickstart, Core concepts: Key terms and Architecture, Index data: Data modeling, Data ingestion, Multitenancy.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Get started: Overview and Quickstart",
          "note": "The homepage links to Get started: Overview and Quickstart, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Core concepts: Key terms and Architecture",
          "note": "The homepage links to Core concepts: Key terms and Architecture, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Index data: Data modeling, Data ingestion, Multitenancy",
          "note": "The homepage links to Index data: Data modeling, Data ingestion, Multitenancy, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Get started: Overview and Quickstart path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.pinecone.io/guides/get-started/overview",
        "final_url": "https://docs.pinecone.io/guides/get-started/overview",
        "title": "Pinecone Database - Pinecone Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd4-6863-7424-8f5f-1e614f37c353"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "weaviate-docs",
      "name": "Weaviate",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "The homepage presents Weaviate documentation through Get started, How-to manuals & Guides, Model integrations; Reference & APIs; Concepts.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Get started",
          "note": "The homepage links to Get started, giving developers a distinct route into this part of the product."
        },
        {
          "section": "How-to manuals & Guides",
          "note": "The homepage links to How-to manuals & Guides, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Model integrations; Reference & APIs; Concepts",
          "note": "The homepage links to Model integrations; Reference & APIs; Concepts, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Get started path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.weaviate.io/weaviate",
        "final_url": "https://docs.weaviate.io/weaviate",
        "title": "Weaviate Database | Weaviate Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd4-3a26-71b8-882d-b51c02e8a1eb"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "qdrant-docs",
      "name": "Qdrant",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "The homepage presents Qdrant documentation through Develop, Deploy, Ecosystem; Learn; API Reference.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Develop",
          "note": "The homepage links to Develop, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Deploy",
          "note": "The homepage links to Deploy, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Ecosystem; Learn; API Reference",
          "note": "The homepage links to Ecosystem; Learn; API Reference, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Develop path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://qdrant.tech/documentation/",
        "final_url": "https://qdrant.tech/documentation/",
        "title": "Documentation - Qdrant",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd4-5462-7280-ab09-894449ef7f38"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "hugging-face-docs",
      "name": "Hugging Face",
      "artifact": "docs-home",
      "topic": "Developer documentation",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Hugging Face documentation through Models, Datasets, Spaces; Buckets; Docs.",
      "use_for": "Use as a reference for organizing developer documentation documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Models",
          "note": "The homepage links to Models, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Datasets",
          "note": "The homepage links to Datasets, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Spaces; Buckets; Docs",
          "note": "The homepage links to Spaces; Buckets; Docs, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Models path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://huggingface.co/docs",
        "final_url": "https://huggingface.co/docs",
        "title": "Hugging Face - Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd4-808d-7516-b628-4487787f69ff"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "mixpanel-docs",
      "name": "Mixpanel",
      "artifact": "docs-home",
      "topic": "Analytics and customer data",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents Mixpanel documentation through INTRO: What is Mixpanel?, What to Track, Quickstart, DATA IN: Tracking Methods, Data Structure, Migration, ANALYSIS: Reports, Boards, Feature Flags, Experiments.",
      "use_for": "Use as a reference for organizing analytics and customer data documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "INTRO: What is Mixpanel?, What to Track, Quickstart",
          "note": "The homepage links to INTRO: What is Mixpanel?, What to Track, Quickstart, giving developers a distinct route into this part of the product."
        },
        {
          "section": "DATA IN: Tracking Methods, Data Structure, Migration",
          "note": "The homepage links to DATA IN: Tracking Methods, Data Structure, Migration, giving developers a distinct route into this part of the product."
        },
        {
          "section": "ANALYSIS: Reports, Boards, Feature Flags, Experiments",
          "note": "The homepage links to ANALYSIS: Reports, Boards, Feature Flags, Experiments, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the INTRO: What is Mixpanel?, What to Track, Quickstart path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.mixpanel.com/",
        "final_url": "https://docs.mixpanel.com/docs/what-is-mixpanel",
        "title": "What is Mixpanel? - Mixpanel",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd4-94bc-7080-9111-efb1c722ee2f"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "confluent-docs",
      "name": "Confluent",
      "artifact": "docs-home",
      "topic": "Developer documentation",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Confluent documentation through Learn, Build, Community; Certificates; Docs.",
      "use_for": "Use as a reference for organizing developer documentation documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Learn",
          "note": "The homepage links to Learn, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Build",
          "note": "The homepage links to Build, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Community; Certificates; Docs",
          "note": "The homepage links to Community; Certificates; Docs, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Learn path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.confluent.io/",
        "final_url": "https://developer.confluent.io/",
        "title": "Confluent Developer: Your Data Streaming Journey Begins Here",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd4-ac4d-768d-9d0c-55371b2d0b4c"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "sanity-docs",
      "name": "Sanity",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "The homepage presents Sanity documentation through AI-powered development, APIs and SDKs, Guides and 2 additional navigation sections.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "AI-powered development",
          "note": "The homepage links to AI-powered development, giving developers a distinct route into this part of the product."
        },
        {
          "section": "APIs and SDKs",
          "note": "The homepage links to APIs and SDKs, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Guides",
          "note": "The homepage links to Guides, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the AI-powered development path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.sanity.io/docs",
        "final_url": "https://www.sanity.io/docs",
        "title": "Home | Sanity Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd4-c14b-7235-a851-65469386e779"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "bigcommerce-docs",
      "name": "BigCommerce",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "The homepage presents BigCommerce documentation through What are you building?, Get started in 3 steps, Make your first API request and 1 additional navigation sections.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "What are you building?",
          "note": "The homepage links to What are you building?, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Get started in 3 steps",
          "note": "The homepage links to Get started in 3 steps, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Make your first API request",
          "note": "The homepage links to Make your first API request, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the What are you building? path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.bigcommerce.com/",
        "final_url": "https://docs.bigcommerce.com/developer/docs/overview/quick-start",
        "title": "BigCommerce Developers | BigCommerce Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-005f-7289-827c-cc772f619b87"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "woocommerce-docs",
      "name": "WooCommerce",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents WooCommerce documentation through Build WooCommerce extensions, Build WooCommerce themes, Contribute to WooCommerce and 1 additional navigation sections.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Build WooCommerce extensions",
          "note": "The homepage links to Build WooCommerce extensions, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Build WooCommerce themes",
          "note": "The homepage links to Build WooCommerce themes, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Contribute to WooCommerce",
          "note": "The homepage links to Contribute to WooCommerce, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Build WooCommerce extensions path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.woocommerce.com/docs/",
        "final_url": "https://developer.woocommerce.com/docs/",
        "title": "Getting started | WooCommerce developer docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-14f7-715e-b304-9cd96acd353a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "airtable-docs",
      "name": "Airtable",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "The homepage presents Airtable documentation through Guide, API Reference, Sidebar for exploring the API and important concepts.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Guide",
          "note": "The homepage links to Guide, giving developers a distinct route into this part of the product."
        },
        {
          "section": "API Reference",
          "note": "The homepage links to API Reference, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Sidebar for exploring the API and important concepts",
          "note": "The homepage links to Sidebar for exploring the API and important concepts, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Guide path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://airtable.com/developers/web/api/introduction",
        "final_url": "https://airtable.com/developers/web/api/introduction",
        "title": "Introduction - Airtable Web API",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-4bed-704d-a0cc-84c043b1cbf6"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "brevo-docs",
      "name": "Brevo",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "The homepage presents Brevo documentation through Where to start, Install an SDK, Explore by use case.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Where to start",
          "note": "The homepage links to Where to start, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Install an SDK",
          "note": "The homepage links to Install an SDK, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Explore by use case",
          "note": "The homepage links to Explore by use case, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Where to start path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.brevo.com/",
        "final_url": "https://developers.brevo.com/docs/getting-started",
        "title": "Overview | Brevo API Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-28df-7373-8dbd-aea25b800d63"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "pinterest-docs",
      "name": "Pinterest",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Pinterest documentation through Track Conversions, Create content, Build & Manage ads.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Track Conversions",
          "note": "The homepage links to Track Conversions, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Create content",
          "note": "The homepage links to Create content, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Build & Manage ads",
          "note": "The homepage links to Build & Manage ads, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Track Conversions path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.pinterest.com/",
        "final_url": "https://developers.pinterest.com/",
        "title": "Pinterest Developers",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-5d65-743d-861b-53732233bb71"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "vonage-docs",
      "name": "Vonage",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Vonage documentation through Voice, Video, Messaging.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Voice",
          "note": "The homepage links to Voice, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Video",
          "note": "The homepage links to Video, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Messaging",
          "note": "The homepage links to Messaging, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Voice path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.vonage.com/en/home",
        "final_url": "https://developer.vonage.com/en/home",
        "title": "Vonage API Developer",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-6f39-756b-9963-3c25437cdf09"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "klaviyo-docs",
      "name": "Klaviyo",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "The homepage presents Klaviyo documentation through Getting started, Developer guides, API docs.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Getting started",
          "note": "The homepage links to Getting started, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Developer guides",
          "note": "The homepage links to Developer guides, giving developers a distinct route into this part of the product."
        },
        {
          "section": "API docs",
          "note": "The homepage links to API docs, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Getting started path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.klaviyo.com/",
        "final_url": "https://developers.klaviyo.com/en",
        "title": "API Reference & Technical Guides | Klaviyo Developers",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-8d48-703c-81d5-94f64affa828"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "snowflake-docs",
      "name": "Snowflake",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents Snowflake documentation through Getting Started, User Guides, Developer Guides.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The homepage links to Getting Started, giving developers a distinct route into this part of the product."
        },
        {
          "section": "User Guides",
          "note": "The homepage links to User Guides, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Developer Guides",
          "note": "The homepage links to Developer Guides, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Getting Started path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.snowflake.com/en/",
        "final_url": "https://docs.snowflake.com/en/",
        "title": "Snowflake Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-a17d-7453-8aa6-7306857574cd"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "postmark-docs",
      "name": "Postmark",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Postmark documentation through Overview, Integration, User guide.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Overview",
          "note": "The homepage links to Overview, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Integration",
          "note": "The homepage links to Integration, giving developers a distinct route into this part of the product."
        },
        {
          "section": "User guide",
          "note": "The homepage links to User guide, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Overview path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://postmarkapp.com/developer",
        "final_url": "https://postmarkapp.com/developer",
        "title": "\n      Introduction | Postmark Developer Documentation  ",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-b4f2-70af-833c-65623a6f4e69"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "databricks-docs",
      "name": "Databricks",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Databricks documentation through Try Databricks, Explore Databricks, Manage Databricks.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Try Databricks",
          "note": "The homepage links to Try Databricks, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Explore Databricks",
          "note": "The homepage links to Explore Databricks, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Manage Databricks",
          "note": "The homepage links to Manage Databricks, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Try Databricks path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.databricks.com/aws/en/",
        "final_url": "https://docs.databricks.com/aws/en/",
        "title": "Databricks documentation | Databricks on AWS",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-cb66-716a-9c4e-2abef82a952a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "segment-docs",
      "name": "Segment",
      "artifact": "docs-home",
      "topic": "Analytics and customer data",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Segment documentation through Guides, Engage, Activations.",
      "use_for": "Use as a reference for organizing analytics and customer data documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Guides",
          "note": "The homepage links to Guides, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Engage",
          "note": "The homepage links to Engage, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Activations",
          "note": "The homepage links to Activations, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Guides path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.segmentapis.com/",
        "final_url": "https://docs.segmentapis.com/",
        "title": "Segment Public API Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd5-e88e-77e6-a906-ac51bd95ff64"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "amplitude-docs",
      "name": "Amplitude",
      "artifact": "docs-home",
      "topic": "Analytics and customer data",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Amplitude documentation through Explore by product area, Pick a guide tailored to your role, Learn one skill at a time.",
      "use_for": "Use as a reference for organizing analytics and customer data documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Explore by product area",
          "note": "The homepage links to Explore by product area, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Pick a guide tailored to your role",
          "note": "The homepage links to Pick a guide tailored to your role, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Learn one skill at a time",
          "note": "The homepage links to Learn one skill at a time, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Explore by product area path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://amplitude.com/docs",
        "final_url": "https://amplitude.com/docs",
        "title": "Amplitude Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd6-0739-742a-9311-f95f3e127e71"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "neo4j-docs",
      "name": "Neo4j",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Neo4j documentation through Deployment options, Cypher, Neo4j Tools.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Deployment options",
          "note": "The homepage links to Deployment options, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Cypher",
          "note": "The homepage links to Cypher, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Neo4j Tools",
          "note": "The homepage links to Neo4j Tools, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Deployment options path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://neo4j.com/docs/",
        "final_url": "https://neo4j.com/docs/",
        "title": "Neo4j documentation - Neo4j Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd6-1f26-7701-89cc-b1307aa705ab"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "mariadb-docs",
      "name": "MariaDB",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents MariaDB documentation through Getting Started, Product Documentation, Ecosystem.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The homepage links to Getting Started, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Product Documentation",
          "note": "The homepage links to Product Documentation, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Ecosystem",
          "note": "The homepage links to Ecosystem, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Getting Started path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://mariadb.com/docs",
        "final_url": "https://mariadb.com/docs",
        "title": "MariaDB Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd6-aaee-778d-8377-bc8155db6300"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "cockroachdb-docs",
      "name": "CockroachDB",
      "artifact": "docs-home",
      "topic": "Database and data infrastructure",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents CockroachDB documentation through Start a Cloud cluster, Download the CockroachDB binary, Recommended articles.",
      "use_for": "Use as a reference for organizing database and data infrastructure documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Start a Cloud cluster",
          "note": "The homepage links to Start a Cloud cluster, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Download the CockroachDB binary",
          "note": "The homepage links to Download the CockroachDB binary, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Recommended articles",
          "note": "The homepage links to Recommended articles, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Start a Cloud cluster path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.cockroachlabs.com/",
        "final_url": "https://docs.cockroachlabs.com/",
        "title": "CockroachDB Docs - CockroachDB",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd6-6a67-778e-84fe-fb21eac485ee"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "cohere-docs",
      "name": "Cohere",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "The homepage presents Cohere documentation through Guides and concepts, API reference, Release notes.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Guides and concepts",
          "note": "The homepage links to Guides and concepts, giving developers a distinct route into this part of the product."
        },
        {
          "section": "API reference",
          "note": "The homepage links to API reference, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Release notes",
          "note": "The homepage links to Release notes, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Guides and concepts path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.cohere.com/",
        "final_url": "https://docs.cohere.com/",
        "title": "Cohere Documentation | Cohere",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd6-bf20-75f8-863e-401151caa66d"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "replicate-docs",
      "name": "Replicate",
      "artifact": "docs-home",
      "topic": "Developer documentation",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "The homepage presents Replicate documentation through Get started, Guides, Topics.",
      "use_for": "Use as a reference for organizing developer documentation documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Get started",
          "note": "The homepage links to Get started, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Guides",
          "note": "The homepage links to Guides, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Topics",
          "note": "The homepage links to Topics, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Get started path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://replicate.com/docs",
        "final_url": "https://replicate.com/docs",
        "title": "Documentation \u2013 Replicate",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd6-50d0-708f-b771-b1ee2f19e0e3"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "netlify-docs",
      "name": "Netlify",
      "artifact": "docs-home",
      "topic": "Cloud and deployment",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "The homepage presents Netlify documentation through Latest updates, Explore Netlify, Build with AI.",
      "use_for": "Use as a reference for organizing cloud and deployment documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Latest updates",
          "note": "The homepage links to Latest updates, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Explore Netlify",
          "note": "The homepage links to Explore Netlify, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Build with AI",
          "note": "The homepage links to Build with AI, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Latest updates path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.netlify.com/",
        "final_url": "https://docs.netlify.com/",
        "title": "Netlify Documentation | Netlify Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd6-3ad0-738f-a111-9f04542fdec1"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "aws-documentation-docs",
      "name": "AWS Documentation",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "The homepage presents AWS Documentation documentation through Product guides & references, Developer resources, Get Started.",
      "use_for": "Use as a reference for organizing developer platform and apis documentation so developers can choose a relevant path before reading detailed reference pages.",
      "observations": [
        {
          "section": "Product guides & references",
          "note": "The homepage links to Product guides & references, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Developer resources",
          "note": "The homepage links to Developer resources, giving developers a distinct route into this part of the product."
        },
        {
          "section": "Get Started",
          "note": "The homepage links to Get Started, giving developers a distinct route into this part of the product."
        }
      ],
      "adaptation": [
        "Group documentation by developer job or product area and label the audience for each path.",
        "Put a concrete first step beside deeper guides and API references so readers can select an appropriate level of detail."
      ],
      "tradeoff": "A broad documentation homepage helps readers choose among product areas, but a large navigation set can make the first route unclear without task-based labels.",
      "first_step": "Start with the Product guides & references path and confirm it matches the integration or task at hand.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.aws.amazon.com/",
        "final_url": "https://docs.aws.amazon.com/",
        "title": "Welcome to AWS Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fd6-9309-7138-95ee-4e29d38466f4"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "appsmith-developer-docs",
      "name": "Appsmith",
      "artifact": "docs-home",
      "topic": "Data and infrastructure",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "Appsmith's documentation homepage organizes support for Why Appsmith, Get started. The homepage says Appsmith is an open-source developer tool for rapidly building internal applications, connecting to databases and APIs, and writing logic with queries and JavaScript.",
      "use_for": "Use as a reference for organizing data and infrastructure docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Why Appsmith",
          "note": "The documentation homepage provides a direct route to Why Appsmith, helping readers choose a product task or reference area."
        },
        {
          "section": "Get started",
          "note": "The documentation homepage provides a direct route to Get started, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Why Appsmith section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.appsmith.com/",
        "final_url": "https://docs.appsmith.com/",
        "title": "Introduction | Appsmith",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdb-f21d-77ff-8870-819e6f23bad2"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "backblaze-b2-developer-docs",
      "name": "Backblaze B2",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Backblaze B2's documentation homepage organizes support for B2 Cloud Storage, Computer Backup, Popular Articles. The official docs search description states that Backblaze developer documents cover cloud storage, APIs, and computer backup, and direct users to developer quick-start guides.",
      "use_for": "Use as a reference for organizing developer platform and apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "B2 Cloud Storage",
          "note": "The documentation homepage provides a direct route to B2 Cloud Storage, helping readers choose a product task or reference area."
        },
        {
          "section": "Computer Backup",
          "note": "The documentation homepage provides a direct route to Computer Backup, helping readers choose a product task or reference area."
        },
        {
          "section": "Popular Articles",
          "note": "The documentation homepage provides a direct route to Popular Articles, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the B2 Cloud Storage section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.backblaze.com/docs",
        "final_url": "https://www.backblaze.com/docs",
        "title": "Backblaze Developer Documents for Cloud Storage and Backup",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-135e-7794-8da8-12ed5e2fea89"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "box-developer-docs",
      "name": "Box",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "Box's documentation homepage organizes support for Home, AI, API reference and 1 additional sections. The page says Box can manage documents at scale with enterprise security, real-time collaboration, e-signatures, workflow automation, and built-in AI, and can be extended with APIs, SDKs, embeddable UI components, and webhooks.",
      "use_for": "Use as a reference for organizing developer platform and apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Home",
          "note": "The documentation homepage provides a direct route to Home, helping readers choose a product task or reference area."
        },
        {
          "section": "AI",
          "note": "The documentation homepage provides a direct route to AI, helping readers choose a product task or reference area."
        },
        {
          "section": "API reference",
          "note": "The documentation homepage provides a direct route to API reference, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Home section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.box.com/",
        "final_url": "https://developer.box.com/",
        "title": "Home - Box Dev Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdb-e18f-73a9-9765-20392bc08017"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "chargebee-developer-docs",
      "name": "Chargebee",
      "artifact": "docs-home",
      "topic": "Payments and billing APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Chargebee's documentation homepage organizes support for Home, Billing, CPQ and 1 additional sections. The homepage describes Chargebee's product suite and lists Billing, CPQ, Payments, RevRec, and Growth; it says Payments accepts cards, ACH, SEPA, and local payment methods across 30+ gateways with intelligent routing.",
      "use_for": "Use as a reference for organizing payments and billing apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Home",
          "note": "The documentation homepage provides a direct route to Home, helping readers choose a product task or reference area."
        },
        {
          "section": "Billing",
          "note": "The documentation homepage provides a direct route to Billing, helping readers choose a product task or reference area."
        },
        {
          "section": "CPQ",
          "note": "The documentation homepage provides a direct route to CPQ, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Home section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.chargebee.com/docs",
        "final_url": "https://www.chargebee.com/docs",
        "title": "Chargebee Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-0315-70d2-9df3-d6a7aed7ba96"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "checkout-com-developer-docs",
      "name": "Checkout.com",
      "artifact": "docs-home",
      "topic": "Payments and billing APIs",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "Checkout.com's documentation homepage organizes support for Get started, Payments, Developer resources and 1 additional sections. The homepage says the docs help developers set up, customize, and go live with a payments experience; it covers payments, Intelligent Acceptance, card issuing, and Checkout Business Account.",
      "use_for": "Use as a reference for organizing payments and billing apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Get started",
          "note": "The documentation homepage provides a direct route to Get started, helping readers choose a product task or reference area."
        },
        {
          "section": "Payments",
          "note": "The documentation homepage provides a direct route to Payments, helping readers choose a product task or reference area."
        },
        {
          "section": "Developer resources",
          "note": "The documentation homepage provides a direct route to Developer resources, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Get started section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.checkout.com/docs",
        "final_url": "https://www.checkout.com/docs",
        "title": "Checkout.com - Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-2193-75bf-a162-36c1df88306c"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "clickup-developer-docs",
      "name": "ClickUp",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "ClickUp's documentation homepage organizes support for API, MCP, Webhooks and 1 additional sections. The homepage describes the Public API as supporting integrations and apps, and separately provides an MCP connection for AI assistants.",
      "use_for": "Use as a reference for organizing developer platform and apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "API",
          "note": "The documentation homepage provides a direct route to API, helping readers choose a product task or reference area."
        },
        {
          "section": "MCP",
          "note": "The documentation homepage provides a direct route to MCP, helping readers choose a product task or reference area."
        },
        {
          "section": "Webhooks",
          "note": "The documentation homepage provides a direct route to Webhooks, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the API section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.clickup.com/",
        "final_url": "https://developer.clickup.com/",
        "title": "ClickUp",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-2f1a-71bb-affa-8649c6035613"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "dagster-developer-docs",
      "name": "Dagster",
      "artifact": "docs-home",
      "topic": "Data and infrastructure",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "Dagster's documentation homepage organizes support for Get started, Quickstart, Thinking in Assets and 1 additional sections. The homepage describes Dagster as a data orchestrator for data engineers with integrated lineage, observability, a declarative programming model, and best-in-class testability.",
      "use_for": "Use as a reference for organizing data and infrastructure docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Get started",
          "note": "The documentation homepage provides a direct route to Get started, helping readers choose a product task or reference area."
        },
        {
          "section": "Quickstart",
          "note": "The documentation homepage provides a direct route to Quickstart, helping readers choose a product task or reference area."
        },
        {
          "section": "Thinking in Assets",
          "note": "The documentation homepage provides a direct route to Thinking in Assets, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Get started section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://dagster.io/docs",
        "final_url": "https://dagster.io/docs",
        "title": "Overview | Dagster Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-3ce3-7607-b767-daea50ed26e1"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "egnyte-developer-docs",
      "name": "Egnyte",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "Egnyte's documentation homepage organizes support for Home, API Playground, SDKs & tools and 1 additional sections. The homepage says the Egnyte API supports integrations, workflow automation, and secure content experiences for 23,000+ businesses.",
      "use_for": "Use as a reference for organizing developer platform and apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Home",
          "note": "The documentation homepage provides a direct route to Home, helping readers choose a product task or reference area."
        },
        {
          "section": "API Playground",
          "note": "The documentation homepage provides a direct route to API Playground, helping readers choose a product task or reference area."
        },
        {
          "section": "SDKs & tools",
          "note": "The documentation homepage provides a direct route to SDKs & tools, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Home section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.egnyte.com/",
        "final_url": "https://developers.egnyte.com/",
        "title": "Home | Egnyte for Developers",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-49d4-701c-b293-21456edda412"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "gocardless-developer-docs",
      "name": "GoCardless",
      "artifact": "docs-home",
      "topic": "Payments and billing APIs",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "GoCardless's documentation homepage organizes support for Getting Started, API Reference, Partner Integration and 1 additional sections. The page says GoCardless supports recurring, one-off, and instalment payments, payment links or custom pages, and automated bank debits across 30+ countries.",
      "use_for": "Use as a reference for organizing payments and billing apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The documentation homepage provides a direct route to Getting Started, helping readers choose a product task or reference area."
        },
        {
          "section": "API Reference",
          "note": "The documentation homepage provides a direct route to API Reference, helping readers choose a product task or reference area."
        },
        {
          "section": "Partner Integration",
          "note": "The documentation homepage provides a direct route to Partner Integration, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Getting Started section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.gocardless.com/",
        "final_url": "https://docs.gocardless.com/",
        "title": "GoCardless Developer Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-5c05-71b0-9f34-e207775217f5"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "groq-developer-docs",
      "name": "Groq",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "Groq's documentation homepage organizes support for Getting Started, Core Features, Tools & Integrations and 1 additional sections. The page describes Groq as providing fast LLM inference with OpenAI compatibility and shows an OpenAI-compatible base URL: https://api.groq.com/openai/v1.",
      "use_for": "Use as a reference for organizing developer platform and apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The documentation homepage provides a direct route to Getting Started, helping readers choose a product task or reference area."
        },
        {
          "section": "Core Features",
          "note": "The documentation homepage provides a direct route to Core Features, helping readers choose a product task or reference area."
        },
        {
          "section": "Tools & Integrations",
          "note": "The documentation homepage provides a direct route to Tools & Integrations, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Getting Started section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://console.groq.com/docs/overview",
        "final_url": "https://console.groq.com/docs/overview",
        "title": "Overview - GroqDocs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-b0e0-75d1-855f-41d6905e0cab"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "influxdb-developer-docs",
      "name": "InfluxDB",
      "artifact": "docs-home",
      "topic": "Data and infrastructure",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "InfluxDB's documentation homepage organizes support for InfluxDB 3, InfluxDB 2, InfluxDB 1 and 1 additional sections. The homepage says InfluxDB 3 is the current generation and recommended platform for new time-series workloads, built for high-speed, high-cardinality data from the edge to the cloud.",
      "use_for": "Use as a reference for organizing data and infrastructure docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "InfluxDB 3",
          "note": "The documentation homepage provides a direct route to InfluxDB 3, helping readers choose a product task or reference area."
        },
        {
          "section": "InfluxDB 2",
          "note": "The documentation homepage provides a direct route to InfluxDB 2, helping readers choose a product task or reference area."
        },
        {
          "section": "InfluxDB 1",
          "note": "The documentation homepage provides a direct route to InfluxDB 1, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the InfluxDB 3 section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.influxdata.com/",
        "final_url": "https://docs.influxdata.com/?section=%252F",
        "title": "InfluxData Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-9ffd-7401-ac44-6e01e6a873d3"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "infobip-developer-docs",
      "name": "Infobip",
      "artifact": "docs-home",
      "topic": "Communications APIs",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "Infobip's documentation homepage organizes support for Get started with Infobip, What do you want to do?, Featured and 1 additional sections. The homepage defines the documentation hub as a collection of product documentation, how-to-use cases, and general platform information intended to help users get started.",
      "use_for": "Use as a reference for organizing communications apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Get started with Infobip",
          "note": "The documentation homepage provides a direct route to Get started with Infobip, helping readers choose a product task or reference area."
        },
        {
          "section": "What do you want to do?",
          "note": "The documentation homepage provides a direct route to What do you want to do?, helping readers choose a product task or reference area."
        },
        {
          "section": "Featured",
          "note": "The documentation homepage provides a direct route to Featured, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Get started with Infobip section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.infobip.com/docs",
        "final_url": "https://www.infobip.com/docs",
        "title": "Infobip Documentation Hub | Infobip Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-6930-702c-8b9b-dd9d44709648"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "linear-developer-docs",
      "name": "Linear",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "Linear's documentation homepage organizes support for Getting Started, Guides, Resources and 1 additional sections. The homepage says developers can build apps and integrations using Linear's GraphQL API and TypeScript SDK.",
      "use_for": "Use as a reference for organizing developer platform and apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The documentation homepage provides a direct route to Getting Started, helping readers choose a product task or reference area."
        },
        {
          "section": "Guides",
          "note": "The documentation homepage provides a direct route to Guides, helping readers choose a product task or reference area."
        },
        {
          "section": "Resources",
          "note": "The documentation homepage provides a direct route to Resources, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Getting Started section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://linear.app/developers",
        "final_url": "https://linear.app/developers",
        "title": "Linear Developers",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-914f-7449-832e-c7d2a3467cf5"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "mailgun-developer-docs",
      "name": "Mailgun",
      "artifact": "docs-home",
      "topic": "Communications APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Mailgun's documentation homepage organizes support for SEND, OPTIMIZE, VALIDATE and 1 additional sections. The homepage describes the documentation's SEND scope as APIs that let users send, receive, and track email.",
      "use_for": "Use as a reference for organizing communications apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "SEND",
          "note": "The documentation homepage provides a direct route to SEND, helping readers choose a product task or reference area."
        },
        {
          "section": "OPTIMIZE",
          "note": "The documentation homepage provides a direct route to OPTIMIZE, helping readers choose a product task or reference area."
        },
        {
          "section": "VALIDATE",
          "note": "The documentation homepage provides a direct route to VALIDATE, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the SEND section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://documentation.mailgun.com/",
        "final_url": "https://documentation.mailgun.com/",
        "title": "Mailgun Developer Documentation | Sinch",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-824f-779a-8dd0-1488dfb60a43"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "marqeta-developer-docs",
      "name": "Marqeta",
      "artifact": "docs-home",
      "topic": "Payments and billing APIs",
      "patterns": [
        "capability-map",
        "first-result",
        "stack-routing"
      ],
      "summary": "Marqeta's documentation homepage organizes support for Try out our APIs, Core API Quick Start, Get to know the Marqeta platform and 1 additional sections. The homepage says its docs help users build and manage a card program using guides and API reference documentation.",
      "use_for": "Use as a reference for organizing payments and billing apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Try out our APIs",
          "note": "The documentation homepage provides a direct route to Try out our APIs, helping readers choose a product task or reference area."
        },
        {
          "section": "Core API Quick Start",
          "note": "The documentation homepage provides a direct route to Core API Quick Start, helping readers choose a product task or reference area."
        },
        {
          "section": "Get to know the Marqeta platform",
          "note": "The documentation homepage provides a direct route to Get to know the Marqeta platform, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Try out our APIs section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.marqeta.com/docs/",
        "final_url": "https://www.marqeta.com/docs/developer-guides",
        "title": "Home",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-d0a4-70a4-85c9-f1c00a7e82c4"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "mistral-ai-developer-docs",
      "name": "Mistral AI",
      "artifact": "docs-home",
      "topic": "Payments and billing APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Mistral AI's documentation homepage organizes support for Vibe, Studio, Inference & Models and 1 additional sections. The homepage describes the platform as three products: Vibe, Studio, and Admin; it says Studio is the developer console and Mistral API, while Admin covers organization setup, billing, SSO, Workspaces, and access policies.",
      "use_for": "Use as a reference for organizing payments and billing apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Vibe",
          "note": "The documentation homepage provides a direct route to Vibe, helping readers choose a product task or reference area."
        },
        {
          "section": "Studio",
          "note": "The documentation homepage provides a direct route to Studio, helping readers choose a product task or reference area."
        },
        {
          "section": "Inference & Models",
          "note": "The documentation homepage provides a direct route to Inference & Models, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Vibe section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.mistral.ai/",
        "final_url": "https://docs.mistral.ai/",
        "title": "Documentation - Mistral AI",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-bf0d-74cc-8090-1fe434eecff5"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "mollie-developer-docs",
      "name": "Mollie",
      "artifact": "docs-home",
      "topic": "Payments and billing APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "Mollie's documentation homepage organizes support for Accept payments, Grow your business, Resources and 1 additional sections. The page says Mollie offers out-of-the-box tools or Mollie APIs and libraries for accepting payments, and its resources include API reference and testing.",
      "use_for": "Use as a reference for organizing payments and billing apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Accept payments",
          "note": "The documentation homepage provides a direct route to Accept payments, helping readers choose a product task or reference area."
        },
        {
          "section": "Grow your business",
          "note": "The documentation homepage provides a direct route to Grow your business, helping readers choose a product task or reference area."
        },
        {
          "section": "Resources",
          "note": "The documentation homepage provides a direct route to Resources, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Accept payments section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.mollie.com/",
        "final_url": "https://docs.mollie.com/docs/getting-started",
        "title": "Getting started | Mollie Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-e088-7541-b170-505bab381ff5"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "monday-com-developer-docs",
      "name": "monday.com",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "monday.com's documentation homepage organizes support for Turn agents into teammates, Connect to your monday data from anywhere, Customize monday to your exact needs and 1 additional sections. The homepage describes the monday Platform API as an expressive GraphQL API for interacting with workflows and automating processes.",
      "use_for": "Use as a reference for organizing developer platform and apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Turn agents into teammates",
          "note": "The documentation homepage provides a direct route to Turn agents into teammates, helping readers choose a product task or reference area."
        },
        {
          "section": "Connect to your monday data from anywhere",
          "note": "The documentation homepage provides a direct route to Connect to your monday data from anywhere, helping readers choose a product task or reference area."
        },
        {
          "section": "Customize monday to your exact needs",
          "note": "The documentation homepage provides a direct route to Customize monday to your exact needs, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Turn agents into teammates section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.monday.com/",
        "final_url": "https://developer.monday.com/",
        "title": "monday.com Developer Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdc-f3c0-7634-8c77-e613709170a1"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "paddle-developer-docs",
      "name": "Paddle",
      "artifact": "docs-home",
      "topic": "Payments and billing APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Paddle's documentation homepage organizes support for Build with Paddle, An evolving platform, Popular guides and 1 additional sections. The homepage says Paddle takes care of payments, tax, subscriptions, and metrics with one unified API.",
      "use_for": "Use as a reference for organizing payments and billing apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Build with Paddle",
          "note": "The documentation homepage provides a direct route to Build with Paddle, helping readers choose a product task or reference area."
        },
        {
          "section": "An evolving platform",
          "note": "The documentation homepage provides a direct route to An evolving platform, helping readers choose a product task or reference area."
        },
        {
          "section": "Popular guides",
          "note": "The documentation homepage provides a direct route to Popular guides, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Build with Paddle section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developer.paddle.com/",
        "final_url": "https://developer.paddle.com/",
        "title": "Paddle Developer Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdd-0628-7529-b22e-8fc9806f88fa"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "pipedrive-developer-docs",
      "name": "Pipedrive",
      "artifact": "docs-home",
      "topic": "Developer platform and APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "Pipedrive's documentation homepage organizes support for Create an app, Create a developer sandbox account, Learn about the Pipedrive API and 1 additional sections. The homepage describes Pipedrive as a global CRM and says its RESTful API can be used to create public or private apps and integrations.",
      "use_for": "Use as a reference for organizing developer platform and apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Create an app",
          "note": "The documentation homepage provides a direct route to Create an app, helping readers choose a product task or reference area."
        },
        {
          "section": "Create a developer sandbox account",
          "note": "The documentation homepage provides a direct route to Create a developer sandbox account, helping readers choose a product task or reference area."
        },
        {
          "section": "Learn about the Pipedrive API",
          "note": "The documentation homepage provides a direct route to Learn about the Pipedrive API, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Create an app section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://pipedrive.readme.io/docs",
        "final_url": "https://pipedrive.readme.io/docs/getting-started",
        "title": "Getting started",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdd-3a23-705b-8983-8e07bf9a346b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "plivo-developer-docs",
      "name": "Plivo",
      "artifact": "docs-home",
      "topic": "Communications APIs",
      "patterns": [
        "capability-map",
        "use-case-routing"
      ],
      "summary": "Plivo's documentation homepage organizes support for Voice, Messaging, SIP Trunking and 1 additional sections. The homepage explicitly describes Plivo Docs as guides, API references, and quickstarts for integrating, managing, and optimizing Voice, Messaging, SIP Trunking, and Voice AI.",
      "use_for": "Use as a reference for organizing communications apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Voice",
          "note": "The documentation homepage provides a direct route to Voice, helping readers choose a product task or reference area."
        },
        {
          "section": "Messaging",
          "note": "The documentation homepage provides a direct route to Messaging, helping readers choose a product task or reference area."
        },
        {
          "section": "SIP Trunking",
          "note": "The documentation homepage provides a direct route to SIP Trunking, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Voice section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.plivo.com/docs/home",
        "final_url": "https://www.plivo.com/docs/home",
        "title": "Home - Plivo",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdd-5098-71f9-8eb4-0a033a408883"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "razorpay-developer-docs",
      "name": "Razorpay",
      "artifact": "docs-home",
      "topic": "Payments and billing APIs",
      "patterns": [
        "capability-map",
        "use-case-routing",
        "stack-routing"
      ],
      "summary": "Razorpay's documentation homepage organizes support for Payments, API Reference, Developer Tools and 1 additional sections. The homepage navigation covers Payments, API Reference, Developer Tools, Webhooks, SDK, CLI, MCP, and Error codes.",
      "use_for": "Use as a reference for organizing payments and billing apis docs around clear product tasks and reference paths.",
      "observations": [
        {
          "section": "Payments",
          "note": "The documentation homepage provides a direct route to Payments, helping readers choose a product task or reference area."
        },
        {
          "section": "API Reference",
          "note": "The documentation homepage provides a direct route to API Reference, helping readers choose a product task or reference area."
        },
        {
          "section": "Developer Tools",
          "note": "The documentation homepage provides a direct route to Developer Tools, helping readers choose a product task or reference area."
        }
      ],
      "adaptation": [
        "Label documentation routes with the product task or audience, then link each route to a task-specific guide.",
        "Place quick starts, API references and ongoing-use guidance in clearly named sections so readers can scan by intent."
      ],
      "tradeoff": "A single documentation hub is easy to share, but readers may need to know the product vocabulary before they can choose the best route.",
      "first_step": "Start with the Payments section that best matches the integration, then follow the linked guide for its prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://razorpay.com/docs/home",
        "final_url": "https://razorpay.com/docs/us/home",
        "title": "Documentation - Razorpay",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a11fdd-65fe-706d-a6da-bc1d7f2e7152"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "lefthook",
      "name": "Lefthook",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Install and usage are separated before configuration guidance.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Install and usage are separated before configuration guidance."
        },
        {
          "section": "Setup and contributor route",
          "note": "The page moves from the tool name into practical setup, then explains hook configuration and project installation."
        },
        {
          "section": "Links and project context",
          "note": "Short command-oriented subsections keep the path from first install to repository adoption compact."
        }
      ],
      "adaptation": [
        "Use Lefthook as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Lefthook with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/evilmartians/lefthook/blob/60c1ddd071810542eb3e639dca6529831dbb4b3e/README.md",
        "final_url": "https://github.com/evilmartians/lefthook/blob/60c1ddd071810542eb3e639dca6529831dbb4b3e/README.md",
        "title": "lefthook/README.md at 60c1ddd071810542eb3e639dca6529831dbb4b3e \u00b7 evilmartians/lefthook \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12263-5095-762d-8a6b-d50d7de706d6"
      },
      "version": {
        "kind": "commit",
        "value": "60c1ddd071810542eb3e639dca6529831dbb4b3e"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/evilmartians/lefthook/blob/60c1ddd071810542eb3e639dca6529831dbb4b3e/README.md"
    },
    {
      "slug": "pre-commit",
      "name": "pre-commit",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that A very compact title section is followed by the project identity rather than a long feature catalog.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "A very compact title section is followed by the project identity rather than a long feature catalog."
        },
        {
          "section": "Setup and contributor route",
          "note": "The README relies on a minimal entry point, leaving detailed workflow guidance to linked documentation."
        },
        {
          "section": "Links and project context",
          "note": "The README links to project resources and maintainer context."
        }
      ],
      "adaptation": [
        "Use pre-commit as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for pre-commit with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/pre-commit/pre-commit/blob/887c5e1142ea9022407e85e7319bec3a403e1572/README.md",
        "final_url": "https://github.com/pre-commit/pre-commit/blob/887c5e1142ea9022407e85e7319bec3a403e1572/README.md",
        "title": "pre-commit/README.md at 887c5e1142ea9022407e85e7319bec3a403e1572 \u00b7 pre-commit/pre-commit \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12263-6f27-77da-a8a3-d9ba432347fa"
      },
      "version": {
        "kind": "commit",
        "value": "887c5e1142ea9022407e85e7319bec3a403e1572"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/pre-commit/pre-commit/blob/887c5e1142ea9022407e85e7319bec3a403e1572/README.md"
    },
    {
      "slug": "git-cliff",
      "name": "git-cliff",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Documentation is paired with media mentions, editor support, related projects, and contributors.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Documentation is paired with media mentions, editor support, related projects, and contributors."
        },
        {
          "section": "Setup and contributor route",
          "note": "The structure uses ecosystem proof and adjacent tools after the primary documentation link."
        },
        {
          "section": "Links and project context",
          "note": "Contributor and community signals appear as a distinct closing layer."
        }
      ],
      "adaptation": [
        "Use git-cliff as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for git-cliff with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/orhun/git-cliff/blob/68bd85ed8cd0277bdde19a252091e29ccd9fd8d7/README.md",
        "final_url": "https://github.com/orhun/git-cliff/blob/68bd85ed8cd0277bdde19a252091e29ccd9fd8d7/README.md",
        "title": "git-cliff/README.md at 68bd85ed8cd0277bdde19a252091e29ccd9fd8d7 \u00b7 orhun/git-cliff \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12263-9b43-74d6-aab6-f662312f9edd"
      },
      "version": {
        "kind": "commit",
        "value": "68bd85ed8cd0277bdde19a252091e29ccd9fd8d7"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/orhun/git-cliff/blob/68bd85ed8cd0277bdde19a252091e29ccd9fd8d7/README.md"
    },
    {
      "slug": "vale",
      "name": "Vale",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that A short positioning line is followed by sponsor visibility and spotlight sections.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "A short positioning line is followed by sponsor visibility and spotlight sections."
        },
        {
          "section": "Setup and contributor route",
          "note": "Organizations and infrastructure are called out as separate proof groupings."
        },
        {
          "section": "Links and project context",
          "note": "The README foregrounds who uses or supports the tool alongside its identity."
        }
      ],
      "adaptation": [
        "Use Vale as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Vale with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/vale-cli/vale/blob/2b34546259a3fbfb63784a6207abd808eab55730/README.md",
        "final_url": "https://github.com/vale-cli/vale/blob/2b34546259a3fbfb63784a6207abd808eab55730/README.md",
        "title": "vale/README.md at 2b34546259a3fbfb63784a6207abd808eab55730 \u00b7 vale-cli/vale \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12263-85f4-763c-be9c-71abf5d6504b"
      },
      "version": {
        "kind": "commit",
        "value": "2b34546259a3fbfb63784a6207abd808eab55730"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/vale-cli/vale/blob/2b34546259a3fbfb63784a6207abd808eab55730/README.md"
    },
    {
      "slug": "lychee",
      "name": "lychee",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that A table of contents precedes development and installation material.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "A table of contents precedes development and installation material."
        },
        {
          "section": "Setup and contributor route",
          "note": "Installation is broken into platform-specific paths such as Arch and openSUSE."
        },
        {
          "section": "Links and project context",
          "note": "Contributor-facing development guidance is kept separate from user installation."
        }
      ],
      "adaptation": [
        "Use lychee as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for lychee with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/lycheeverse/lychee/blob/2b1b94e87f8a47c10fb645ca2cf894a230b15942/README.md",
        "final_url": "https://github.com/lycheeverse/lychee/blob/2b1b94e87f8a47c10fb645ca2cf894a230b15942/README.md",
        "title": "lychee/README.md at 2b1b94e87f8a47c10fb645ca2cf894a230b15942 \u00b7 lycheeverse/lychee \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12263-b2f4-7789-be13-eae02ea15545"
      },
      "version": {
        "kind": "commit",
        "value": "2b1b94e87f8a47c10fb645ca2cf894a230b15942"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/lycheeverse/lychee/blob/2b1b94e87f8a47c10fb645ca2cf894a230b15942/README.md"
    },
    {
      "slug": "fzf",
      "name": "fzf",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Highlights establish the value before a table of contents and installation.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Highlights establish the value before a table of contents and installation."
        },
        {
          "section": "Setup and contributor route",
          "note": "Installation offers multiple package-manager routes, including Homebrew and Mise."
        },
        {
          "section": "Links and project context",
          "note": "The opening favors quick scanning while the contents provide deeper navigation."
        }
      ],
      "adaptation": [
        "Use fzf as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for fzf with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/junegunn/fzf/blob/845752f3055a5c10b65adc1d4c7c7734b7c2dd56/README.md",
        "final_url": "https://github.com/junegunn/fzf/blob/845752f3055a5c10b65adc1d4c7c7734b7c2dd56/README.md",
        "title": "fzf/README.md at 845752f3055a5c10b65adc1d4c7c7734b7c2dd56 \u00b7 junegunn/fzf \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12264-b18e-729a-b895-6b018f0f094f"
      },
      "version": {
        "kind": "commit",
        "value": "845752f3055a5c10b65adc1d4c7c7734b7c2dd56"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/junegunn/fzf/blob/845752f3055a5c10b65adc1d4c7c7734b7c2dd56/README.md"
    },
    {
      "slug": "starship",
      "name": "Starship",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Installation is presented as a numbered setup sequence.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Installation is presented as a numbered setup sequence."
        },
        {
          "section": "Setup and contributor route",
          "note": "Prerequisites are separated from the install action and shell integration step."
        },
        {
          "section": "Links and project context",
          "note": "Configuration follows initial activation so the reader reaches a working result first."
        }
      ],
      "adaptation": [
        "Use Starship as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Starship with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/starship/starship/blob/c738efeb9fab1308bb0a8c35d72fa319aaa3f41d/README.md",
        "final_url": "https://github.com/starship/starship/blob/c738efeb9fab1308bb0a8c35d72fa319aaa3f41d/README.md",
        "title": "starship/README.md at c738efeb9fab1308bb0a8c35d72fa319aaa3f41d \u00b7 starship/starship \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12264-cca1-7669-996d-f7c0432a1a58"
      },
      "version": {
        "kind": "commit",
        "value": "c738efeb9fab1308bb0a8c35d72fa319aaa3f41d"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/starship/starship/blob/c738efeb9fab1308bb0a8c35d72fa319aaa3f41d/README.md"
    },
    {
      "slug": "atuin",
      "name": "Atuin",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Features are followed by documentation and supported-platform coverage.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Features are followed by documentation and supported-platform coverage."
        },
        {
          "section": "Setup and contributor route",
          "note": "Community links form a distinct section after the practical product information."
        },
        {
          "section": "Links and project context",
          "note": "The README separates user value, compatibility, and community participation."
        }
      ],
      "adaptation": [
        "Use Atuin as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Atuin with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/atuinsh/atuin/blob/c2ae7351daa4038517d9d648c946e9e5e7152342/README.md",
        "final_url": "https://github.com/atuinsh/atuin/blob/c2ae7351daa4038517d9d648c946e9e5e7152342/README.md",
        "title": "atuin/README.md at c2ae7351daa4038517d9d648c946e9e5e7152342 \u00b7 atuinsh/atuin \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12265-5510-701e-adf9-ca073ba829db"
      },
      "version": {
        "kind": "commit",
        "value": "c2ae7351daa4038517d9d648c946e9e5e7152342"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/atuinsh/atuin/blob/c2ae7351daa4038517d9d648c946e9e5e7152342/README.md"
    },
    {
      "slug": "zoxide",
      "name": "zoxide",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Getting started leads into installation and configuration.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Getting started leads into installation and configuration."
        },
        {
          "section": "Setup and contributor route",
          "note": "Flags are nested under configuration-oriented guidance rather than presented as a raw option dump."
        },
        {
          "section": "Links and project context",
          "note": "The page moves from first use to customization in a clear progression."
        }
      ],
      "adaptation": [
        "Use zoxide as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for zoxide with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/ajeetdsouza/zoxide/blob/c479cc829442f9487170c19ef8b8a73c9a781b0c/README.md",
        "final_url": "https://github.com/ajeetdsouza/zoxide/blob/c479cc829442f9487170c19ef8b8a73c9a781b0c/README.md",
        "title": "zoxide/README.md at c479cc829442f9487170c19ef8b8a73c9a781b0c \u00b7 ajeetdsouza/zoxide \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12265-bfa7-76ac-9e43-965d2ecb2924"
      },
      "version": {
        "kind": "commit",
        "value": "c479cc829442f9487170c19ef8b8a73c9a781b0c"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/ajeetdsouza/zoxide/blob/c479cc829442f9487170c19ef8b8a73c9a781b0c/README.md"
    },
    {
      "slug": "bottom",
      "name": "bottom",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that A table of contents is followed by features and support.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "A table of contents is followed by features and support."
        },
        {
          "section": "Setup and contributor route",
          "note": "Support is split into official and community routes, making help discovery explicit."
        },
        {
          "section": "Links and project context",
          "note": "The README positions operating-system monitoring value before maintenance details."
        }
      ],
      "adaptation": [
        "Use bottom as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for bottom with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/ClementTsang/bottom/blob/77b77407c6e3b29a43d4af81d99c5f81696f7416/README.md",
        "final_url": "https://github.com/ClementTsang/bottom/blob/77b77407c6e3b29a43d4af81d99c5f81696f7416/README.md",
        "title": "bottom/README.md at 77b77407c6e3b29a43d4af81d99c5f81696f7416 \u00b7 ClementTsang/bottom \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12265-3666-723c-af4d-e751d9834704"
      },
      "version": {
        "kind": "commit",
        "value": "77b77407c6e3b29a43d4af81d99c5f81696f7416"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/ClementTsang/bottom/blob/77b77407c6e3b29a43d4af81d99c5f81696f7416/README.md"
    },
    {
      "slug": "btop",
      "name": "btop++",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that A news section sits near the top before documentation.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "A news section sits near the top before documentation."
        },
        {
          "section": "Setup and contributor route",
          "note": "Documentation is separated from the core product introduction and maintenance information."
        },
        {
          "section": "Links and project context",
          "note": "The page uses a visual identity and navigational index before detailed material."
        }
      ],
      "adaptation": [
        "Use btop++ as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for btop++ with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/aristocratos/btop/blob/43833b9c010ab87f1805dd1baec53543f507f5f0/README.md",
        "final_url": "https://github.com/aristocratos/btop/blob/43833b9c010ab87f1805dd1baec53543f507f5f0/README.md",
        "title": "btop/README.md at 43833b9c010ab87f1805dd1baec53543f507f5f0 \u00b7 aristocratos/btop \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12264-26d4-75bc-af11-66eca8799b20"
      },
      "version": {
        "kind": "commit",
        "value": "43833b9c010ab87f1805dd1baec53543f507f5f0"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/aristocratos/btop/blob/43833b9c010ab87f1805dd1baec53543f507f5f0/README.md"
    },
    {
      "slug": "k9s",
      "name": "K9s",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that The headline is followed by a note, screenshots, and demo recordings.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "The headline is followed by a note, screenshots, and demo recordings."
        },
        {
          "section": "Setup and contributor route",
          "note": "Documentation comes after visual proof, creating a show-then-explain sequence."
        },
        {
          "section": "Links and project context",
          "note": "Community and support links are separated from product demonstrations."
        }
      ],
      "adaptation": [
        "Use K9s as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for K9s with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/derailed/k9s/blob/a9e6fc48a854bd53fae3e2825d7e49290217ad32/README.md",
        "final_url": "https://github.com/derailed/k9s/blob/a9e6fc48a854bd53fae3e2825d7e49290217ad32/README.md",
        "title": "k9s/README.md at a9e6fc48a854bd53fae3e2825d7e49290217ad32 \u00b7 derailed/k9s \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12263-d109-75ff-bc41-daf579a8d78c"
      },
      "version": {
        "kind": "commit",
        "value": "a9e6fc48a854bd53fae3e2825d7e49290217ad32"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/derailed/k9s/blob/a9e6fc48a854bd53fae3e2825d7e49290217ad32/README.md"
    },
    {
      "slug": "lazydocker",
      "name": "lazydocker",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Sponsors appear before the elevator pitch and requirements.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Sponsors appear before the elevator pitch and requirements."
        },
        {
          "section": "Setup and contributor route",
          "note": "Installation is followed by package-manager-specific options."
        },
        {
          "section": "Links and project context",
          "note": "The README combines social proof, concise positioning, prerequisites, and setup."
        }
      ],
      "adaptation": [
        "Use lazydocker as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for lazydocker with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/jesseduffield/lazydocker/blob/992c13884436cc4d7550fc471d69b698c07de719/README.md",
        "final_url": "https://github.com/jesseduffield/lazydocker/blob/992c13884436cc4d7550fc471d69b698c07de719/README.md",
        "title": "lazydocker/README.md at 992c13884436cc4d7550fc471d69b698c07de719 \u00b7 jesseduffield/lazydocker \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12264-1025-728e-a5a2-ca5f294b76d8"
      },
      "version": {
        "kind": "commit",
        "value": "992c13884436cc4d7550fc471d69b698c07de719"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/jesseduffield/lazydocker/blob/992c13884436cc4d7550fc471d69b698c07de719/README.md"
    },
    {
      "slug": "dive",
      "name": "dive",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that The product name is followed by a compact feature explanation.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "The product name is followed by a compact feature explanation."
        },
        {
          "section": "Setup and contributor route",
          "note": "Basic features precede installation, keeping the benefit visible before setup."
        },
        {
          "section": "Links and project context",
          "note": "Alternative installation methods are acknowledged after the main path."
        }
      ],
      "adaptation": [
        "Use dive as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for dive with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/wagoodman/dive/blob/130f1bb9e76e669e30971c10d16c80709975768c/README.md",
        "final_url": "https://github.com/wagoodman/dive/blob/130f1bb9e76e669e30971c10d16c80709975768c/README.md",
        "title": "dive/README.md at 130f1bb9e76e669e30971c10d16c80709975768c \u00b7 wagoodman/dive \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12263-f3d8-77ee-b81b-e3919a6b734d"
      },
      "version": {
        "kind": "commit",
        "value": "130f1bb9e76e669e30971c10d16c80709975768c"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/wagoodman/dive/blob/130f1bb9e76e669e30971c10d16c80709975768c/README.md"
    },
    {
      "slug": "direnv",
      "name": "direnv",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Use cases introduce the tool before explaining how it works.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Use cases introduce the tool before explaining how it works."
        },
        {
          "section": "Setup and contributor route",
          "note": "Getting started follows the conceptual explanation and begins with prerequisites."
        },
        {
          "section": "Links and project context",
          "note": "The page balances problem framing with a concrete installation path."
        }
      ],
      "adaptation": [
        "Use direnv as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for direnv with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/direnv/direnv/blob/6c9c6d01a394b8d0789ec5a093d94cc9e5098e16/README.md",
        "final_url": "https://github.com/direnv/direnv/blob/6c9c6d01a394b8d0789ec5a093d94cc9e5098e16/README.md",
        "title": "direnv/README.md at 6c9c6d01a394b8d0789ec5a093d94cc9e5098e16 \u00b7 direnv/direnv \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12264-4215-70f0-80c3-438891a7c7fb"
      },
      "version": {
        "kind": "commit",
        "value": "6c9c6d01a394b8d0789ec5a093d94cc9e5098e16"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/direnv/direnv/blob/6c9c6d01a394b8d0789ec5a093d94cc9e5098e16/README.md"
    },
    {
      "slug": "watchexec",
      "name": "Watchexec",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Features lead into a quick-start path and then installation.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Features lead into a quick-start path and then installation."
        },
        {
          "section": "Setup and contributor route",
          "note": "The augment section extends the basic workflow after the first successful run."
        },
        {
          "section": "Links and project context",
          "note": "The structure separates the core loop from optional enhancement."
        }
      ],
      "adaptation": [
        "Use Watchexec as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Watchexec with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/watchexec/watchexec/blob/0449528014345d4f472c1f1b9d1a2153ce840ab8/README.md",
        "final_url": "https://github.com/watchexec/watchexec/blob/0449528014345d4f472c1f1b9d1a2153ce840ab8/README.md",
        "title": "watchexec/README.md at 0449528014345d4f472c1f1b9d1a2153ce840ab8 \u00b7 watchexec/watchexec \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12264-6c4d-7469-8625-a650443c37c6"
      },
      "version": {
        "kind": "commit",
        "value": "0449528014345d4f472c1f1b9d1a2153ce840ab8"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/watchexec/watchexec/blob/0449528014345d4f472c1f1b9d1a2153ce840ab8/README.md"
    },
    {
      "slug": "hyperfine",
      "name": "hyperfine",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Features are followed by usage and basic benchmarks.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Features are followed by usage and basic benchmarks."
        },
        {
          "section": "Setup and contributor route",
          "note": "Advanced usage is organized around warmups and preparation commands."
        },
        {
          "section": "Links and project context",
          "note": "The README uses measured examples to support the tool claim before deeper options."
        }
      ],
      "adaptation": [
        "Use hyperfine as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for hyperfine with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/sharkdp/hyperfine/blob/b33755fe1fca8bcc1f182c773ca3ab040bfe517d/README.md",
        "final_url": "https://github.com/sharkdp/hyperfine/blob/b33755fe1fca8bcc1f182c773ca3ab040bfe517d/README.md",
        "title": "hyperfine/README.md at b33755fe1fca8bcc1f182c773ca3ab040bfe517d \u00b7 sharkdp/hyperfine \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12265-1b79-74b9-9b74-d37553ac0785"
      },
      "version": {
        "kind": "commit",
        "value": "b33755fe1fca8bcc1f182c773ca3ab040bfe517d"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/sharkdp/hyperfine/blob/b33755fe1fca8bcc1f182c773ca3ab040bfe517d/README.md"
    },
    {
      "slug": "tokei",
      "name": "Tokei",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that A short example precedes API documentation and a table of contents.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "A short example precedes API documentation and a table of contents."
        },
        {
          "section": "Setup and contributor route",
          "note": "Features are grouped after the initial demonstration."
        },
        {
          "section": "Links and project context",
          "note": "The page pairs an immediate visual result with deeper reference links."
        }
      ],
      "adaptation": [
        "Use Tokei as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Tokei with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/XAMPPRocky/tokei/blob/505d6481c98c9cf411740dcbc6041eca2205cfd7/README.md",
        "final_url": "https://github.com/XAMPPRocky/tokei/blob/505d6481c98c9cf411740dcbc6041eca2205cfd7/README.md",
        "title": "tokei/README.md at 505d6481c98c9cf411740dcbc6041eca2205cfd7 \u00b7 XAMPPRocky/tokei \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12265-711e-7428-836f-6d342c5a275e"
      },
      "version": {
        "kind": "commit",
        "value": "505d6481c98c9cf411740dcbc6041eca2205cfd7"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/XAMPPRocky/tokei/blob/505d6481c98c9cf411740dcbc6041eca2205cfd7/README.md"
    },
    {
      "slug": "gitui",
      "name": "gitui",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Badges and project identity lead into a table of contents.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Badges and project identity lead into a table of contents."
        },
        {
          "section": "Setup and contributor route",
          "note": "Features, motivation, and benchmarks are separate navigable sections."
        },
        {
          "section": "Links and project context",
          "note": "The README supports both outcome-oriented scanning and technical evaluation."
        }
      ],
      "adaptation": [
        "Use gitui as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for gitui with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/gitui-org/gitui/blob/f004ef080907d28b7e71d15f9a7da7b60d0351b9/README.md",
        "final_url": "https://github.com/gitui-org/gitui/blob/f004ef080907d28b7e71d15f9a7da7b60d0351b9/README.md",
        "title": "gitui/README.md at f004ef080907d28b7e71d15f9a7da7b60d0351b9 \u00b7 gitui-org/gitui \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12265-8c51-75cd-9d58-43c617851eec"
      },
      "version": {
        "kind": "commit",
        "value": "f004ef080907d28b7e71d15f9a7da7b60d0351b9"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/gitui-org/gitui/blob/f004ef080907d28b7e71d15f9a7da7b60d0351b9/README.md"
    },
    {
      "slug": "gitoxide",
      "name": "gitoxide",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Development status is explicit before feature discovery.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Development status is explicit before feature discovery."
        },
        {
          "section": "Setup and contributor route",
          "note": "Crate-level organization is separated from production-grade claims and stabilization candidates."
        },
        {
          "section": "Links and project context",
          "note": "The README helps readers distinguish current capability from work that is still maturing."
        }
      ],
      "adaptation": [
        "Use gitoxide as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for gitoxide with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/GitoxideLabs/gitoxide/blob/0c49d795fbe135ed4e36dadf222abfc451b14fa6/README.md",
        "final_url": "https://github.com/GitoxideLabs/gitoxide/blob/0c49d795fbe135ed4e36dadf222abfc451b14fa6/README.md",
        "title": "gitoxide/README.md at 0c49d795fbe135ed4e36dadf222abfc451b14fa6 \u00b7 GitoxideLabs/gitoxide \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12265-a369-765e-9393-36c7236f57e6"
      },
      "version": {
        "kind": "commit",
        "value": "0c49d795fbe135ed4e36dadf222abfc451b14fa6"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/GitoxideLabs/gitoxide/blob/0c49d795fbe135ed4e36dadf222abfc451b14fa6/README.md"
    },
    {
      "slug": "mdbook",
      "name": "mdBook",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that The README is intentionally short and centers the project name.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "The README is intentionally short and centers the project name."
        },
        {
          "section": "Setup and contributor route",
          "note": "A license section closes the page instead of adding a large feature inventory."
        },
        {
          "section": "Links and project context",
          "note": "The README links to project resources and maintainer context."
        }
      ],
      "adaptation": [
        "Use mdBook as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for mdBook with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/rust-lang/mdBook/blob/65fae9c1b9c73036d70c84e5fa6ad82310755824/README.md",
        "final_url": "https://github.com/rust-lang/mdBook/blob/65fae9c1b9c73036d70c84e5fa6ad82310755824/README.md",
        "title": "mdBook/README.md at 65fae9c1b9c73036d70c84e5fa6ad82310755824 \u00b7 rust-lang/mdBook \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12264-9590-75bf-93ad-06c077a50754"
      },
      "version": {
        "kind": "commit",
        "value": "65fae9c1b9c73036d70c84e5fa6ad82310755824"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/rust-lang/mdBook/blob/65fae9c1b9c73036d70c84e5fa6ad82310755824/README.md"
    },
    {
      "slug": "cargo-nextest",
      "name": "cargo-nextest",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that The project name is followed by focused status notes rather than a broad marketing page.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "The project name is followed by focused status notes rather than a broad marketing page."
        },
        {
          "section": "Setup and contributor route",
          "note": "Minimum supported Rust version and contribution guidance are explicit."
        },
        {
          "section": "Links and project context",
          "note": "License and platform support details close the technical entry point."
        }
      ],
      "adaptation": [
        "Use cargo-nextest as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for cargo-nextest with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/nextest-rs/nextest/blob/c49d3882eb454b4028a8087b5aaae130cfae5096/README.md",
        "final_url": "https://github.com/nextest-rs/nextest/blob/c49d3882eb454b4028a8087b5aaae130cfae5096/README.md",
        "title": "nextest/README.md at c49d3882eb454b4028a8087b5aaae130cfae5096 \u00b7 nextest-rs/nextest \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12264-f19d-751c-b085-eb6fe2e479b0"
      },
      "version": {
        "kind": "commit",
        "value": "c49d3882eb454b4028a8087b5aaae130cfae5096"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/nextest-rs/nextest/blob/c49d3882eb454b4028a8087b5aaae130cfae5096/README.md"
    },
    {
      "slug": "eza",
      "name": "eza",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Installation is followed by display, filtering, and long-view option groups.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Installation is followed by display, filtering, and long-view option groups."
        },
        {
          "section": "Setup and contributor route",
          "note": "Custom themes and hacking guidance separate personalization from contributor onboarding."
        },
        {
          "section": "Links and project context",
          "note": "The page serves both quick installation and option-oriented exploration."
        }
      ],
      "adaptation": [
        "Use eza as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for eza with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/eza-community/eza/blob/72e323171ca7466b62c5d2a5d0da8d1b5edc9593/README.md",
        "final_url": "https://github.com/eza-community/eza/blob/72e323171ca7466b62c5d2a5d0da8d1b5edc9593/README.md",
        "title": "eza/README.md at 72e323171ca7466b62c5d2a5d0da8d1b5edc9593 \u00b7 eza-community/eza \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12265-dc03-7114-9d0b-20990a8970ca"
      },
      "version": {
        "kind": "commit",
        "value": "72e323171ca7466b62c5d2a5d0da8d1b5edc9593"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/eza-community/eza/blob/72e323171ca7466b62c5d2a5d0da8d1b5edc9593/README.md"
    },
    {
      "slug": "procs",
      "name": "procs",
      "artifact": "readme",
      "topic": "developer tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Documentation quick links appear before the feature list.",
      "use_for": "Use as a public example of how an open-source project explains developer tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Documentation quick links appear before the feature list."
        },
        {
          "section": "Setup and contributor route",
          "note": "Platform coverage is separated from installation and binary-download routes."
        },
        {
          "section": "Links and project context",
          "note": "Packaging options are grouped as alternatives within the installation area."
        }
      ],
      "adaptation": [
        "Use procs as a model for a growth directory entry that gets a technical reader from proof of value to one concrete action, then offers optional depth.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for procs with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/dalance/procs/blob/9b8545a46a050064f97ad852f285d43f0daaeeb5/README.md",
        "final_url": "https://github.com/dalance/procs/blob/9b8545a46a050064f97ad852f285d43f0daaeeb5/README.md",
        "title": "procs/README.md at 9b8545a46a050064f97ad852f285d43f0daaeeb5 \u00b7 dalance/procs \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12265-fd23-706a-9c40-060691977971"
      },
      "version": {
        "kind": "commit",
        "value": "9b8545a46a050064f97ad852f285d43f0daaeeb5"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/dalance/procs/blob/9b8545a46a050064f97ad852f285d43f0daaeeb5/README.md"
    },
    {
      "slug": "apache-datafusion",
      "name": "Apache DataFusion",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that The README opens with concrete capabilities framed as questions.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "The README opens with concrete capabilities framed as questions."
        },
        {
          "section": "Setup and contributor route",
          "note": "Contribution guidance and crate features are separate from the product explanation."
        },
        {
          "section": "Links and project context",
          "note": "API evolution and deprecation policy are called out as their own technical concern."
        }
      ],
      "adaptation": [
        "Adapt Apache DataFusion by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Apache DataFusion with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/apache/datafusion/blob/5886accf167f21d354b96a7332b9057b0b4115dc/README.md",
        "final_url": "https://github.com/apache/datafusion/blob/5886accf167f21d354b96a7332b9057b0b4115dc/README.md",
        "title": "datafusion/README.md at 5886accf167f21d354b96a7332b9057b0b4115dc \u00b7 apache/datafusion \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12266-1813-72ba-ba01-ff5a4bf67f97"
      },
      "version": {
        "kind": "commit",
        "value": "5886accf167f21d354b96a7332b9057b0b4115dc"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/apache/datafusion/blob/5886accf167f21d354b96a7332b9057b0b4115dc/README.md"
    },
    {
      "slug": "apache-iceberg",
      "name": "Apache Iceberg",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Status appears before collaboration guidance.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Status appears before collaboration guidance."
        },
        {
          "section": "Setup and contributor route",
          "note": "Building, engine compatibility, and implementations are distinct technical sections."
        },
        {
          "section": "Links and project context",
          "note": "The structure makes ecosystem interoperability visible rather than burying it."
        }
      ],
      "adaptation": [
        "Adapt Apache Iceberg by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Apache Iceberg with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/apache/iceberg/blob/9be09782baa577681f8218929ec022ae7fdf83a9/README.md",
        "final_url": "https://github.com/apache/iceberg/blob/9be09782baa577681f8218929ec022ae7fdf83a9/README.md",
        "title": "iceberg/README.md at 9be09782baa577681f8218929ec022ae7fdf83a9 \u00b7 apache/iceberg \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12266-569c-75d8-bb6d-d7ba74e94530"
      },
      "version": {
        "kind": "commit",
        "value": "9be09782baa577681f8218929ec022ae7fdf83a9"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/apache/iceberg/blob/9be09782baa577681f8218929ec022ae7fdf83a9/README.md"
    },
    {
      "slug": "apache-hudi",
      "name": "Apache Hudi",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Features are organized by ingestion, storage, and indexing.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Features are organized by ingestion, storage, and indexing."
        },
        {
          "section": "Setup and contributor route",
          "note": "The section hierarchy maps the product to data-lifecycle jobs."
        },
        {
          "section": "Links and project context",
          "note": "Technical capabilities are introduced as a structured system rather than a flat list."
        }
      ],
      "adaptation": [
        "Adapt Apache Hudi by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Apache Hudi with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/apache/hudi/blob/6b5ea33228bb52efe3dc373da7524e06180222b7/README.md",
        "final_url": "https://github.com/apache/hudi/blob/6b5ea33228bb52efe3dc373da7524e06180222b7/README.md",
        "title": "hudi/README.md at 6b5ea33228bb52efe3dc373da7524e06180222b7 \u00b7 apache/hudi \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12266-3e46-758c-a535-afe90445af69"
      },
      "version": {
        "kind": "commit",
        "value": "6b5ea33228bb52efe3dc373da7524e06180222b7"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/apache/hudi/blob/6b5ea33228bb52efe3dc373da7524e06180222b7/README.md"
    },
    {
      "slug": "apache-doris",
      "name": "Apache Doris",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Use cases come before core capabilities and ecosystem material.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Use cases come before core capabilities and ecosystem material."
        },
        {
          "section": "Setup and contributor route",
          "note": "Language links provide alternate reading paths near the top."
        },
        {
          "section": "Links and project context",
          "note": "The page progresses from why to what to how the surrounding ecosystem connects."
        }
      ],
      "adaptation": [
        "Adapt Apache Doris by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Apache Doris with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/apache/doris/blob/27d40ad2e271f069e2b3f26312d986845a902d8a/README.md",
        "final_url": "https://github.com/apache/doris/blob/27d40ad2e271f069e2b3f26312d986845a902d8a/README.md",
        "title": "doris/README.md at 27d40ad2e271f069e2b3f26312d986845a902d8a \u00b7 apache/doris \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12266-6dc1-7629-8d9d-91812ae79f7f"
      },
      "version": {
        "kind": "commit",
        "value": "27d40ad2e271f069e2b3f26312d986845a902d8a"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/apache/doris/blob/27d40ad2e271f069e2b3f26312d986845a902d8a/README.md"
    },
    {
      "slug": "apache-druid",
      "name": "Apache Druid",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Getting started is followed by documentation and community.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Getting started is followed by documentation and community."
        },
        {
          "section": "Setup and contributor route",
          "note": "Building from source is isolated as a contributor/developer path."
        },
        {
          "section": "Links and project context",
          "note": "The page distinguishes user adoption from project participation."
        }
      ],
      "adaptation": [
        "Adapt Apache Druid by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Apache Druid with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/apache/druid/blob/c7f1f0adb3fd2b92b46653588e7fb2f3f22e12ec/README.md",
        "final_url": "https://github.com/apache/druid/blob/c7f1f0adb3fd2b92b46653588e7fb2f3f22e12ec/README.md",
        "title": "druid/README.md at c7f1f0adb3fd2b92b46653588e7fb2f3f22e12ec \u00b7 apache/druid \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12266-8618-77bc-b4ef-8633a3abae51"
      },
      "version": {
        "kind": "commit",
        "value": "c7f1f0adb3fd2b92b46653588e7fb2f3f22e12ec"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/apache/druid/blob/c7f1f0adb3fd2b92b46653588e7fb2f3f22e12ec/README.md"
    },
    {
      "slug": "apache-pinot",
      "name": "Apache Pinot",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that The introduction defines the system before a feature list.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "The introduction defines the system before a feature list."
        },
        {
          "section": "Setup and contributor route",
          "note": "A when-to-use section helps qualify fit instead of only listing capabilities."
        },
        {
          "section": "Links and project context",
          "note": "Contribution and media resources are separated from product evaluation."
        }
      ],
      "adaptation": [
        "Adapt Apache Pinot by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Apache Pinot with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/apache/pinot/blob/f2800272e444852455416317877dc47717312c64/README.md",
        "final_url": "https://github.com/apache/pinot/blob/f2800272e444852455416317877dc47717312c64/README.md",
        "title": "pinot/README.md at f2800272e444852455416317877dc47717312c64 \u00b7 apache/pinot \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12266-ab50-74ad-876a-a42c95cd9e74"
      },
      "version": {
        "kind": "commit",
        "value": "f2800272e444852455416317877dc47717312c64"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/apache/pinot/blob/f2800272e444852455416317877dc47717312c64/README.md"
    },
    {
      "slug": "ibis",
      "name": "Ibis",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that The README explains the concept before showing getting-started material.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "The README explains the concept before showing getting-started material."
        },
        {
          "section": "Setup and contributor route",
          "note": "A Python-plus-SQL section demonstrates the intended workflow."
        },
        {
          "section": "Links and project context",
          "note": "Backends are given their own section, making portability a first-class idea."
        }
      ],
      "adaptation": [
        "Adapt Ibis by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Ibis with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/ibis-project/ibis/blob/7aa8958fb7f9642a876b9916a34e001da1b69ae0/README.md",
        "final_url": "https://github.com/ibis-project/ibis/blob/7aa8958fb7f9642a876b9916a34e001da1b69ae0/README.md",
        "title": "ibis/README.md at 7aa8958fb7f9642a876b9916a34e001da1b69ae0 \u00b7 ibis-project/ibis \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12266-de45-705e-85a8-3f1027183495"
      },
      "version": {
        "kind": "commit",
        "value": "7aa8958fb7f9642a876b9916a34e001da1b69ae0"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/ibis-project/ibis/blob/7aa8958fb7f9642a876b9916a34e001da1b69ae0/README.md"
    },
    {
      "slug": "datasette",
      "name": "Datasette",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Installation is followed by a basic usage path.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Installation is followed by a basic usage path."
        },
        {
          "section": "Setup and contributor route",
          "note": "A metadata file is explained separately from the command-line flow."
        },
        {
          "section": "Links and project context",
          "note": "Publishing and a lightweight browser mode show multiple adoption paths."
        }
      ],
      "adaptation": [
        "Adapt Datasette by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Datasette with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/simonw/datasette/blob/a1b73f830b1d49a240fe055c9a0099988a9b9027/README.md",
        "final_url": "https://github.com/simonw/datasette/blob/a1b73f830b1d49a240fe055c9a0099988a9b9027/README.md",
        "title": "datasette/README.md at a1b73f830b1d49a240fe055c9a0099988a9b9027 \u00b7 simonw/datasette \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12266-fa7f-718c-a628-b187e8d3110e"
      },
      "version": {
        "kind": "commit",
        "value": "a1b73f830b1d49a240fe055c9a0099988a9b9027"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/simonw/datasette/blob/a1b73f830b1d49a240fe055c9a0099988a9b9027/README.md"
    },
    {
      "slug": "sqlite-utils",
      "name": "sqlite-utils",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Feature highlights precede installation.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Feature highlights precede installation."
        },
        {
          "section": "Setup and contributor route",
          "note": "CLI and library use are separate routes through the product."
        },
        {
          "section": "Links and project context",
          "note": "The page lets readers choose between terminal-first and programmatic adoption."
        }
      ],
      "adaptation": [
        "Adapt sqlite-utils by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for sqlite-utils with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/simonw/sqlite-utils/blob/9a2c58246528109c63afa48af3c0c5b5f943f2b0/README.md",
        "final_url": "https://github.com/simonw/sqlite-utils/blob/9a2c58246528109c63afa48af3c0c5b5f943f2b0/README.md",
        "title": "sqlite-utils/README.md at 9a2c58246528109c63afa48af3c0c5b5f943f2b0 \u00b7 simonw/sqlite-utils \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12267-2072-73e8-8f2d-dffdc993b720"
      },
      "version": {
        "kind": "commit",
        "value": "9a2c58246528109c63afa48af3c0c5b5f943f2b0"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/simonw/sqlite-utils/blob/9a2c58246528109c63afa48af3c0c5b5f943f2b0/README.md"
    },
    {
      "slug": "vaex",
      "name": "Vaex",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that The page defines the tool before installation.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "The page defines the tool before installation."
        },
        {
          "section": "Setup and contributor route",
          "note": "Key features are split into focused technical subsections such as memory mapping and expressions."
        },
        {
          "section": "Links and project context",
          "note": "The structure turns large-data performance claims into concrete mechanisms."
        }
      ],
      "adaptation": [
        "Adapt Vaex by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Vaex with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/vaexio/vaex/blob/bb4203810b7f35cac6fa573ec7cc784d0bdf5786/README.md",
        "final_url": "https://github.com/vaexio/vaex/blob/bb4203810b7f35cac6fa573ec7cc784d0bdf5786/README.md",
        "title": "vaex/README.md at bb4203810b7f35cac6fa573ec7cc784d0bdf5786 \u00b7 vaexio/vaex \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12267-7d02-7283-b872-d3bb86b0fc5f"
      },
      "version": {
        "kind": "commit",
        "value": "bb4203810b7f35cac6fa573ec7cc784d0bdf5786"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/vaexio/vaex/blob/bb4203810b7f35cac6fa573ec7cc784d0bdf5786/README.md"
    },
    {
      "slug": "openlineage",
      "name": "OpenLineage",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Overview and problem framing come before scope.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Overview and problem framing come before scope."
        },
        {
          "section": "Setup and contributor route",
          "note": "Before/after subsections make the workflow change concrete."
        },
        {
          "section": "Links and project context",
          "note": "The page explains the boundary of the project instead of only presenting a feature list."
        }
      ],
      "adaptation": [
        "Adapt OpenLineage by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for OpenLineage with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/OpenLineage/OpenLineage/blob/cad41050cb2ff96aed9beddb47d9634ce993d143/README.md",
        "final_url": "https://github.com/OpenLineage/OpenLineage/blob/cad41050cb2ff96aed9beddb47d9634ce993d143/README.md",
        "title": "OpenLineage/README.md at cad41050cb2ff96aed9beddb47d9634ce993d143 \u00b7 OpenLineage/OpenLineage \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12267-c60b-70eb-94ed-5a7f1eb65089"
      },
      "version": {
        "kind": "commit",
        "value": "cad41050cb2ff96aed9beddb47d9634ce993d143"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/OpenLineage/OpenLineage/blob/cad41050cb2ff96aed9beddb47d9634ce993d143/README.md"
    },
    {
      "slug": "marquez",
      "name": "Marquez",
      "artifact": "readme",
      "topic": "data tools",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Badges and project status appear before adopters and try-it guidance.",
      "use_for": "Use as a public example of how an open-source project explains data tools, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Badges and project status appear before adopters and try-it guidance."
        },
        {
          "section": "Setup and contributor route",
          "note": "A quickstart is separated from status and user proof."
        },
        {
          "section": "Links and project context",
          "note": "The page uses adoption signals before asking readers to run the system."
        }
      ],
      "adaptation": [
        "Adapt Marquez by organizing a directory profile around the data problem, fit/compatibility evidence, a small example, and an explicit contribution or contact path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Marquez with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/MarquezProject/marquez/blob/342281723b7d855a41229790f9060492d20cf784/README.md",
        "final_url": "https://github.com/MarquezProject/marquez/blob/342281723b7d855a41229790f9060492d20cf784/README.md",
        "title": "marquez/README.md at 342281723b7d855a41229790f9060492d20cf784 \u00b7 MarquezProject/marquez \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12267-98b9-719c-946c-742ba0105bb5"
      },
      "version": {
        "kind": "commit",
        "value": "342281723b7d855a41229790f9060492d20cf784"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/MarquezProject/marquez/blob/342281723b7d855a41229790f9060492d20cf784/README.md"
    },
    {
      "slug": "owasp-dependency-track",
      "name": "OWASP Dependency-Track",
      "artifact": "readme",
      "topic": "security",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Quickstart comes before documentation and contribution.",
      "use_for": "Use as a public example of how an open-source project explains security, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Quickstart comes before documentation and contribution."
        },
        {
          "section": "Setup and contributor route",
          "note": "Community and related-project links close the adoption path."
        },
        {
          "section": "Links and project context",
          "note": "The structure moves from first run to learning, then participation."
        }
      ],
      "adaptation": [
        "Adapt OWASP Dependency-Track into a security profile with a quickstart first, then documentation, operational variants, community routes, and related controls.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for OWASP Dependency-Track with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/DependencyTrack/dependency-track/blob/28df1eb96a258150248f8e6d117f4c8f20b0f8aa/README.md",
        "final_url": "https://github.com/DependencyTrack/dependency-track/blob/28df1eb96a258150248f8e6d117f4c8f20b0f8aa/README.md",
        "title": "dependency-track/README.md at 28df1eb96a258150248f8e6d117f4c8f20b0f8aa \u00b7 DependencyTrack/dependency-track \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12268-6827-77db-92ad-aff94dbe4481"
      },
      "version": {
        "kind": "commit",
        "value": "28df1eb96a258150248f8e6d117f4c8f20b0f8aa"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/DependencyTrack/dependency-track/blob/28df1eb96a258150248f8e6d117f4c8f20b0f8aa/README.md"
    },
    {
      "slug": "openscap",
      "name": "OpenSCAP",
      "artifact": "readme",
      "topic": "security",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that About and contributing are separated from use cases.",
      "use_for": "Use as a public example of how an open-source project explains security, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "About and contributing are separated from use cases."
        },
        {
          "section": "Setup and contributor route",
          "note": "Platform support is explicitly called out as its own concern."
        },
        {
          "section": "Links and project context",
          "note": "The README balances project identity with applied security scenarios."
        }
      ],
      "adaptation": [
        "Adapt OpenSCAP into a security profile with a quickstart first, then documentation, operational variants, community routes, and related controls.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for OpenSCAP with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/openscap/openscap/blob/b2296d9efa888d195a38fec462cfb536acb6d624/README.md",
        "final_url": "https://github.com/openscap/openscap/blob/b2296d9efa888d195a38fec462cfb536acb6d624/README.md",
        "title": "openscap/README.md at b2296d9efa888d195a38fec462cfb536acb6d624 \u00b7 OpenSCAP/openscap \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12267-df98-74f8-88a1-981d082bf4c5"
      },
      "version": {
        "kind": "commit",
        "value": "b2296d9efa888d195a38fec462cfb536acb6d624"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/openscap/openscap/blob/b2296d9efa888d195a38fec462cfb536acb6d624/README.md"
    },
    {
      "slug": "keepassxc",
      "name": "KeePassXC",
      "artifact": "readme",
      "topic": "security",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Quick start precedes a feature list.",
      "use_for": "Use as a public example of how an open-source project explains security, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Quick start precedes a feature list."
        },
        {
          "section": "Setup and contributor route",
          "note": "Core and advanced features are nested separately."
        },
        {
          "section": "Links and project context",
          "note": "The page lets new users act quickly while preserving depth for evaluators."
        }
      ],
      "adaptation": [
        "Adapt KeePassXC into a security profile with a quickstart first, then documentation, operational variants, community routes, and related controls.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for KeePassXC with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/keepassxreboot/keepassxc/blob/aa0cac5c03619479b95cc675683b19100f0f2194/README.md",
        "final_url": "https://github.com/keepassxreboot/keepassxc/blob/aa0cac5c03619479b95cc675683b19100f0f2194/README.md",
        "title": "keepassxc/README.md at aa0cac5c03619479b95cc675683b19100f0f2194 \u00b7 keepassxreboot/keepassxc \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12268-c584-73b9-8b75-0165d9ae6954"
      },
      "version": {
        "kind": "commit",
        "value": "aa0cac5c03619479b95cc675683b19100f0f2194"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/keepassxreboot/keepassxc/blob/aa0cac5c03619479b95cc675683b19100f0f2194/README.md"
    },
    {
      "slug": "vaultwarden",
      "name": "Vaultwarden",
      "artifact": "readme",
      "topic": "security",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Features and usage are separate top-level sections.",
      "use_for": "Use as a public example of how an open-source project explains security, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Features and usage are separate top-level sections."
        },
        {
          "section": "Setup and contributor route",
          "note": "Container CLI and Compose deployment are distinct setup routes."
        },
        {
          "section": "Links and project context",
          "note": "Contact/community guidance follows the operational instructions."
        }
      ],
      "adaptation": [
        "Adapt Vaultwarden into a security profile with a quickstart first, then documentation, operational variants, community routes, and related controls.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Vaultwarden with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/dani-garcia/vaultwarden/blob/07aa377af77ea03c464fcba243b62e743c98ce4e/README.md",
        "final_url": "https://github.com/dani-garcia/vaultwarden/blob/07aa377af77ea03c464fcba243b62e743c98ce4e/README.md",
        "title": "vaultwarden/README.md at 07aa377af77ea03c464fcba243b62e743c98ce4e \u00b7 dani-garcia/vaultwarden \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12267-f421-73cc-8338-173c53bf9cf0"
      },
      "version": {
        "kind": "commit",
        "value": "07aa377af77ea03c464fcba243b62e743c98ce4e"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/dani-garcia/vaultwarden/blob/07aa377af77ea03c464fcba243b62e743c98ce4e/README.md"
    },
    {
      "slug": "dolibarr-erp-crm",
      "name": "DOLIBARR ERP & CRM",
      "artifact": "readme",
      "topic": "vertical SaaS",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Installation is broken into package and generic step-by-step routes.",
      "use_for": "Use as a public example of how an open-source project explains vertical saas, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Installation is broken into package and generic step-by-step routes."
        },
        {
          "section": "Setup and contributor route",
          "note": "The README foregrounds the license and installation path rather than a long feature tour."
        },
        {
          "section": "Links and project context",
          "note": "Operational setup is written for both packaged and hands-on users."
        }
      ],
      "adaptation": [
        "Use DOLIBARR ERP & CRM to structure a vertical-software profile around the user domain, install/deploy path, support, and the maintenance or contribution lifecycle.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for DOLIBARR ERP & CRM with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/dolibarr/dolibarr/blob/b6608f6d5631b339a28e6ef5b434c08254b6c478/README.md",
        "final_url": "https://github.com/dolibarr/dolibarr/blob/b6608f6d5631b339a28e6ef5b434c08254b6c478/README.md",
        "title": "dolibarr/README.md at b6608f6d5631b339a28e6ef5b434c08254b6c478 \u00b7 Dolibarr/dolibarr \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12268-0cb1-743c-b3cc-85c2d5bc690b"
      },
      "version": {
        "kind": "commit",
        "value": "b6608f6d5631b339a28e6ef5b434c08254b6c478"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/dolibarr/dolibarr/blob/b6608f6d5631b339a28e6ef5b434c08254b6c478/README.md"
    },
    {
      "slug": "openmrs",
      "name": "OpenMRS",
      "artifact": "readme",
      "topic": "vertical SaaS",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Build prerequisites and command are separated.",
      "use_for": "Use as a public example of how an open-source project explains vertical saas, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Build prerequisites and command are separated."
        },
        {
          "section": "Setup and contributor route",
          "note": "Deployment follows the build path, with container instructions called out distinctly."
        },
        {
          "section": "Links and project context",
          "note": "The structure gives contributors a reproducible path from setup to deployment."
        }
      ],
      "adaptation": [
        "Use OpenMRS to structure a vertical-software profile around the user domain, install/deploy path, support, and the maintenance or contribution lifecycle.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for OpenMRS with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/OpenMRS/openmrs-core/blob/ec1172e4a4bc0db5da4a908d79e4f64b8a070043/README.md",
        "final_url": "https://github.com/OpenMRS/openmrs-core/blob/ec1172e4a4bc0db5da4a908d79e4f64b8a070043/README.md",
        "title": "openmrs-core/README.md at ec1172e4a4bc0db5da4a908d79e4f64b8a070043 \u00b7 openmrs/openmrs-core \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12268-d9f8-752a-8b8d-a72c0b4ebfb5"
      },
      "version": {
        "kind": "commit",
        "value": "ec1172e4a4bc0db5da4a908d79e4f64b8a070043"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/OpenMRS/openmrs-core/blob/ec1172e4a4bc0db5da4a908d79e4f64b8a070043/README.md"
    },
    {
      "slug": "openemr",
      "name": "OpenEMR",
      "artifact": "readme",
      "topic": "vertical SaaS",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that The project identity is followed by contribution and support links.",
      "use_for": "Use as a public example of how an open-source project explains vertical saas, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "The project identity is followed by contribution and support links."
        },
        {
          "section": "Setup and contributor route",
          "note": "Issue reporting and security vulnerability reporting are separate routes."
        },
        {
          "section": "Links and project context",
          "note": "The README makes maintainer interaction part of the initial project orientation."
        }
      ],
      "adaptation": [
        "Use OpenEMR to structure a vertical-software profile around the user domain, install/deploy path, support, and the maintenance or contribution lifecycle.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for OpenEMR with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/openemr/openemr/blob/a7e84c1584c64553fab5c4d2ef87bf747cb75b4c/README.md",
        "final_url": "https://github.com/openemr/openemr/blob/a7e84c1584c64553fab5c4d2ef87bf747cb75b4c/README.md",
        "title": "openemr/README.md at a7e84c1584c64553fab5c4d2ef87bf747cb75b4c \u00b7 openemr/openemr \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12268-aaa1-728f-bb61-a07b9a783344"
      },
      "version": {
        "kind": "commit",
        "value": "a7e84c1584c64553fab5c4d2ef87bf747cb75b4c"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/openemr/openemr/blob/a7e84c1584c64553fab5c4d2ef87bf747cb75b4c/README.md"
    },
    {
      "slug": "paperless-ngx",
      "name": "Paperless-ngx",
      "artifact": "readme",
      "topic": "vertical SaaS",
      "patterns": [
        "capability-map",
        "first-result"
      ],
      "summary": "A community-maintained open-source project README that Features and getting started are prominent before documentation.",
      "use_for": "Use as a public example of how an open-source project explains vertical saas, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Features and getting started are prominent before documentation."
        },
        {
          "section": "Setup and contributor route",
          "note": "Contributing is separated from user onboarding."
        },
        {
          "section": "Links and project context",
          "note": "The structure offers a quick product scan and then routes to deeper help."
        }
      ],
      "adaptation": [
        "Use Paperless-ngx to structure a vertical-software profile around the user domain, install/deploy path, support, and the maintenance or contribution lifecycle.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Paperless-ngx with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/paperless-ngx/paperless-ngx/blob/fbadc2e1b8c34f80b48be0766cae7168e0e8ec24/README.md",
        "final_url": "https://github.com/paperless-ngx/paperless-ngx/blob/fbadc2e1b8c34f80b48be0766cae7168e0e8ec24/README.md",
        "title": "paperless-ngx/README.md at fbadc2e1b8c34f80b48be0766cae7168e0e8ec24 \u00b7 paperless-ngx/paperless-ngx \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12268-7cef-7341-8271-658224f9e233"
      },
      "version": {
        "kind": "commit",
        "value": "fbadc2e1b8c34f80b48be0766cae7168e0e8ec24"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/paperless-ngx/paperless-ngx/blob/fbadc2e1b8c34f80b48be0766cae7168e0e8ec24/README.md"
    },
    {
      "slug": "kimai",
      "name": "Kimai",
      "artifact": "readme",
      "topic": "vertical SaaS",
      "patterns": [
        "capability-map",
        "first-result",
        "deployment-choice"
      ],
      "summary": "A community-maintained open-source project README that Links and requirements are listed before installation.",
      "use_for": "Use as a public example of how an open-source project explains vertical saas, setup, and contribution paths.",
      "observations": [
        {
          "section": "Opening and orientation",
          "note": "Links and requirements are listed before installation."
        },
        {
          "section": "Setup and contributor route",
          "note": "Updating has its own operational section after initial setup."
        },
        {
          "section": "Links and project context",
          "note": "The page exposes prerequisites and lifecycle maintenance as separate tasks."
        }
      ],
      "adaptation": [
        "Use Kimai to structure a vertical-software profile around the user domain, install/deploy path, support, and the maintenance or contribution lifecycle.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A staged, action-oriented README reduces time to first value, but emphasizing the first path can hide edge cases or deeper evaluation evidence; keep advanced links visible without letting them dominate.",
      "first_step": "Create a one-page directory template for Kimai with a one-sentence outcome, two observed proof blocks, a first-step link, and an expandable depth section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/kimai/kimai/blob/976d38e8a4485a1c923ee7b5841849e91a06e849/README.md",
        "final_url": "https://github.com/kimai/kimai/blob/976d38e8a4485a1c923ee7b5841849e91a06e849/README.md",
        "title": "kimai/README.md at 976d38e8a4485a1c923ee7b5841849e91a06e849 \u00b7 kimai/kimai \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12268-95b7-7626-9f33-d77bfc2ea103"
      },
      "version": {
        "kind": "commit",
        "value": "976d38e8a4485a1c923ee7b5841849e91a06e849"
      },
      "company_stage": "community-maintained OSS",
      "company_stage_source": "https://github.com/kimai/kimai/blob/976d38e8a4485a1c923ee7b5841849e91a06e849/README.md"
    },
    {
      "slug": "propelauth",
      "name": "PropelAuth",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Managed B2B authentication with hosted UIs and libraries for authentication options, 2FA, SAML, RBAC, teams, and user management.",
      "use_for": "Add B2B auth to a SaaS product without building account, organization, and enterprise-login flows from scratch.",
      "observations": [
        {
          "section": "choose frameworks",
          "note": "The docs homepage surfaces choose frameworks as a direct starting route."
        },
        {
          "section": "features",
          "note": "The navigation exposes features as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "example apps",
          "note": "The navigation exposes example apps as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "popular resources",
          "note": "The navigation exposes popular resources as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "migrations",
          "note": "The navigation exposes migrations as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Lead with framework/example selection, then show the B2B feature map and a migration path rather than a generic identity overview.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Framework choice and hosted-vs-library tradeoffs make the first path decisive; enterprise options add breadth that can distract from basic login.",
      "first_step": "Choose a framework and open the corresponding getting-started/example-app guide.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.propelauth.com/",
        "final_url": "https://docs.propelauth.com/",
        "title": "PropelAuth Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225d-44f9-71c5-82ad-a83b0002926c"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://www.propelauth.com/post/propelauth-raises-2-59m-seed-round"
    },
    {
      "slug": "kinde",
      "name": "Kinde",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Developer identity platform organized around a large SDK matrix, APIs, and product capabilities for authentication and user management.",
      "use_for": "Launch authentication and account management for web, mobile, or backend applications across common frameworks.",
      "observations": [
        {
          "section": "SDKs",
          "note": "The docs homepage surfaces SDKs as a direct starting route."
        },
        {
          "section": "APIs",
          "note": "The navigation exposes APIs as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "front-end and back-end frameworks",
          "note": "The navigation exposes front-end and back-end frameworks as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "native SDKs",
          "note": "The navigation exposes native SDKs as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "explore all you can do with Kinde",
          "note": "The navigation exposes explore all you can do with Kinde as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the SDK matrix as the entry point, then route readers to a framework-specific quickstart and capability pages.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Many SDKs and framework paths create choice overload; a directory example should pair the matrix with a narrow recommended route.",
      "first_step": "Select the SDK matching the application framework.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.kinde.com/",
        "final_url": "https://docs.kinde.com/",
        "title": "Welcome - Kinde docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225d-078f-7779-8eb4-9e63624f562e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://kinde.com/blog/news/announcing-our-10-million-seed-round-led-by-blackbird/"
    },
    {
      "slug": "descope",
      "name": "Descope",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Passwordless authentication and user-management service combining SDKs with a no-code workflow builder.",
      "use_for": "Add authentication flows, social or passwordless login, tenants, roles, and permissions to a developer application.",
      "observations": [
        {
          "section": "how Descope helps",
          "note": "The docs homepage surfaces how Descope helps as a direct starting route."
        },
        {
          "section": "SDK quickstarts",
          "note": "The navigation exposes SDK quickstarts as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "quickstart tutorials",
          "note": "The navigation exposes quickstart tutorials as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "Flows",
          "note": "The navigation exposes Flows as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "client SDK",
          "note": "The navigation exposes client SDK as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Show the conceptual \u201cFlows\u201d layer beside SDK quickstarts and runnable example apps so no-code and code users have clear starts.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "The platform supports both visual workflows and SDKs; examples should state which surface owns the source of truth.",
      "first_step": "Open a quickstart tutorial or create a new project, then add authentication with an SDK.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.descope.com/",
        "final_url": "https://docs.descope.com/",
        "title": "Descope Documentation Overview | Descope Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225c-c2fd-755c-9f42-0f44a47f1185"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://www.descope.com/blog/post/seed-funding"
    },
    {
      "slug": "ory",
      "name": "Ory",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Authentication, authorization, and user-management APIs for modern applications, presented through hosted network, enterprise, and open-source routes.",
      "use_for": "Build or migrate identity infrastructure while choosing between Ory Network, open source components, and enterprise licensing.",
      "observations": [
        {
          "section": "how to use the portal",
          "note": "The docs homepage surfaces how to use the portal as a direct starting route."
        },
        {
          "section": "how to design your Ory solution",
          "note": "The navigation exposes how to design your Ory solution as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "Ory Network",
          "note": "The navigation exposes Ory Network as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "Ory Enterprise License",
          "note": "The navigation exposes Ory Enterprise License as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "Ory Open Source",
          "note": "The navigation exposes Ory Open Source as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Make architecture/deployment choice a first-class branch and follow it with a green-field or migration quickstart.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Multiple editions and components create a high cognitive load; the example should expose the decision tree before API details.",
      "first_step": "Use \u201cHow to design your Ory solution\u201d and choose a green-field, migration, Network, or open-source path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.ory.sh/docs/",
        "final_url": "https://www.ory.com/docs/welcome",
        "title": "Ory Documentation | Ory",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225c-e917-734c-af03-9bd365f90230"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://www.ory.com/blog/ory-series-a-funding-update"
    },
    {
      "slug": "restate",
      "name": "Restate",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Lightweight runtime for turning AI agents, workflows, and backend services into durable processes while hiding failure mechanics.",
      "use_for": "Implement resilient workflows and services with retries, state, durable execution, and consistency requirements.",
      "observations": [
        {
          "section": "key capabilities",
          "note": "The docs homepage surfaces key capabilities as a direct starting route."
        },
        {
          "section": "common use cases",
          "note": "The navigation exposes common use cases as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "first time here",
          "note": "The navigation exposes first time here as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "tour of Restate",
          "note": "The navigation exposes tour of Restate as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "run Restate",
          "note": "The navigation exposes run Restate as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Start with use cases and a compact \u201ctour\u201d before the runtime/SDK reference; preserve the normal-code promise while showing the operational boundary.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Durability and runtime concepts are powerful but introduce a new execution model; an example should clarify local run versus hosted operation.",
      "first_step": "Follow \u201cFirst time here?\u201d and run Restate locally before selecting an SDK.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.restate.dev/",
        "final_url": "https://docs.restate.dev/",
        "title": "Welcome to Restate! - Restate",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225d-937b-77f5-8a7b-5643f00548e5"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://restate.dev/blog/announcing-restate-1.0-restate-cloud-and-our-seed-funding-round"
    },
    {
      "slug": "encore",
      "name": "Encore",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Backend development platform whose quickstart focuses on writing services while Encore provisions cloud infrastructure and deployment support.",
      "use_for": "Build a cloud backend with less hand-managed infrastructure and deploy to a developer\u2019s own cloud account.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "quickstart guide",
          "note": "The navigation exposes quickstart guide as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "understanding Encore",
          "note": "The navigation exposes understanding Encore as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "explore the docs",
          "note": "The navigation exposes explore the docs as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the quickstart as the hero, then explain the deployment/infrastructure model and cloud-provider path.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "The abstraction reduces DevOps surface area but creates a platform-specific workflow; examples should call out what remains in the user\u2019s cloud.",
      "first_step": "Start the Quickstart Guide and create an Encore application.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://encore.dev/docs",
        "final_url": "https://encore.dev/docs",
        "title": "Encore Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225d-1aee-7478-8bd8-5c6f298753a6"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://encore.dev/blog/fun-back-into-software-development"
    },
    {
      "slug": "dagger",
      "name": "Dagger",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Programmable software stack for CI that replaces shell-script pipelines with real code, a portable DAG engine, caching, and tracing.",
      "use_for": "Make CI/CD pipelines reproducible across local and remote environments and compose multi-container build/test steps.",
      "observations": [
        {
          "section": "portable pipeline API",
          "note": "The docs homepage surfaces portable pipeline API as a direct starting route."
        },
        {
          "section": "DAG execution",
          "note": "The navigation exposes DAG execution as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "local and cloud execution",
          "note": "The navigation exposes local and cloud execution as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "multi-container environments",
          "note": "The navigation exposes multi-container environments as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "caching",
          "note": "The navigation exposes caching as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Lead with the conceptual replacement for artisanal scripts and a runnable pipeline, then show language SDK and cloud branches.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Portability and real-code pipelines improve reuse but introduce an abstraction layer; examples should identify the boundary with existing CI.",
      "first_step": "Read the versioned quickstart and run a first Dagger pipeline.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.dagger.io/",
        "final_url": "https://docs.dagger.io/getting-started/introduction/",
        "title": "Introduction | Dagger",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225d-bd74-7032-a454-ed61deff9509"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://dagger.io/blog/series-a/"
    },
    {
      "slug": "depot",
      "name": "Depot",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Fast, programmable, debuggable CI and container-build infrastructure with persistent cache, native architectures, runners, and registry features.",
      "use_for": "Speed up GitHub Actions and Docker/OCI builds without replacing the application\u2019s existing workflow definition.",
      "observations": [
        {
          "section": "Depot CI",
          "note": "The docs homepage surfaces Depot CI as a direct starting route."
        },
        {
          "section": "container builds",
          "note": "The navigation exposes container builds as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "GitHub Actions runners",
          "note": "The navigation exposes GitHub Actions runners as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "Depot Registry",
          "note": "The navigation exposes Depot Registry as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "quickstart",
          "note": "The navigation exposes quickstart as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the product-area cards and quickstart to separate CI, build acceleration, runners, and registry paths.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "The modular product surface is easy to enter but can fragment the first-use story; examples should pick one build path before cross-linking others.",
      "first_step": "Open the Container Builds or GitHub Actions quickstart and connect a first repository.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://depot.dev/docs",
        "final_url": "https://depot.dev/docs",
        "title": "Get started with Depot | Overview | Depot Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225d-64c5-73b7-81ea-500a3a0cc35c"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://depot.dev/blog/depot-raises-series-a"
    },
    {
      "slug": "flox",
      "name": "Flox",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Language-agnostic package and environment manager built around declarative, reproducible environments for developers and agents.",
      "use_for": "Create consistent development environments across machines, CI, and production without manually reproducing package setup.",
      "observations": [
        {
          "section": "get started",
          "note": "The docs homepage surfaces get started as a direct starting route."
        },
        {
          "section": "quick start with the Flox CLI",
          "note": "The navigation exposes quick start with the Flox CLI as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "already using Nix",
          "note": "The navigation exposes already using Nix as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "why Flox",
          "note": "The navigation exposes why Flox as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "reproducible dev environments",
          "note": "The navigation exposes reproducible dev environments as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Put the CLI quickstart first, then offer a Nix-specific branch and a concept map for reproducibility and promotion.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "The Nix-compatible model is powerful but unfamiliar; examples should separate \u201cfirst environment\u201d from advanced package composition.",
      "first_step": "Install the Flox CLI and follow the quick start to create an environment.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://flox.dev/docs/",
        "final_url": "https://flox.dev/docs/",
        "title": "Introduction - Flox",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225e-1266-7039-8125-15db638b330c"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://flox.dev/blog/about-our-series-b/"
    },
    {
      "slug": "flagsmith",
      "name": "Flagsmith",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Feature-flag and remote-configuration platform whose docs pair a first flag quickstart with integration and deployment options.",
      "use_for": "Release, roll back, or remotely configure features across applications and environments.",
      "observations": [
        {
          "section": "introduction",
          "note": "The docs homepage surfaces introduction as a direct starting route."
        },
        {
          "section": "quickstart guide",
          "note": "The navigation exposes quickstart guide as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "what are feature flags",
          "note": "The navigation exposes what are feature flags as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "integrating with Flagsmith",
          "note": "The navigation exposes integrating with Flagsmith as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "configuration and deployment",
          "note": "The navigation exposes configuration and deployment as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use \u201ccreate your first project and flag\u201d as the canonical first step and keep SDK, deployment, and ecosystem material secondary.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Hosted and self-hosted/deployment choices change setup; examples should label the operational model before showing SDK calls.",
      "first_step": "Create a project and flag using the Quickstart Guide.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.flagsmith.com/",
        "final_url": "https://docs.flagsmith.com/",
        "title": "Flagsmith Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225d-dbc8-703c-8ab6-8fbc3c707473"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "bootstrapped",
      "company_stage_source": "https://www.flagsmith.com/about-us"
    },
    {
      "slug": "growthbook",
      "name": "GrowthBook",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Open-source feature flagging and experimentation platform designed for rolling out features and testing changes.",
      "use_for": "Run controlled feature releases and experiments using a data warehouse or application instrumentation.",
      "observations": [
        {
          "section": "quick links",
          "note": "The docs homepage surfaces quick links as a direct starting route."
        },
        {
          "section": "goals",
          "note": "The navigation exposes goals as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "documentation",
          "note": "The navigation exposes documentation as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "feature flags",
          "note": "The navigation exposes feature flags as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "experimentation",
          "note": "The navigation exposes experimentation as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Organize the directory around the quick links and goals, then make flagging and experimentation separate first-use routes.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Experimentation depends on data and statistical configuration; examples should avoid implying an outcome and instead show setup and interpretation boundaries.",
      "first_step": "Open a quick link and create the first GrowthBook environment or experiment.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.growthbook.io/",
        "final_url": "https://docs.growthbook.io/",
        "title": "Feature Flags and A/B Testing - GrowthBook Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225d-f9bc-7638-ba8a-a824f9b8fdd9"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://www.trysignalbase.com/news/funding/growthbook-raises-226m-to-power-the-future-of-data-driven-feature-flagging-and-ab-testing"
    },
    {
      "slug": "unleash",
      "name": "Unleash",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Open-source feature-management platform centered on toggles, SDKs, administration, integrations, and deployment choices.",
      "use_for": "Control application behavior with gradual rollouts and runtime flags across environments.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "feature toggles",
          "note": "The navigation exposes feature toggles as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "SDKs",
          "note": "The navigation exposes SDKs as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "admin and configuration",
          "note": "The navigation exposes admin and configuration as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "integrations",
          "note": "The navigation exposes integrations as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Mirror the getting-started-to-SDK flow, and present self-hosted versus managed deployment as an explicit branch.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Feature-flag governance spans developer and operator concerns; examples should keep the first flag simple before exposing governance controls.",
      "first_step": "Follow the getting-started guide and create a first feature toggle.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.getunleash.io/",
        "final_url": "https://docs.getunleash.io/",
        "title": "Unleash Documentation | Unleash Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225e-3465-776d-983a-47cd77a55b5e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://www.getunleash.io/blog/series-b"
    },
    {
      "slug": "knock",
      "name": "Knock",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Notification infrastructure with a quickstart, core concepts, developer tooling, and an AI area in the navigation.",
      "use_for": "Orchestrate multi-channel product notifications, templates, preferences, and delivery workflows.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "what is Knock",
          "note": "The navigation exposes what is Knock as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "quick start",
          "note": "The navigation exposes quick start as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "core concepts",
          "note": "The navigation exposes core concepts as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "start building",
          "note": "The navigation exposes start building as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the quickstart as the single path, then expose core concepts and developer tools as depth layers rather than competing starts.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Multi-channel orchestration introduces provider and preference complexity; examples should begin with one channel and one workflow.",
      "first_step": "Open Quick start under Getting started and send a first notification.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.knock.app/",
        "final_url": "https://docs.knock.app/",
        "title": "Documentation | Knock Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225e-6015-75ed-a095-f08cfe2d1c67"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://knock.app/blog/announcing-our-series-a"
    },
    {
      "slug": "courier",
      "name": "Courier",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Customer-messaging orchestration platform for email, SMS, push, chat, and in-app notifications with template and journey tooling.",
      "use_for": "Centralize product notification delivery and let product teams manage templates while developers integrate channels.",
      "observations": [
        {
          "section": "where to start",
          "note": "The docs homepage surfaces where to start as a direct starting route."
        },
        {
          "section": "why use Courier",
          "note": "The navigation exposes why use Courier as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "explore the platform",
          "note": "The navigation exposes explore the platform as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "developer tools",
          "note": "The navigation exposes developer tools as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "FAQ",
          "note": "The navigation exposes FAQ as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Keep \u201cwhere to start\u201d and \u201cwhy use\u201d as orientation, then split examples by channel, template, journey, and preferences.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "The value comes from orchestration across channels, but that breadth can obscure the simplest send; examples should stage complexity.",
      "first_step": "Follow Where to start and create a first notification template or send.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.courier.com/docs/",
        "final_url": "https://www.courier.com/docs/overview",
        "title": "Courier docs: send and automate customer messages - Courier",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225e-76a2-70e9-bba1-7b83622c3070"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://www.courier.com/blog/series-b-make-notifications-delightful"
    },
    {
      "slug": "braintrust",
      "name": "Braintrust",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "AI observability platform for instrumenting, understanding, evaluating, and improving agents in production.",
      "use_for": "Trace AI applications, run evaluations, identify important patterns, and iterate on prompts or agent behavior.",
      "observations": [
        {
          "section": "quickstarts",
          "note": "The docs homepage surfaces quickstarts as a direct starting route."
        },
        {
          "section": "workflow",
          "note": "The navigation exposes workflow as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "tracing",
          "note": "The navigation exposes tracing as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "evaluation",
          "note": "The navigation exposes evaluation as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "improvement",
          "note": "The navigation exposes improvement as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Represent the workflow as trace \u2192 evaluate \u2192 improve, with quickstarts before the platform overview.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Observability and evaluation are linked but distinct jobs; examples should distinguish runtime traces from offline test/evaluation data.",
      "first_step": "Choose a quickstart and instrument the first AI call or trace.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.braintrust.dev/docs",
        "final_url": "https://www.braintrust.dev/docs",
        "title": "Get started with Braintrust - Braintrust",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225e-9645-7448-a671-349ecc6c5c2b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://www.braintrust.dev/blog/announcing-series-b"
    },
    {
      "slug": "composio",
      "name": "Composio",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Agent platform providing tools, managed authentication, and secure execution across a large app-integration catalog.",
      "use_for": "Give an AI agent authenticated actions in business apps without implementing every OAuth flow and API adapter.",
      "observations": [
        {
          "section": "agent setup",
          "note": "The docs homepage surfaces agent setup as a direct starting route."
        },
        {
          "section": "choose your path",
          "note": "The navigation exposes choose your path as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "tools and managed authentication",
          "note": "The navigation exposes tools and managed authentication as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "secure execution",
          "note": "The navigation exposes secure execution as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "integrations",
          "note": "The navigation exposes integrations as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Lead with the \u201cchoose your path\u201d product selector and a copyable agent setup, then expose integrations and production concerns.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Integration breadth is the product\u2019s appeal but also the main navigation risk; examples should pick one app/action and show permission scope.",
      "first_step": "Choose an agent setup path and copy the first prompt or install the SDK.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.composio.dev/",
        "final_url": "https://docs.composio.dev/docs",
        "title": "Build and operate AI agents | Composio Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225e-ade6-746f-8d26-171ae83e8a7a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://composio.dev/blog/series-a"
    },
    {
      "slug": "inkeep",
      "name": "Inkeep",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Agent Chat Assistant and AI Workflow platform offering a no-code visual builder and a TypeScript SDK with two-way sync.",
      "use_for": "Create customer-facing documentation assistants or internal AI workflows with technical and non-technical collaboration.",
      "observations": [
        {
          "section": "two ways to build",
          "note": "The docs homepage surfaces two ways to build as a direct starting route."
        },
        {
          "section": "no-code visual builder",
          "note": "The navigation exposes no-code visual builder as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "TypeScript Agents SDK",
          "note": "The navigation exposes TypeScript Agents SDK as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "use cases",
          "note": "The navigation exposes use cases as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "platform overview",
          "note": "The navigation exposes platform overview as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Make the no-code/code split explicit and use two-way sync as the bridge, followed by use-case examples and platform details.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Dual-authoring can create ownership ambiguity; examples should say whether the initial artifact is edited visually or in code.",
      "first_step": "Choose No-Code Visual Builder or TypeScript Agents SDK under Two ways to build.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.inkeep.com/",
        "final_url": "https://docs.inkeep.com/overview",
        "title": "The No-Code + Code Agent Builder - Inkeep Open Source Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225e-f2a7-73ae-9cd3-0de0074b7396"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://inkeep.com/blog/inkeep-funding-announcement"
    },
    {
      "slug": "fern",
      "name": "Fern",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "API documentation and SDK generation platform that turns API specifications into developer-facing docs and client libraries.",
      "use_for": "Publish interactive API docs and generate SDKs while keeping reference material synchronized with API definitions.",
      "observations": [
        {
          "section": "docs and SDKs",
          "note": "The docs homepage surfaces docs and SDKs as a direct starting route."
        },
        {
          "section": "author in multiple ways",
          "note": "The navigation exposes author in multiple ways as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "sync to specs",
          "note": "The navigation exposes sync to specs as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "dashboard and analytics",
          "note": "The navigation exposes dashboard and analytics as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "web analytics",
          "note": "The navigation exposes web analytics as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the docs-and-SDK dual proposition as the top-level split, then show authoring, sync, analytics, and AI discoverability.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Automation depends on a source spec and generator configuration; examples should identify generated versus hand-authored content.",
      "first_step": "Start with an OpenAPI/API source and choose the docs or SDK quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://buildwithfern.com/docs",
        "final_url": "https://buildwithfern.com/docs",
        "title": "Fern Docs: Documentation for developers and agents.",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225e-d2ff-7162-89e2-657dd8316561"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://buildwithfern.com/post/series-a"
    },
    {
      "slug": "northflank",
      "name": "Northflank",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Runtime platform for services, jobs, databases, sandboxes, and GPU workloads with UI, API, and CLI routes.",
      "use_for": "Deploy and operate application workloads or AI infrastructure without manually assembling each runtime component.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "use cases",
          "note": "The navigation exposes use cases as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "API reference",
          "note": "The navigation exposes API reference as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "CLI",
          "note": "The navigation exposes CLI as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "AI and agent ready",
          "note": "The navigation exposes AI and agent ready as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Put getting started and use cases before API/CLI reference, and surface workload type as the first route.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Broad workload coverage raises the risk of a generic first page; examples should pick a service, job, database, or GPU scenario.",
      "first_step": "Choose a getting-started walkthrough for the workload type you want to deploy.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://northflank.com/docs",
        "final_url": "https://northflank.com/docs",
        "title": "Documentation | Northflank",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225f-1579-74af-b730-b882ff7a7ded"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://northflank.com/blog/northflank-raises-22m-to-make-kubernetes-work-for-your-developers-ship-workloads-not-infrastructure"
    },
    {
      "slug": "qovery",
      "name": "Qovery",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Self-service infrastructure and Kubernetes control plane for deploying on public clouds or on-premise infrastructure.",
      "use_for": "Give developers a push-to-deploy path while platform teams retain control over cloud and Kubernetes environments.",
      "observations": [
        {
          "section": "welcome",
          "note": "The docs homepage surfaces welcome as a direct starting route."
        },
        {
          "section": "what Qovery covers",
          "note": "The navigation exposes what Qovery covers as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "get started",
          "note": "The navigation exposes get started as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "Kubernetes control plane",
          "note": "The navigation exposes Kubernetes control plane as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "cloud/on-prem deployment",
          "note": "The navigation exposes cloud/on-prem deployment as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the \u201cany cloud/any agent\u201d framing and make deployment target the first branch before deep platform configuration.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Cloud portability can increase setup choices; examples should state which cloud and ownership model the quickstart assumes.",
      "first_step": "Open Get started and choose the target cloud/deployment path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://qovery.com/docs/",
        "final_url": "https://www.qovery.com/docs/getting-started/introduction",
        "title": "Introduction - Qovery",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225f-3364-74ed-833c-424ff4557aa5"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://www.qovery.com/blog/13m-serie-a-funding"
    },
    {
      "slug": "shuttle",
      "name": "Shuttle",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Rust-focused cloud platform for developing, deploying, and running backend services with integrated provisioning.",
      "use_for": "Deploy a Rust backend with managed resources, secrets, and Postgres without separately wiring every infrastructure component.",
      "observations": [
        {
          "section": "what is Shuttle",
          "note": "The docs homepage surfaces what is Shuttle as a direct starting route."
        },
        {
          "section": "how it works",
          "note": "The navigation exposes how it works as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "supported frameworks",
          "note": "The navigation exposes supported frameworks as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "resource provisioning",
          "note": "The navigation exposes resource provisioning as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "secrets",
          "note": "The navigation exposes secrets as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use supported frameworks and resource provisioning as the onboarding spine, ending with deployment and community links.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Infrastructure automation is convenient but can hide resource ownership; examples should show generated resources and deployment state.",
      "first_step": "Open Get Started and follow the introduction to create a Shuttle project.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.shuttle.dev/",
        "final_url": "https://docs.shuttle.dev/welcome/introduction",
        "title": "Introduction to Shuttle - Shuttle Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225f-4df1-7436-868f-ff555cf919bc"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://www.shuttle.dev/blog/2025/10/22/shuttle-raises-6-million"
    },
    {
      "slug": "porter",
      "name": "Porter",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Point-to-repository deployment platform that provisions and manages underlying cloud infrastructure, from build through autoscaling.",
      "use_for": "Deploy applications into a team\u2019s own cloud account while avoiding hand-built platform plumbing.",
      "observations": [
        {
          "section": "start here",
          "note": "The docs homepage surfaces start here as a direct starting route."
        },
        {
          "section": "deployment flow",
          "note": "The navigation exposes deployment flow as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "infrastructure management",
          "note": "The navigation exposes infrastructure management as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "trust and support",
          "note": "The navigation exposes trust and support as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Keep \u201cpoint at a repository\u201d as the first useful action, then expose infrastructure and support details after deployment.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "BYO-cloud control differs from a hosted PaaS; examples should say where credentials, networking, and runtime resources live.",
      "first_step": "Start here by connecting a repository and selecting the target cloud/infrastructure.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.porter.run/",
        "final_url": "https://docs.porter.run/",
        "title": "Overview - Porter",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225f-7149-7588-a8a0-e6734eda067b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://www.porter.run/blog/effortless-app-infrastructure-in-any-cloud-porters-20m-series-a"
    },
    {
      "slug": "doppler",
      "name": "Doppler",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Secrets-management platform centered on quick integration, centralized configuration, access controls, logs, and versioning.",
      "use_for": "Distribute application secrets consistently across local development, CI/CD, and production environments.",
      "observations": [
        {
          "section": "get started",
          "note": "The docs homepage surfaces get started as a direct starting route."
        },
        {
          "section": "integration",
          "note": "The navigation exposes integration as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "secrets management",
          "note": "The navigation exposes secrets management as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "fine-grained access",
          "note": "The navigation exposes fine-grained access as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "logs and versioning",
          "note": "The navigation exposes logs and versioning as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the \u201cset up in minutes\u201d orientation, then branch by integration and environment instead of leading with policy reference.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Centralization simplifies distribution but makes access boundaries important; examples should show environment/project scope before automation.",
      "first_step": "Open Get Started and connect the first integration or project.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.doppler.com/",
        "final_url": "https://docs.doppler.com/docs/start",
        "title": "Welcome \ud83d\udc4b",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225f-8aa1-76df-be28-f761d8573a9b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://www.doppler.com/blog/series-a-announcement"
    },
    {
      "slug": "akeyless",
      "name": "Akeyless",
      "artifact": "docs-home",
      "topic": "security",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Unified secrets-management system for storing, protecting, rotating, and dynamically creating credentials, certificates, and keys.",
      "use_for": "Manage secrets and access across DevOps tools, cloud platforms, and remote-access workflows.",
      "observations": [
        {
          "section": "fight secret sprawl",
          "note": "The docs homepage surfaces fight secret sprawl as a direct starting route."
        },
        {
          "section": "unified platform capabilities",
          "note": "The navigation exposes unified platform capabilities as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "platform extensions",
          "note": "The navigation exposes platform extensions as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "secure remote access",
          "note": "The navigation exposes secure remote access as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "encryption and KMS",
          "note": "The navigation exposes encryption and KMS as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the problem-first \u201cfight secret sprawl\u201d section, then separate core secrets, KMS, remote access, and extensions.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "The platform spans several security domains; examples should narrow the first task to one secret or access flow.",
      "first_step": "Open the documentation card for What is Akeyless and create the first secret/access path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.akeyless.io/",
        "final_url": "https://docs.akeyless.io/",
        "title": "Akeyless Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225f-f767-7299-9179-4ae4227aa9ca"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://www.akeyless.io/blog/akeyless-65m-round-b-reimagining-secrets-management/"
    },
    {
      "slug": "authzed",
      "name": "AuthZed",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Relationship-based access-control platform built around the open-source SpiceDB engine and managed AuthZed service.",
      "use_for": "Model application permissions as relationships and check authorization consistently across services.",
      "observations": [
        {
          "section": "SpiceDB",
          "note": "The docs homepage surfaces SpiceDB as a direct starting route."
        },
        {
          "section": "managed SpiceDB",
          "note": "The navigation exposes managed SpiceDB as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "Materialize",
          "note": "The navigation exposes Materialize as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "MCP",
          "note": "The navigation exposes MCP as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "quickstarts",
          "note": "The navigation exposes quickstarts as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Keep open-source engine and managed service as an explicit deployment split, then lead with schema \u2192 relationships \u2192 permission check.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Zanzibar-style modeling is expressive but conceptually new; examples should show a tiny relationship graph before production concerns.",
      "first_step": "Open the SpiceDB getting-started quickstart and define a first schema.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://authzed.com/docs",
        "final_url": "https://authzed.com/docs",
        "title": "AuthZed Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225f-c0ab-759e-b9aa-eba18c9a227a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://authzed.com/blog/series-a-funding"
    },
    {
      "slug": "rootly",
      "name": "Rootly",
      "artifact": "docs-home",
      "topic": "security",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Incident-management documentation organized by task, product area, updates, integrations, and API references.",
      "use_for": "Configure incident response workflows, automations, integrations, and status-page operations for engineering teams.",
      "observations": [
        {
          "section": "start with a task",
          "note": "The docs homepage surfaces start with a task as a direct starting route."
        },
        {
          "section": "browse by product area",
          "note": "The navigation exposes browse by product area as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "popular articles",
          "note": "The navigation exposes popular articles as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "what\u2019s new",
          "note": "The navigation exposes what\u2019s new as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "build with Rootly",
          "note": "The navigation exposes build with Rootly as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use task-oriented onboarding as the primary route and keep API/build material available for technical extensions.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Incident tooling is cross-functional; examples should distinguish responder workflow setup from API customization.",
      "first_step": "Choose a task under Start with a task, then configure the first incident workflow.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.rootly.com/",
        "final_url": "https://docs.rootly.com/help-and-documentation",
        "title": "Welcome to Rootly help and documentation - Rootly",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225f-ab9d-73a2-b3f4-a4e851a93a96"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://rootly.com/blog/rootly-raises-12-million-from-renegade-partners-google-gradient-ventures-xyz-ventures"
    },
    {
      "slug": "incident-io",
      "name": "incident.io",
      "artifact": "docs-home",
      "topic": "security",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Incident-management docs presented as searchable help plus getting-started material for incident response operations.",
      "use_for": "Set up incident response, on-call, workflows, and status communication for a software team.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "incident response",
          "note": "The navigation exposes incident response as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "on-call",
          "note": "The navigation exposes on-call as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "status pages",
          "note": "The navigation exposes status pages as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "workflows",
          "note": "The navigation exposes workflows as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Make the first incident workflow the center of the example, then branch into on-call, status, integrations, and API.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Operational systems involve team conventions, not just API calls; examples should separate product setup from response practice.",
      "first_step": "Open the getting-started guide and configure the first incident workflow or integration.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.incident.io/",
        "final_url": "https://docs.incident.io/",
        "title": "Help center - incident.io",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1225f-dcbc-70cb-bafc-d0950e96c4c1"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://incident.io/blog/incident.io-raises-62m"
    },
    {
      "slug": "conveyor",
      "name": "Conveyor",
      "artifact": "docs-home",
      "topic": "security",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Customer-trust workflow platform for security reviews, questionnaires, RFPs, knowledge, and trust-center operations.",
      "use_for": "Automate responses to security questionnaires and centralize evidence for customer due diligence.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "knowledge library",
          "note": "The navigation exposes knowledge library as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "ConveyorAI",
          "note": "The navigation exposes ConveyorAI as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "questionnaire automation",
          "note": "The navigation exposes questionnaire automation as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "trust center",
          "note": "The navigation exposes trust center as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use task-specific quickstarts for questionnaire automation and trust center, then expose knowledge and API extensions.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Automation quality depends on a maintained knowledge base; examples should show the source/evidence setup before response generation.",
      "first_step": "Open Quick start for Questionnaire Automation or Trust Center.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.conveyor.com/",
        "final_url": "https://docs.conveyor.com/",
        "title": "Conveyor Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12260-0fc0-7673-a87a-e15ce7c95b6b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://www.conveyor.com/blog/series-b"
    },
    {
      "slug": "polytomic",
      "name": "Polytomic",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Two-way sync, ETL, reverse ETL, and enrichment platform connecting warehouses, databases, business apps, spreadsheets, and APIs.",
      "use_for": "Move operational and analytical data between systems with point-and-click syncs or an API.",
      "observations": [
        {
          "section": "no-code syncs",
          "note": "The docs homepage surfaces no-code syncs as a direct starting route."
        },
        {
          "section": "API documentation",
          "note": "The navigation exposes API documentation as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "ETL",
          "note": "The navigation exposes ETL as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "reverse ETL",
          "note": "The navigation exposes reverse ETL as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "enrichment",
          "note": "The navigation exposes enrichment as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Offer no-code and API starts side by side, then organize examples by source, destination, sync direction, and enrichment.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Two-way movement and many connectors create mapping/ownership decisions; examples should identify source of truth and sync direction.",
      "first_step": "Choose the no-code sync start or open the API documentation.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.polytomic.com/",
        "final_url": "https://docs.polytomic.com/docs/getting-started",
        "title": "Getting started",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12260-2e49-7689-a57b-b5fa4a14c5a3"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://techcrunch.com/2021/02/03/polytomic-announces-2-4m-seed-to-move-business-data-where-its-needed/"
    },
    {
      "slug": "orchestra",
      "name": "Orchestra",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "AI-native data orchestration and pipelining platform for lean teams, with a quickstart that creates an integration and runs a pipeline.",
      "use_for": "Build and monitor production ETL/ELT and data/AI workflows without managing orchestration infrastructure.",
      "observations": [
        {
          "section": "quick start",
          "note": "The docs homepage surfaces quick start as a direct starting route."
        },
        {
          "section": "sign up",
          "note": "The navigation exposes sign up as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "available integrations",
          "note": "The navigation exposes available integrations as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "add an integration",
          "note": "The navigation exposes add an integration as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "create a pipeline",
          "note": "The navigation exposes create a pipeline as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the five-step quickstart as the example template: sign up \u2192 integration \u2192 pipeline \u2192 run \u2192 expand.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "The simple onboarding can hide production scheduling and dependency complexity; examples should show the next operational step after the first run.",
      "first_step": "Sign up, browse integrations, and add the first integration.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.getorchestra.io/",
        "final_url": "https://docs.getorchestra.io/docs/quick-start",
        "title": "Getting Started with Orchestra - Orchestra - Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12260-52a5-73ab-89ad-e02d86d61cae"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://www.getorchestra.io/blog/orchestra-the-unified-control-plane-for-data-operations-raises-ps1m-funding-to-help-enterprises-to-rapidly-deliver-data-and-ai-products"
    },
    {
      "slug": "datafold",
      "name": "Datafold",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Data engineering automation and reliability platform covering migrations, data quality workflows, knowledge graph, and API access.",
      "use_for": "Validate data changes, support migrations, and help engineering teams reason about data dependencies and quality.",
      "observations": [
        {
          "section": "key features",
          "note": "The docs homepage surfaces key features as a direct starting route."
        },
        {
          "section": "use cases",
          "note": "The navigation exposes use cases as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "data knowledge graph",
          "note": "The navigation exposes data knowledge graph as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "getting started",
          "note": "The navigation exposes getting started as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "API reference",
          "note": "The navigation exposes API reference as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Start with a use-case picker, then connect each route to the corresponding feature and getting-started guide.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Migration, quality, and knowledge-graph jobs have different inputs; examples should not imply one setup serves all three.",
      "first_step": "Choose a use case and open Getting started for the matching workflow.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.datafold.com/",
        "final_url": "https://docs.datafold.com/welcome",
        "title": "Datafold - Datafold",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12260-7ce2-7224-b369-43790e7a7ae8"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://www.datafold.com/blog/datafold-from-breaking-data-to-series-a/"
    },
    {
      "slug": "anomalo",
      "name": "Anomalo",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Data quality and observability platform framed around autonomous agents that monitor, investigate, surface, and report on data issues.",
      "use_for": "Monitor warehouse data quality and investigate anomalies across tables and downstream reporting workflows.",
      "observations": [
        {
          "section": "autonomous data system",
          "note": "The docs homepage surfaces autonomous data system as a direct starting route."
        },
        {
          "section": "data quality agent",
          "note": "The navigation exposes data quality agent as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "table observability",
          "note": "The navigation exposes table observability as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "data issue response",
          "note": "The navigation exposes data issue response as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "data insights",
          "note": "The navigation exposes data insights as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the agent/capability navigation to explain table monitoring first, then investigation, insights, conversational analytics, and reporting.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Autonomous-agent positioning can overpromise if the data context is incomplete; examples should show configuration and evidence inputs.",
      "first_step": "Start with the table/data-quality observability path and connect a first data source.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.anomalo.com/",
        "final_url": "https://www.anomalo.com/?location=%2F",
        "title": "Home - Anomalo",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12260-b25e-7039-a568-c93b28489069"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://www.anomalo.com/blog/anomalos-series-b-and-the-future-of-enterprise-data-quality/"
    },
    {
      "slug": "cube",
      "name": "Cube",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Analytics platform built on a semantic layer for internal business intelligence and embedded analytics, now positioned for agentic analytics.",
      "use_for": "Create governed metrics for internal dashboards, embedded analytics, or AI/agent-facing data access.",
      "observations": [
        {
          "section": "introduction",
          "note": "The docs homepage surfaces introduction as a direct starting route."
        },
        {
          "section": "how Cube is different",
          "note": "The navigation exposes how Cube is different as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "semantic SQL",
          "note": "The navigation exposes semantic SQL as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "semantic-layer architecture",
          "note": "The navigation exposes semantic-layer architecture as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "internal BI",
          "note": "The navigation exposes internal BI as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the two-use-case split\u2014internal BI versus embedded analytics\u2014before going into semantic SQL and architecture.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A semantic layer adds governance and reuse but requires modeling discipline; examples should show the smallest metric/model loop.",
      "first_step": "Open the Introduction and choose Internal BI or Embedded Analytics.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://cube.dev/docs",
        "final_url": "https://docs.cube.dev/docs/introduction",
        "title": "Introduction - Cube Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12260-c847-7363-af07-632c57941e57"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://cube.dev/blog/cubes-raises-25-million"
    },
    {
      "slug": "questdb",
      "name": "QuestDB",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Open-source time-series database focused on low-latency ingestion and analytical queries, with a documentation path from create database to time-series guides.",
      "use_for": "Store and query high-volume timestamped data such as market, telemetry, or event streams.",
      "observations": [
        {
          "section": "about this documentation",
          "note": "The docs homepage surfaces about this documentation as a direct starting route."
        },
        {
          "section": "get started",
          "note": "The navigation exposes get started as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "guides",
          "note": "The navigation exposes guides as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "create database",
          "note": "The navigation exposes create database as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "working with time",
          "note": "The navigation exposes working with time as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Put create-database and time-series concepts ahead of language clients and configuration, preserving a practical first query.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Performance-oriented databases expose tuning and ingestion choices; examples should state data shape and time semantics.",
      "first_step": "Open Get started, create a database, and run the first time-series query.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://questdb.com/docs/",
        "final_url": "https://questdb.com/docs/",
        "title": "QuestDB Documentation: SQL time-series guides | QuestDB",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12261-299c-756b-9f96-14655184ca9a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://questdb.com/blog/2022/01/03/two-year-journey-raising-15m-venture-capital/"
    },
    {
      "slug": "xata",
      "name": "Xata",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Branch-native Postgres platform whose docs lead with isolated Postgres branches and production-like data for parallel workflows.",
      "use_for": "Give application teams independent database branches for development, testing, previews, or agent-generated changes.",
      "observations": [
        {
          "section": "branch-native Postgres",
          "note": "The docs homepage surfaces branch-native Postgres as a direct starting route."
        },
        {
          "section": "getting started",
          "note": "The navigation exposes getting started as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "database branches",
          "note": "The navigation exposes database branches as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "schema and records",
          "note": "The navigation exposes schema and records as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "API/SDKs",
          "note": "The navigation exposes API/SDKs as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Make branch creation and environment isolation the first concept, then layer schema, records, and API/SDK guidance.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Branching improves isolation but adds lifecycle and data-refresh decisions; examples should name branch source and promotion step.",
      "first_step": "Start with the Branch-native Postgres overview and create the first branch/database.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://xata.io/docs",
        "final_url": "https://xata.io/docs/overview",
        "title": "Xata Documentation - Xata",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12260-fc35-74c9-a076-bae86ec1e23a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://xata.io/blog/xata-series-a-announcement"
    },
    {
      "slug": "nhost",
      "name": "Nhost",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Backend-as-a-service documentation centered on getting started, with database, authentication, storage, and backend-building guides.",
      "use_for": "Build an application backend with managed Postgres/GraphQL-style services, authentication, and storage.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "guides",
          "note": "The navigation exposes guides as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "community",
          "note": "The navigation exposes community as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "database",
          "note": "The navigation exposes database as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "authentication",
          "note": "The navigation exposes authentication as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use getting started as the spine and show the backend components as modular next steps instead of a single giant setup.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "BaaS convenience trades some infrastructure control for speed; examples should identify managed versus self-hosted choices.",
      "first_step": "Open Getting Started and create the first Nhost project.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.nhost.io/",
        "final_url": "https://docs.nhost.io/",
        "title": "Nhost Backend Platform Documentation | Nhost Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12261-65b7-7203-aa15-3851c07fd836"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://nhost.io/blog/nhost-raises-3m-dollar-in-seed-funding"
    },
    {
      "slug": "secoda",
      "name": "Secoda",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "AI data-management platform connecting to data sources to understand lineage, documentation, metadata, and analytics context.",
      "use_for": "Help data teams find, document, monitor, and answer questions about warehouse and business data.",
      "observations": [
        {
          "section": "data discovery",
          "note": "The docs homepage surfaces data discovery as a direct starting route."
        },
        {
          "section": "catalog and lineage",
          "note": "The navigation exposes catalog and lineage as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "documentation",
          "note": "The navigation exposes documentation as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "monitoring",
          "note": "The navigation exposes monitoring as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "AI/data context",
          "note": "The navigation exposes AI/data context as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Start with source connection and discovery, then expose lineage, documentation, monitoring, and AI as progressive layers.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "AI answers inherit metadata and governance quality; examples should show connected sources and permissions before asking questions.",
      "first_step": "Connect a first data source and open the discovery/catalog workflow.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.secoda.co/",
        "final_url": "https://docs.secoda.co/",
        "title": "Getting started with Secoda | Secoda",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12261-417c-754b-abc6-78312169f476"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://www.secoda.co/blog/secoda-series-a-monitoring"
    },
    {
      "slug": "meroxa",
      "name": "Meroxa",
      "artifact": "docs-home",
      "topic": "data tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Low-code real-time data platform for moving data between systems and building streaming pipelines.",
      "use_for": "Create real-time ingestion or movement pipelines without hand-building every connector and streaming service.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "connectors",
          "note": "The navigation exposes connectors as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "pipelines",
          "note": "The navigation exposes pipelines as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "real-time data movement",
          "note": "The navigation exposes real-time data movement as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "low-code workflows",
          "note": "The navigation exposes low-code workflows as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the low-code connector/pipeline start, then expose API and operational configuration for advanced users.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Low-code abstractions simplify streaming but can hide delivery semantics; examples should identify source, destination, and replay behavior.",
      "first_step": "Open Getting Started and create the first connection or pipeline.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.meroxa.com/",
        "final_url": "https://docs.meroxa.com/",
        "title": "Introduction | Meroxa",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12260-e4d2-77ed-9f9d-750352d3bf4a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://techcrunch.com/2021/04/13/meroxa-raises-15m-series-a-for-its-real-time-data-platform/"
    },
    {
      "slug": "tally",
      "name": "Tally",
      "artifact": "docs-home",
      "topic": "marketing",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "No-code form builder presented as a document-like editor, with quick getting started, feature, integration, guide, and pricing sections.",
      "use_for": "Create forms, collect responses, and connect submissions to downstream tools without coding.",
      "observations": [
        {
          "section": "get started",
          "note": "The docs homepage surfaces get started as a direct starting route."
        },
        {
          "section": "features",
          "note": "The navigation exposes features as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "integrations",
          "note": "The navigation exposes integrations as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "guides",
          "note": "The navigation exposes guides as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "plans and pricing",
          "note": "The navigation exposes plans and pricing as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the \u201cworks like a doc\u201d mental model and a short get-started path before feature/integration catalog pages.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "The low-friction editor hides advanced logic and integration constraints; examples should begin with a simple form and one destination.",
      "first_step": "Open Get started and create a form by typing the first question.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://tally.so/help",
        "final_url": "https://tally.so/help",
        "title": "Tally Help Center: Guides, Docs, and Tutorials for Users",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12261-7785-71ea-8cd4-a86fcf44a74e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "bootstrapped",
      "company_stage_source": "https://blog.tally.so/from-2-to-3m-arr-how-we-bootstrapped-tally-with-a-tiny-team/"
    },
    {
      "slug": "plausible-analytics",
      "name": "Plausible Analytics",
      "artifact": "docs-home",
      "topic": "marketing",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Simple privacy-friendly web analytics alternative with a lightweight script, readable dashboard, goals, and API.",
      "use_for": "Measure website traffic and conversions without cookies or personal-data collection.",
      "observations": [
        {
          "section": "new to Plausible",
          "note": "The docs homepage surfaces new to Plausible as a direct starting route."
        },
        {
          "section": "stats dashboard",
          "note": "The navigation exposes stats dashboard as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "website settings",
          "note": "The navigation exposes website settings as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "account settings",
          "note": "The navigation exposes account settings as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "team and sharing",
          "note": "The navigation exposes team and sharing as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Lead with a first-site setup, then expose dashboard, goals, team, billing, and API as progressive sections.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Privacy-first analytics reduces tracking complexity but may differ from event-heavy suites; examples should set expectations about data model.",
      "first_step": "Start a free trial and follow the first-site setup guide.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://plausible.io/docs",
        "final_url": "https://plausible.io/docs",
        "title": "Plausible Analytics documentation | Plausible docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12261-8e6f-725c-8814-69b5b1ec13fb"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "bootstrapped",
      "company_stage_source": "https://plausible.io/blog/bootstrapping-saas"
    },
    {
      "slug": "fathom-analytics",
      "name": "Fathom Analytics",
      "artifact": "docs-home",
      "topic": "marketing",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Privacy-focused website analytics support site organized around a start-here path, feature explanations, setup, and billing.",
      "use_for": "Add privacy-conscious website analytics and review traffic/conversion data with a low-configuration setup.",
      "observations": [
        {
          "section": "start here",
          "note": "The docs homepage surfaces start here as a direct starting route."
        },
        {
          "section": "features",
          "note": "The navigation exposes features as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "how Fathom works",
          "note": "The navigation exposes how Fathom works as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "account and billing",
          "note": "The navigation exposes account and billing as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "integrations",
          "note": "The navigation exposes integrations as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Keep \u201cstart here\u201d and \u201chow it works\u201d ahead of feature detail, mirroring the product\u2019s simple mental model.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "A simple analytics model may not match teams needing deep event schemas; examples should state the measurement scope.",
      "first_step": "Open Start here and install the Fathom site script.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://usefathom.com/support",
        "final_url": "https://usefathom.com/docs",
        "title": "How can we help? - Fathom Analytics",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12261-cc2d-76e8-8091-1b8eb6a2af51"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "bootstrapped",
      "company_stage_source": "https://usefathom.com/about"
    },
    {
      "slug": "close",
      "name": "Close",
      "artifact": "docs-home",
      "topic": "sales",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "CRM help center focused on getting started, onboarding, communication setup, and feature guides for sales teams.",
      "use_for": "Run sales pipelines with CRM records, email, calling, and related communication in one workspace.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "onboarding",
          "note": "The navigation exposes onboarding as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "mobile app",
          "note": "The navigation exposes mobile app as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "connect email",
          "note": "The navigation exposes connect email as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "desktop app",
          "note": "The navigation exposes desktop app as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use onboarding and communication connections as the first route, followed by feature-specific guides and integrations.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "CRM setup spans data import and communication permissions; examples should state the initial pipeline and channel assumptions.",
      "first_step": "Open Getting Started and connect email or create the first pipeline.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://help.close.com/",
        "final_url": "https://help.close.com/welcome-to-close-help",
        "title": "Close Help | Close Help Center",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12261-e440-76cf-97d1-b4cd4e6a4997"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "bootstrapped",
      "company_stage_source": "https://close.com/blueprint/the-case-for-bootstrapping-your-startup"
    },
    {
      "slug": "outseta",
      "name": "Outseta",
      "artifact": "docs-home",
      "topic": "sales",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "All-in-one SaaS platform support covering payments, authentication, protected content, CRM, and email marketing integrations.",
      "use_for": "Launch and operate a membership or SaaS business with billing, authentication, CRM, and email in one product.",
      "observations": [
        {
          "section": "getting started",
          "note": "The docs homepage surfaces getting started as a direct starting route."
        },
        {
          "section": "payments",
          "note": "The navigation exposes payments as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "authentication",
          "note": "The navigation exposes authentication as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "protected content",
          "note": "The navigation exposes protected content as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "memberships",
          "note": "The navigation exposes memberships as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use getting started and protected-content routes as the first story, then expose the integrated business modules.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "All-in-one breadth trades specialization for fewer vendors; examples should identify the core launch workflow before optional modules.",
      "first_step": "Open Getting Started and connect payments/authentication to the site.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://support.outseta.com/",
        "final_url": "https://go.outseta.com/support/kb/categories",
        "title": "Outseta Knowledge Base",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12262-1f02-7468-bbb0-fb2c59a7bf61"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "bootstrapped",
      "company_stage_source": "https://www.outseta.com/posts/our-saas-start-ups-equity-allocation-expenses-and-growth-after-eight-years"
    },
    {
      "slug": "chatwoot",
      "name": "Chatwoot",
      "artifact": "docs-home",
      "topic": "support",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Open-source customer-support platform with cloud and self-hosted documentation for live chat, email, WhatsApp, social, automation, and webhooks.",
      "use_for": "Operate a shared support inbox and customer messaging stack with either hosted or self-managed deployment.",
      "observations": [
        {
          "section": "product documentation",
          "note": "The docs homepage surfaces product documentation as a direct starting route."
        },
        {
          "section": "self-hosted Chatwoot",
          "note": "The navigation exposes self-hosted Chatwoot as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "FAQ",
          "note": "The navigation exposes FAQ as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "live chat",
          "note": "The navigation exposes live chat as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "WhatsApp",
          "note": "The navigation exposes WhatsApp as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Make cloud versus self-hosted the first branch, then use channel/task guides and automation/webhook extensions.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Self-hosting expands control but adds operational work; examples should label deployment, upgrades, and channel prerequisites.",
      "first_step": "Choose Product Documentation or Self-Hosted Chatwoot, then set up the first channel.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.chatwoot.com/docs/",
        "final_url": "https://www.chatwoot.com/help-center",
        "title": "Chatwoot Help Center and Product Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12261-fdf1-776e-b3cf-0f34e0d27e78"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://www.chatwoot.com/blog/chatwoot-august-update"
    },
    {
      "slug": "missive",
      "name": "Missive",
      "artifact": "docs-home",
      "topic": "support",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Collaborative email client for teams, with shared inboxes, internal discussion, and multi-channel replies.",
      "use_for": "Coordinate support or sales conversations without forwarding messages or exposing internal comments to customers.",
      "observations": [
        {
          "section": "how teams use Missive",
          "note": "The docs homepage surfaces how teams use Missive as a direct starting route."
        },
        {
          "section": "shared inboxes",
          "note": "The navigation exposes shared inboxes as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "comments and mentions",
          "note": "The navigation exposes comments and mentions as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "email/SMS/WhatsApp",
          "note": "The navigation exposes email/SMS/WhatsApp as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "video library",
          "note": "The navigation exposes video library as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use team workflows\u2014shared accounts, comments, mentions\u2014as the top-level navigation before channel and integration detail.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Collaboration improves context but changes ownership expectations; examples should show internal versus external visibility clearly.",
      "first_step": "Open How teams use Missive and connect a shared account.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://missiveapp.com/docs",
        "final_url": "https://missiveapp.com/docs",
        "title": "What is Missive? | Missive Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12262-51a5-758a-8980-20a19ef959fa"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "bootstrapped",
      "company_stage_source": "https://www.startupsfortherestofus.com/episodes/episode-806-bootstrapping-missive-to-8m-arr-over-10-years"
    },
    {
      "slug": "rho",
      "name": "Rho",
      "artifact": "docs-home",
      "topic": "finance",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Developer platform for programmatic access to business banking data, transactions, reconciliation, internal dashboards, and AI-tool connections.",
      "use_for": "Pull business banking data into a warehouse or internal application and automate reconciliation/reporting workflows.",
      "observations": [
        {
          "section": "developer platform",
          "note": "The docs homepage surfaces developer platform as a direct starting route."
        },
        {
          "section": "transactions",
          "note": "The navigation exposes transactions as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "banking data",
          "note": "The navigation exposes banking data as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "warehouse integrations",
          "note": "The navigation exposes warehouse integrations as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "reconciliation",
          "note": "The navigation exposes reconciliation as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Lead with a concrete data pull and then show warehouse, reconciliation, dashboard, and AI-tool connections as extensions.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Banking data involves permissions and reconciliation semantics; examples should identify account scope and data freshness.",
      "first_step": "Open Get started and connect the first Rho account/API integration.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.rho.co/",
        "final_url": "https://docs.rho.co/",
        "title": "Developer Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12262-7a58-7499-bc2c-1f9afb61ccbf"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "company_stage_source": "https://www.rho.co/blog/rho-announces-75m-series-b-round-to-expand-financial-operating-system"
    },
    {
      "slug": "humaans",
      "name": "Humaans",
      "artifact": "docs-home",
      "topic": "HR",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "HRIS API documentation organized around authentication, scopes, roles, structured REST resources, pagination, filtering, and sync.",
      "use_for": "Integrate employee and organization data with internal systems or automate HR workflows.",
      "observations": [
        {
          "section": "API reference",
          "note": "The docs homepage surfaces API reference as a direct starting route."
        },
        {
          "section": "introduction",
          "note": "The navigation exposes introduction as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "authentication",
          "note": "The navigation exposes authentication as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "expiry and rotation",
          "note": "The navigation exposes expiry and rotation as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "scopes",
          "note": "The navigation exposes scopes as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use authentication/scopes/roles as the security-first onboarding path, then resource structure, pagination, and sync examples.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "HR data is sensitive and relational; examples should show least-privilege scopes and avoid implying unrestricted employee access.",
      "first_step": "Create an API access token and read the Introduction and Authentication sections.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.humaans.io/",
        "final_url": "https://docs.humaans.io/api/",
        "title": "Humaans API Reference",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12262-9f45-728a-b53a-2eb6bcc88f29"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://humaans.io/blog/humaans-15m-series-a"
    },
    {
      "slug": "peopleforce",
      "name": "PeopleForce",
      "artifact": "docs-home",
      "topic": "HR",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "All-in-one HR platform help center split between administrator and employee-facing instructions across core HR modules.",
      "use_for": "Manage onboarding, recruiting, time, performance, and employee operations in one HR workspace.",
      "observations": [
        {
          "section": "administrator guides",
          "note": "The docs homepage surfaces administrator guides as a direct starting route."
        },
        {
          "section": "employee self-service",
          "note": "The navigation exposes employee self-service as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "onboarding",
          "note": "The navigation exposes onboarding as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "recruiting",
          "note": "The navigation exposes recruiting as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "time tracking",
          "note": "The navigation exposes time tracking as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use role-based navigation first\u2014administrator versus employee\u2014then module and task paths.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Role and module breadth can hide the first setup; examples should specify actor, organization, and module before a task.",
      "first_step": "Choose the administrator collection and open the first onboarding or account-setup guide.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://help.peopleforce.io/en/",
        "final_url": "https://help.peopleforce.io/en/",
        "title": "Home | PeopleForce help center",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12262-d51b-7360-aff4-5c8e7d54d481"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Pre-Series A",
      "company_stage_source": "https://peopleforce.io/blog/peopleforce-raises-5m-in-pre-series"
    },
    {
      "slug": "vapi",
      "name": "Vapi",
      "artifact": "docs-home",
      "topic": "vertical SaaS",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Developer platform for building voice AI agents, abstracting telephony, real-time infrastructure, APIs, and integrations.",
      "use_for": "Build inbound or outbound voice agents that converse with callers and connect to application systems.",
      "observations": [
        {
          "section": "what is Vapi",
          "note": "The docs homepage surfaces what is Vapi as a direct starting route."
        },
        {
          "section": "how voice agents work",
          "note": "The navigation exposes how voice agents work as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "two ways to build",
          "note": "The navigation exposes two ways to build as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "key capabilities",
          "note": "The navigation exposes key capabilities as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "choose your path",
          "note": "The navigation exposes choose your path as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the two build paths and \u201cchoose your path\u201d decision before production, developer tools, and use-case navigation.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Voice systems combine prompt, telephony, latency, and integration concerns; examples should begin with a narrow call flow and state provider dependencies.",
      "first_step": "Choose a build path and create the first voice agent.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.vapi.ai/",
        "final_url": "https://docs.vapi.ai/quickstart/introduction",
        "title": "Introduction | Vapi",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12262-ecce-7089-a726-7f5f969a15fd"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "company_stage_source": "https://www.bvp.com/news/our-investment-in-vapi-the-voice-ai-developer-platform"
    },
    {
      "slug": "retell-ai",
      "name": "Retell AI",
      "artifact": "docs-home",
      "topic": "vertical SaaS",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Voice-agent platform organized as a build \u2192 test \u2192 deploy \u2192 monitor lifecycle, with data and developer integration sections.",
      "use_for": "Create and operate phone-based AI agents for contact-center or workflow automation use cases.",
      "observations": [
        {
          "section": "build",
          "note": "The docs homepage surfaces build as a direct starting route."
        },
        {
          "section": "test",
          "note": "The navigation exposes test as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "deploy",
          "note": "The navigation exposes deploy as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "monitor",
          "note": "The navigation exposes monitor as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "data",
          "note": "The navigation exposes data as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the lifecycle as the primary navigation pattern and recommend a single-prompt agent before conversation-flow complexity.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Testing and monitoring are essential for voice behavior; examples should avoid claiming call quality and instead show observable configuration.",
      "first_step": "Start with Build and create a single-prompt agent.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.retellai.com/",
        "final_url": "https://docs.retellai.com/general/introduction",
        "title": "Retell AI: build, test, deploy, and monitor voice & chat agents",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12263-1e05-714e-a960-13bbeb22c074"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://www.retellai.com/blog/seed-announcement"
    },
    {
      "slug": "supertokens",
      "name": "SuperTokens",
      "artifact": "docs-home",
      "topic": "developer tools",
      "patterns": [
        "use-case-routing",
        "first-result",
        "capability-map"
      ],
      "summary": "Open-source authentication and session-management toolkit organized around recipes and capabilities.",
      "use_for": "Add customizable authentication and session management while retaining control over user infrastructure.",
      "observations": [
        {
          "section": "introduction",
          "note": "The docs homepage surfaces introduction as a direct starting route."
        },
        {
          "section": "how SuperTokens works",
          "note": "The navigation exposes how SuperTokens works as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "recipes",
          "note": "The navigation exposes recipes as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "explore capabilities",
          "note": "The navigation exposes explore capabilities as a distinct route, helping readers locate a task or product area."
        },
        {
          "section": "next steps",
          "note": "The navigation exposes next steps as a distinct route, helping readers locate a task or product area."
        }
      ],
      "adaptation": [
        "Use the recipe catalog as the main route and keep architecture/capability explanations close to the first integration step.",
        "Measure whether readers can find the next step without adding unsupported claims."
      ],
      "tradeoff": "Open-source/self-hosted control requires operational ownership; examples should make hosted versus self-managed responsibility explicit.",
      "first_step": "Choose a recipe and follow its framework-specific setup.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://supertokens.com/docs",
        "final_url": "https://supertokens.com/docs",
        "title": "Introduction - SuperTokens Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12263-0615-728d-b6ca-5516813b536d"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "seed",
      "company_stage_source": "https://www.crunchbase.com/organization/supertokens/financial_details"
    },
    {
      "slug": "llamaindex-docs",
      "name": "LlamaIndex",
      "artifact": "docs-home",
      "topic": "AI / data and agent framework",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "MIT-licensed framework and documentation for building LLM-powered agents and retrieval applications over data.",
      "use_for": "Connect data sources to retrieval, agents, and LLM application workflows.",
      "observations": [
        {
          "section": "Overview",
          "note": "The direct page capture exposes a dedicated overview route or section for readers evaluating the documentation."
        },
        {
          "section": "Getting started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "Agents",
          "note": "The direct page capture exposes a dedicated agents route or section for readers evaluating the documentation."
        },
        {
          "section": "RAG",
          "note": "The direct page capture exposes a dedicated rag route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Offers framework documentation for self-managed development plus hosted LlamaCloud documentation paths.",
        "Use the page's Overview route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open Overview or Getting started for the selected language.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.llamaindex.ai/python/framework/",
        "final_url": "https://developers.llamaindex.ai/python/framework/",
        "title": "LlamaIndex Framework, by the makers of LlamaParse | Developer Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-30d9-77fe-8eff-d782c241aa29"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "portkey-docs",
      "name": "Portkey",
      "artifact": "docs-home",
      "topic": "AI / LLM operations and gateway",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Documentation for an LLM gateway and control plane used to route, observe, and govern production AI requests.",
      "use_for": "Connect multiple model providers and manage routing, reliability, observability, and guardrails.",
      "observations": [
        {
          "section": "Overview",
          "note": "The direct page capture exposes a dedicated overview route or section for readers evaluating the documentation."
        },
        {
          "section": "AI gateway",
          "note": "The direct page capture exposes a dedicated ai gateway route or section for readers evaluating the documentation."
        },
        {
          "section": "Observability",
          "note": "The direct page capture exposes a dedicated observability route or section for readers evaluating the documentation."
        },
        {
          "section": "Guardrails",
          "note": "The direct page capture exposes a dedicated guardrails route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Overview route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open the product overview and gateway quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://portkey.ai/docs",
        "final_url": "https://portkey.ai/docs/introduction/what-is-portkey",
        "title": "What is Portkey? - Portkey (Prisma AIRS AI Gateway) Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-1f58-7397-881f-31e265161f36"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "lancedb-docs",
      "name": "LanceDB",
      "artifact": "docs-home",
      "topic": "AI / multimodal data infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Documentation for a multimodal lakehouse and vector-search/data infrastructure for AI applications.",
      "use_for": "Curate training data, perform search and retrieval, and feed training jobs from one data layer.",
      "observations": [
        {
          "section": "Quickstart",
          "note": "The direct page capture exposes a dedicated quickstart route or section for readers evaluating the documentation."
        },
        {
          "section": "Vector search",
          "note": "The direct page capture exposes a dedicated vector search route or section for readers evaluating the documentation."
        },
        {
          "section": "Multimodal data",
          "note": "The direct page capture exposes a dedicated multimodal data route or section for readers evaluating the documentation."
        },
        {
          "section": "Embeddings",
          "note": "The direct page capture exposes a dedicated embeddings route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Quickstart route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Follow the Quickstart for local or Enterprise db:// connections.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.lancedb.com/",
        "final_url": "https://docs.lancedb.com/",
        "title": "LanceDB - LanceDB",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-279f-702a-8b80-76f30055f3b4"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "firecrawl-docs",
      "name": "Firecrawl",
      "artifact": "docs-home",
      "topic": "AI / web data extraction API",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Complete API documentation for extracting web content, with interactive examples and SDKs.",
      "use_for": "Scrape, crawl, map, and extract website content for AI and data workflows.",
      "observations": [
        {
          "section": "Quickstart",
          "note": "The direct page capture exposes a dedicated quickstart route or section for readers evaluating the documentation."
        },
        {
          "section": "API reference",
          "note": "The direct page capture exposes a dedicated api reference route or section for readers evaluating the documentation."
        },
        {
          "section": "SDKs",
          "note": "The direct page capture exposes a dedicated sdks route or section for readers evaluating the documentation."
        },
        {
          "section": "Scrape",
          "note": "The direct page capture exposes a dedicated scrape route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Quickstart route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Follow the Quickstart and make the first scrape request.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.firecrawl.dev/",
        "final_url": "https://docs.firecrawl.dev/introduction",
        "title": "Introduction | Firecrawl",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-3ef5-713a-ae13-9c91bf3a02ae"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "browserbase-docs",
      "name": "Browserbase",
      "artifact": "docs-home",
      "topic": "AI agent infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Browserbase documents browser infrastructure for agents that interact with the web.",
      "use_for": "Build agents that browse and interact with websites.",
      "observations": [
        {
          "section": "The Browserbase Platform",
          "note": "The direct page capture exposes a dedicated the browserbase platform route or section for readers evaluating the documentation."
        },
        {
          "section": "Explore use cases",
          "note": "The direct page capture exposes a dedicated explore use cases route or section for readers evaluating the documentation."
        },
        {
          "section": "Start building",
          "note": "The direct page capture exposes a dedicated start building route or section for readers evaluating the documentation."
        },
        {
          "section": "Related guides",
          "note": "The direct page capture exposes a dedicated related guides route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's The Browserbase Platform route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Choose Start building or Explore use cases.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.browserbase.com/",
        "final_url": "https://docs.browserbase.com/welcome/introduction",
        "title": "Introducing Browserbase - Browserbase Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-4784-70d4-adcd-b196755d2447"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "gumloop-docs",
      "name": "Gumloop",
      "artifact": "docs-home",
      "topic": "AI automation",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Gumloop documents an AI agent and automation platform.",
      "use_for": "Build AI agents and automate data-analysis workflows.",
      "observations": [
        {
          "section": "Welcome to Gumloop",
          "note": "The direct page capture exposes a dedicated welcome to gumloop route or section for readers evaluating the documentation."
        },
        {
          "section": "Build AI agents",
          "note": "The direct page capture exposes a dedicated build ai agents route or section for readers evaluating the documentation."
        },
        {
          "section": "Data Analysis Agent",
          "note": "The direct page capture exposes a dedicated data analysis agent route or section for readers evaluating the documentation."
        },
        {
          "section": "Use Cases",
          "note": "The direct page capture exposes a dedicated use cases route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Welcome to Gumloop route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start at Welcome to Gumloop and the getting-started path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.gumloop.com/",
        "final_url": "https://docs.gumloop.com/",
        "title": "Welcome to Gumloop",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-5054-752d-9063-428eba856443"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "unkey-docs",
      "name": "Unkey",
      "artifact": "docs-home",
      "topic": "API infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Unkey provides API-development infrastructure for auth, rate limiting, usage tracking, and deployment.",
      "use_for": "Ship a production API with API keys, rate limiting, usage analytics, or deployment primitives.",
      "observations": [
        {
          "section": "Get started",
          "note": "The direct page capture exposes a dedicated get started route or section for readers evaluating the documentation."
        },
        {
          "section": "API keys",
          "note": "The direct page capture exposes a dedicated api keys route or section for readers evaluating the documentation."
        },
        {
          "section": "Rate limiting",
          "note": "The direct page capture exposes a dedicated rate limiting route or section for readers evaluating the documentation."
        },
        {
          "section": "Usage tracking",
          "note": "The direct page capture exposes a dedicated usage tracking route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "The funding page explicitly describes Unkey as open source.",
        "Use the page's Get started route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open Get started.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.unkey.com/docs",
        "final_url": "https://www.unkey.com/docs",
        "title": "Unkey documentation - Unkey Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-59cd-7717-af40-2bd66bed277e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "stytch-docs",
      "name": "Stytch",
      "artifact": "docs-home",
      "topic": "authentication and identity APIs",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Stytch documentation helps developers implement authentication, manage users and sessions, and use Stytch APIs and SDKs.",
      "use_for": "Implement passwordless and enterprise authentication, including SAML/OIDC and OAuth-compliant providers.",
      "observations": [
        {
          "section": "Build right away",
          "note": "The direct page capture exposes a dedicated build right away route or section for readers evaluating the documentation."
        },
        {
          "section": "Example apps",
          "note": "The direct page capture exposes a dedicated example apps route or section for readers evaluating the documentation."
        },
        {
          "section": "API reference",
          "note": "The direct page capture exposes a dedicated api reference route or section for readers evaluating the documentation."
        },
        {
          "section": "Featured",
          "note": "The direct page capture exposes a dedicated featured route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use quickstart tutorials, sample apps, and API/SDK reference documentation.",
        "Use the page's Build right away route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Follow the Quickstart tutorial under Build right away.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://stytch.com/docs/get-started/overview",
        "final_url": "https://stytch.com/docs/get-started/overview",
        "title": "Stytch documentation - Stytch Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-619b-75c8-88b1-5c400a41b276"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "oso-docs",
      "name": "Oso",
      "artifact": "docs-home",
      "topic": "authorization and policy engine",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Oso Cloud is a centralized authorization service built on Polar, Oso's logic programming language for permission systems.",
      "use_for": "Define policies and authorization data, then evaluate authorization decisions and enforce them through client SDKs.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "Policies",
          "note": "The direct page capture exposes a dedicated policies route or section for readers evaluating the documentation."
        },
        {
          "section": "Facts",
          "note": "The direct page capture exposes a dedicated facts route or section for readers evaluating the documentation."
        },
        {
          "section": "Local authorization",
          "note": "The direct page capture exposes a dedicated local authorization route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Define authorization rules in Polar and deploy them as policies, or evaluate against a local database.",
        "Use the page's Getting Started route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open the Getting Started quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.osohq.com/docs",
        "final_url": "https://www.osohq.com/docs",
        "title": "Oso Cloud Documentation - Oso Cloud Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-6a1d-7094-b0de-fe6351415a11"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "permit-io-docs",
      "name": "Permit.io",
      "artifact": "docs-home",
      "topic": "authorization and policy infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Permit.io provides authorization-as-a-service with policy, PDP, SDK, and embedded UI paths.",
      "use_for": "Authorize application/API requests, secure MCP tools, or deploy a policy decision point.",
      "observations": [
        {
          "section": "Choose your path",
          "note": "The direct page capture exposes a dedicated choose your path route or section for readers evaluating the documentation."
        },
        {
          "section": "Authorize your app and API",
          "note": "The direct page capture exposes a dedicated authorize your app and api route or section for readers evaluating the documentation."
        },
        {
          "section": "Secure AI agents with MCP Gateway",
          "note": "The direct page capture exposes a dedicated secure ai agents with mcp gateway route or section for readers evaluating the documentation."
        },
        {
          "section": "Embed access requests",
          "note": "The direct page capture exposes a dedicated embed access requests route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Supports managed Cloud PDP, container PDP, and Nexus PDP according to the docs.",
        "Use the page's Choose your path route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Use the quickstart under Authorize your app and API.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.permit.io",
        "final_url": "https://docs.permit.io/",
        "title": "Permit.io Docs | Permit.io Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-7256-709c-9dc7-0f7bef8aa9db"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "lightdash-docs",
      "name": "Lightdash",
      "artifact": "docs-home",
      "topic": "business intelligence / analytics",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Lightdash documentation welcomes users to a BI tool and supports querying the docs through MCP.",
      "use_for": "Use Lightdash for analytics and BI workflows built around the documented getting-started path.",
      "observations": [
        {
          "section": "Welcome to Lightdash",
          "note": "The direct page capture exposes a dedicated welcome to lightdash route or section for readers evaluating the documentation."
        },
        {
          "section": "Talk to the docs with your agent",
          "note": "The direct page capture exposes a dedicated talk to the docs with your agent route or section for readers evaluating the documentation."
        },
        {
          "section": "Step-by-step instructions",
          "note": "The direct page capture exposes a dedicated step-by-step instructions route or section for readers evaluating the documentation."
        },
        {
          "section": "Getting started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Welcome to Lightdash route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Follow the getting-started instructions.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.lightdash.com/introduction",
        "final_url": "https://docs.lightdash.com/introduction",
        "title": "Welcome to Lightdash - Lightdash",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-7d00-71ae-b585-46533d963a8c"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "metabase-docs",
      "name": "Metabase",
      "artifact": "docs-home",
      "topic": "business intelligence / analytics",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Metabase documentation covers using an open-source business-intelligence platform for querying, visualization and dashboards.",
      "use_for": "Connect databases, ask questions with the query builder or SQL, visualize results and build dashboards.",
      "observations": [
        {
          "section": "Analytics",
          "note": "The direct page capture exposes a dedicated analytics route or section for readers evaluating the documentation."
        },
        {
          "section": "Data modeling",
          "note": "The direct page capture exposes a dedicated data modeling route or section for readers evaluating the documentation."
        },
        {
          "section": "Embedding",
          "note": "The direct page capture exposes a dedicated embedding route or section for readers evaluating the documentation."
        },
        {
          "section": "Administration",
          "note": "The direct page capture exposes a dedicated administration route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Analytics route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Follow First steps, including installing or setting up Metabase.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.metabase.com/docs/latest/",
        "final_url": "https://www.metabase.com/docs/latest/",
        "title": "Metabase documentation | Metabase Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-85c2-767c-84bf-023162153ac5"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "evidence-docs",
      "name": "Evidence",
      "artifact": "docs-home",
      "topic": "business intelligence as code",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Evidence is a BI and analytics platform for building data products with SQL, Markdown and AI.",
      "use_for": "Write reports in Markdown with embedded SQL and components, connect to a warehouse, preview locally and self-host the result.",
      "observations": [
        {
          "section": "Evidence Core",
          "note": "The direct page capture exposes a dedicated evidence core route or section for readers evaluating the documentation."
        },
        {
          "section": "Evidence Studio",
          "note": "The direct page capture exposes a dedicated evidence studio route or section for readers evaluating the documentation."
        },
        {
          "section": "Getting Started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "Learn More",
          "note": "The direct page capture exposes a dedicated learn more route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Evidence Core builds static sites that can be self-hosted on Vercel, Netlify, Docker or other infrastructure.",
        "Use the page's Evidence Core route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with Evidence Core or the Getting Started section.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.evidence.dev/",
        "final_url": "https://docs.evidence.dev/",
        "title": "What is Evidence? - Evidence Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-8ec7-723b-8a4f-ffdc96010256"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "motherduck-docs",
      "name": "MotherDuck",
      "artifact": "docs-home",
      "topic": "cloud analytics database",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "MotherDuck provides cloud analytics built around DuckDB.",
      "use_for": "Connect clients, load data from S3/PostgreSQL/BigQuery, and integrate dbt or BI tools.",
      "observations": [
        {
          "section": "Connect to MotherDuck",
          "note": "The direct page capture exposes a dedicated connect to motherduck route or section for readers evaluating the documentation."
        },
        {
          "section": "Load data to MotherDuck",
          "note": "The direct page capture exposes a dedicated load data to motherduck route or section for readers evaluating the documentation."
        },
        {
          "section": "Integrate with your data stack",
          "note": "The direct page capture exposes a dedicated integrate with your data stack route or section for readers evaluating the documentation."
        },
        {
          "section": "Common tasks",
          "note": "The direct page capture exposes a dedicated common tasks route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Connect to MotherDuck route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Try MotherDuck for free, then connect with a listed client.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://motherduck.com/docs",
        "final_url": "https://motherduck.com/docs/getting-started/",
        "title": "Getting Started | MotherDuck Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-a8b0-7241-a906-adf669b3e3aa"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "podia-docs",
      "name": "Podia",
      "artifact": "docs-home",
      "topic": "Creator commerce SaaS",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Help supports products, customers, email marketing, and payments.",
      "use_for": "Create a product and configure customer/payment flow.",
      "observations": [
        {
          "section": "Getting started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "Products",
          "note": "The direct page capture exposes a dedicated products route or section for readers evaluating the documentation."
        },
        {
          "section": "Email marketing",
          "note": "The direct page capture exposes a dedicated email marketing route or section for readers evaluating the documentation."
        },
        {
          "section": "Customers",
          "note": "The direct page capture exposes a dedicated customers route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the documented product areas and integrations to fit the stated workflow.",
        "Use the page's Getting started route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with Getting started and Products.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.podia.com/help",
        "final_url": "https://help.podia.com/en/",
        "title": "Home | Podia Help Center",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-979f-76ad-8949-307011535023"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "attio-docs",
      "name": "Attio",
      "artifact": "docs-home",
      "topic": "CRM / AI CRM",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "CRM documentation covering security and API concepts.",
      "use_for": "Set up a CRM workspace and connect or import customer and company data.",
      "observations": [
        {
          "section": "Overview",
          "note": "The direct page capture exposes a dedicated overview route or section for readers evaluating the documentation."
        },
        {
          "section": "Security",
          "note": "The direct page capture exposes a dedicated security route or section for readers evaluating the documentation."
        },
        {
          "section": "API",
          "note": "The direct page capture exposes a dedicated api route or section for readers evaluating the documentation."
        },
        {
          "section": "Importing data",
          "note": "The direct page capture exposes a dedicated importing data route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the documented product areas and integrations to fit the stated workflow.",
        "Use the page's Overview route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with the overview, then connect or import data.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.attio.com",
        "final_url": "https://docs.attio.com/docs/overview",
        "title": "Overview - Attio Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-b44e-706a-ae02-5a794a2d738e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "folk-docs",
      "name": "folk",
      "artifact": "docs-home",
      "topic": "CRM / sales engagement",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "folk help center provides onboarding and support for folk CRM.",
      "use_for": "Get started and centralize/import contacts for sales work.",
      "observations": [
        {
          "section": "Getting started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "Importing your contacts",
          "note": "The direct page capture exposes a dedicated importing your contacts route or section for readers evaluating the documentation."
        },
        {
          "section": "folk CRM",
          "note": "The direct page capture exposes a dedicated folk crm route or section for readers evaluating the documentation."
        },
        {
          "section": "API documentation",
          "note": "The direct page capture exposes a dedicated api documentation route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the documented product areas and integrations to fit the stated workflow.",
        "Use the page's Getting started route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open Getting started, then import contacts.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://help.folk.app/en/",
        "final_url": "https://help.folk.app/en/",
        "title": "Home | Folk Help & Support",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-9feb-742c-90b2-05b4726af922"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "rudderstack-docs",
      "name": "RudderStack",
      "artifact": "docs-home",
      "topic": "customer data infrastructure / reverse ETL",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "RudderStack documentation organizes a customer-data stack around collecting, unifying, activating, governing and monitoring data.",
      "use_for": "Collect events, build profiles, activate data, and govern customer-data infrastructure.",
      "observations": [
        {
          "section": "Get Started",
          "note": "The direct page capture exposes a dedicated get started route or section for readers evaluating the documentation."
        },
        {
          "section": "Collect",
          "note": "The direct page capture exposes a dedicated collect route or section for readers evaluating the documentation."
        },
        {
          "section": "Unify",
          "note": "The direct page capture exposes a dedicated unify route or section for readers evaluating the documentation."
        },
        {
          "section": "Activate",
          "note": "The direct page capture exposes a dedicated activate route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Get Started route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open Get Started.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.rudderstack.com/docs/",
        "final_url": "https://www.rudderstack.com/docs/",
        "title": "RudderStack Documentation | RudderStack Docs ",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-bdb4-71ff-a1eb-b83077a55b8f"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "help-scout-docs",
      "name": "Help Scout",
      "artifact": "docs-home",
      "topic": "Customer support SaaS",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Docs organize support setup around Inbox, Beacon, Docs, and channels.",
      "use_for": "Set up a support inbox and help content.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "Account Management",
          "note": "The direct page capture exposes a dedicated account management route or section for readers evaluating the documentation."
        },
        {
          "section": "Inbox",
          "note": "The direct page capture exposes a dedicated inbox route or section for readers evaluating the documentation."
        },
        {
          "section": "Beacon",
          "note": "The direct page capture exposes a dedicated beacon route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the documented product areas and integrations to fit the stated workflow.",
        "Use the page's Getting Started route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with Getting Started.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.helpscout.com",
        "final_url": "https://docs.helpscout.com/",
        "title": "Help Scout Support",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-c590-70ec-8a6e-c17cd32ca180"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "plain-docs",
      "name": "Plain",
      "artifact": "docs-home",
      "topic": "Customer support SaaS",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Plain describes a collaborative B2B support platform.",
      "use_for": "Organize and collaborate on B2B customer support conversations.",
      "observations": [
        {
          "section": "Our mission",
          "note": "The direct page capture exposes a dedicated our mission route or section for readers evaluating the documentation."
        },
        {
          "section": "What Plain does",
          "note": "The direct page capture exposes a dedicated what plain does route or section for readers evaluating the documentation."
        },
        {
          "section": "Who Plain is for",
          "note": "The direct page capture exposes a dedicated who plain is for route or section for readers evaluating the documentation."
        },
        {
          "section": "Where to start",
          "note": "The direct page capture exposes a dedicated where to start route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the documented product areas and integrations to fit the stated workflow.",
        "Use the page's Our mission route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Follow Where to start.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.plain.com/docs/product/what-is-plain",
        "final_url": "https://www.plain.com/docs/product/what-is-plain",
        "title": "What is Plain? - Plain Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-cf2e-7140-9b03-a3e9d30651b7"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "hightouch-docs",
      "name": "Hightouch",
      "artifact": "docs-home",
      "topic": "Data activation / marketing operations",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Warehouse-connected data platform docs with marketing and data-platform areas.",
      "use_for": "Activate warehouse data for marketing workflows.",
      "observations": [
        {
          "section": "Welcome",
          "note": "The direct page capture exposes a dedicated welcome route or section for readers evaluating the documentation."
        },
        {
          "section": "What is Hightouch?",
          "note": "The direct page capture exposes a dedicated what is hightouch? route or section for readers evaluating the documentation."
        },
        {
          "section": "Find the right starting point",
          "note": "The direct page capture exposes a dedicated find the right starting point route or section for readers evaluating the documentation."
        },
        {
          "section": "Explore products",
          "note": "The direct page capture exposes a dedicated explore products route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the documented product areas and integrations to fit the stated workflow.",
        "Use the page's Welcome route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Read What is Hightouch? and choose a starting point.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://hightouch.com/docs",
        "final_url": "https://hightouch.com/docs",
        "title": "Welcome | Hightouch Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-dc62-75fb-9739-f1def3549baa"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "select-star-docs",
      "name": "Select Star",
      "artifact": "docs-home",
      "topic": "data catalog / lineage / governance",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Select Star provides data catalog and governance documentation for discovering and understanding data assets.",
      "use_for": "Catalog data, capture lineage, document models and support data questions with Ask AI.",
      "observations": [
        {
          "section": "High Level Architecture",
          "note": "The direct page capture exposes a dedicated high level architecture route or section for readers evaluating the documentation."
        },
        {
          "section": "Data Catalog",
          "note": "The direct page capture exposes a dedicated data catalog route or section for readers evaluating the documentation."
        },
        {
          "section": "Data Lineage",
          "note": "The direct page capture exposes a dedicated data lineage route or section for readers evaluating the documentation."
        },
        {
          "section": "Ask AI",
          "note": "The direct page capture exposes a dedicated ask ai route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's High Level Architecture route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with High Level Architecture in the docs.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.selectstar.com/",
        "final_url": "https://docs.selectstar.com/",
        "title": "What is Select Star? | Select Star",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-e50b-75a9-899e-167cc7209bc3"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "soda-docs",
      "name": "Soda",
      "artifact": "docs-home",
      "topic": "data quality / observability",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Soda is a data quality platform for monitoring data, catching problems early, understanding issues and taking action.",
      "use_for": "Define data tests and contracts, run scans, and monitor data quality.",
      "observations": [
        {
          "section": "What is data quality?",
          "note": "The direct page capture exposes a dedicated what is data quality? route or section for readers evaluating the documentation."
        },
        {
          "section": "Key Concepts",
          "note": "The direct page capture exposes a dedicated key concepts route or section for readers evaluating the documentation."
        },
        {
          "section": "Data Observability",
          "note": "The direct page capture exposes a dedicated data observability route or section for readers evaluating the documentation."
        },
        {
          "section": "Data Testing",
          "note": "The direct page capture exposes a dedicated data testing route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's What is data quality? route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Follow the end-to-end Quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.soda.io/",
        "final_url": "https://docs.soda.io/",
        "title": "What is Soda? | Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-edfd-7007-b685-d753daec967d"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "coalesce-docs",
      "name": "Coalesce",
      "artifact": "docs-home",
      "topic": "data transformation / ELT",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Coalesce Transform is documented as a data-transformation workbench with testing, approvals, orchestration and APIs.",
      "use_for": "Build and manage data transformations, tests, contracts, approvals, jobs and packages.",
      "observations": [
        {
          "section": "Transform Overview",
          "note": "The direct page capture exposes a dedicated transform overview route or section for readers evaluating the documentation."
        },
        {
          "section": "Get Started",
          "note": "The direct page capture exposes a dedicated get started route or section for readers evaluating the documentation."
        },
        {
          "section": "What\u2019s Included",
          "note": "The direct page capture exposes a dedicated what\u2019s included route or section for readers evaluating the documentation."
        },
        {
          "section": "Transformation Workbench",
          "note": "The direct page capture exposes a dedicated transformation workbench route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Transform Overview route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with Transform Overview or Get Started.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.coalesce.io/docs",
        "final_url": "https://docs.coalesce.io/docs",
        "title": "What is Transform? | Coalesce Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12278-f77b-71fe-90ea-b9db7cbebaff"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "prefect-docs",
      "name": "Prefect",
      "artifact": "docs-home",
      "topic": "dataflow automation / workflow orchestration",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Prefect presents workflow orchestration that is Pythonic and supports dataflow automation.",
      "use_for": "Build and run Python workflows and use the how-to guides and examples.",
      "observations": [
        {
          "section": "Essential features",
          "note": "The direct page capture exposes a dedicated essential features route or section for readers evaluating the documentation."
        },
        {
          "section": "Quickstart",
          "note": "The direct page capture exposes a dedicated quickstart route or section for readers evaluating the documentation."
        },
        {
          "section": "How-to guides",
          "note": "The direct page capture exposes a dedicated how-to guides route or section for readers evaluating the documentation."
        },
        {
          "section": "Advanced",
          "note": "The direct page capture exposes a dedicated advanced route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Essential features route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with Quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.prefect.io",
        "final_url": "https://docs.prefect.io/v3/get-started",
        "title": "Introduction - Prefect",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-0185-764f-a388-ec3a772c34a9"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "mintlify-docs",
      "name": "Mintlify",
      "artifact": "docs-home",
      "topic": "Developer documentation",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Mintlify's documentation site provides documentation, guides, API reference, components, integrations, analytics, and resources for publishing software documentation.",
      "use_for": "Publish software documentation with guides, API reference, examples, and integrations.",
      "observations": [
        {
          "section": "Documentation",
          "note": "The direct page capture exposes a dedicated documentation route or section for readers evaluating the documentation."
        },
        {
          "section": "Startups",
          "note": "The direct page capture exposes a dedicated startups route or section for readers evaluating the documentation."
        },
        {
          "section": "Enterprise",
          "note": "The direct page capture exposes a dedicated enterprise route or section for readers evaluating the documentation."
        },
        {
          "section": "OSS program",
          "note": "The direct page capture exposes a dedicated oss program route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Documentation route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Select Startups, Enterprise, or OSS program, or use Get started.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.mintlify.com/docs",
        "final_url": "https://www.mintlify.com/docs",
        "title": "Introduction - Mintlify",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-0a49-7399-987b-61cc0069cad6"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "speakeasy-docs",
      "name": "Speakeasy",
      "artifact": "docs-home",
      "topic": "developer tools / API development",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Documentation for an AI control plane covering API creation, SDKs, contract testing, and webhooks.",
      "use_for": "Generate and maintain developer-facing SDKs and API documentation from API definitions.",
      "observations": [
        {
          "section": "Getting started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "SDK generation",
          "note": "The direct page capture exposes a dedicated sdk generation route or section for readers evaluating the documentation."
        },
        {
          "section": "API documentation",
          "note": "The direct page capture exposes a dedicated api documentation route or section for readers evaluating the documentation."
        },
        {
          "section": "Contract testing",
          "note": "The direct page capture exposes a dedicated contract testing route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Getting started route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open Getting started and connect an API definition.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.speakeasy.com/docs",
        "final_url": "https://www.speakeasy.com/docs/ai-control-plane",
        "title": "AI Control Plane Documentation | Speakeasy",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-1466-70c9-8327-1ed384272bcc"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "merge-docs",
      "name": "Merge",
      "artifact": "docs-home",
      "topic": "Developer/data integrations",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Merge documents a unified API for hundreds of product integrations, plus agent, gateway, and workforce products.",
      "use_for": "Build once into Merge and access customer-facing integrations.",
      "observations": [
        {
          "section": "Unified",
          "note": "The direct page capture exposes a dedicated unified route or section for readers evaluating the documentation."
        },
        {
          "section": "Agent Handler",
          "note": "The direct page capture exposes a dedicated agent handler route or section for readers evaluating the documentation."
        },
        {
          "section": "Gateway",
          "note": "The direct page capture exposes a dedicated gateway route or section for readers evaluating the documentation."
        },
        {
          "section": "Workforce",
          "note": "The direct page capture exposes a dedicated workforce route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Unified route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with the Unified documentation.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.merge.dev/",
        "final_url": "https://docs.merge.dev/home",
        "title": "Connective infrastructure for production AI | Merge",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-1e11-71a8-a039-7de5123eb373"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "nango-docs",
      "name": "Nango",
      "artifact": "docs-home",
      "topic": "Developer/data integrations",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Nango provides infrastructure for connecting AI products to CRMs, knowledge bases, support platforms, accounting, project-management, and other systems.",
      "use_for": "Build integrations that pull context from and take actions across third-party systems.",
      "observations": [
        {
          "section": "What is Nango?",
          "note": "The direct page capture exposes a dedicated what is nango? route or section for readers evaluating the documentation."
        },
        {
          "section": "Why it matters",
          "note": "The direct page capture exposes a dedicated why it matters route or section for readers evaluating the documentation."
        },
        {
          "section": "How it works",
          "note": "The direct page capture exposes a dedicated how it works route or section for readers evaluating the documentation."
        },
        {
          "section": "What you can build",
          "note": "The direct page capture exposes a dedicated what you can build route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's What is Nango? route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Read What is Nango? in Getting started.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://nango.dev/docs",
        "final_url": "https://nango.dev/docs/getting-started/intro-to-nango",
        "title": "Introduction - Nango Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-26fe-72af-8fef-d5a6209b14e1"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "loops-docs",
      "name": "Loops",
      "artifact": "docs-home",
      "topic": "Email marketing / lifecycle messaging",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Documentation index for an email platform aimed at SaaS teams.",
      "use_for": "Choose an email workflow and send a first message.",
      "observations": [
        {
          "section": "Documentation Index",
          "note": "The direct page capture exposes a dedicated documentation index route or section for readers evaluating the documentation."
        },
        {
          "section": "API",
          "note": "The direct page capture exposes a dedicated api route or section for readers evaluating the documentation."
        },
        {
          "section": "Transactional email",
          "note": "The direct page capture exposes a dedicated transactional email route or section for readers evaluating the documentation."
        },
        {
          "section": "Marketing email",
          "note": "The direct page capture exposes a dedicated marketing email route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the documented product areas and integrations to fit the stated workflow.",
        "Use the page's Documentation Index route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open Documentation Index and choose the workflow.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://loops.so/docs",
        "final_url": "https://loops.so/docs",
        "title": "Loops Documentation - Loops",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-3816-76dd-bd32-0af74fbc1891"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "codat-docs",
      "name": "Codat",
      "artifact": "docs-home",
      "topic": "Financial data APIs",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Codat provides APIs for accessing financial data from accounting, banking, and commerce platforms.",
      "use_for": "Connect accounting, banking, and commerce data for lending, expenses, bill pay, and bank feeds.",
      "observations": [
        {
          "section": "Codat for business users",
          "note": "The direct page capture exposes a dedicated codat for business users route or section for readers evaluating the documentation."
        },
        {
          "section": "Spend Insights",
          "note": "The direct page capture exposes a dedicated spend insights route or section for readers evaluating the documentation."
        },
        {
          "section": "Codat for technology teams",
          "note": "The direct page capture exposes a dedicated codat for technology teams route or section for readers evaluating the documentation."
        },
        {
          "section": "Bank Feeds",
          "note": "The direct page capture exposes a dedicated bank feeds route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Codat for business users route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Choose a technology-team product area or Get started.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.codat.io/",
        "final_url": "https://docs.codat.io/",
        "title": "Codat Docs | Banking on better data",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-41d9-737c-bc14-f604a91d583c"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "persona-docs",
      "name": "Persona",
      "artifact": "docs-home",
      "topic": "Identity verification and compliance",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Persona documents identity verification, risk assessment, and compliance solutions delivered through an API.",
      "use_for": "Integrate identity verification, risk assessment, and compliance into an application.",
      "observations": [
        {
          "section": "Welcome to Persona!",
          "note": "The direct page capture exposes a dedicated welcome to persona! route or section for readers evaluating the documentation."
        },
        {
          "section": "Getting started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "API introduction",
          "note": "The direct page capture exposes a dedicated api introduction route or section for readers evaluating the documentation."
        },
        {
          "section": "Inquiries",
          "note": "The direct page capture exposes a dedicated inquiries route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Welcome to Persona! route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Read the API introduction in Getting started.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.withpersona.com/",
        "final_url": "https://docs.withpersona.com/getting-started",
        "title": "Introduction | Persona",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-4dca-7474-970c-84db96e94c88"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "recall-ai-docs",
      "name": "Recall.ai",
      "artifact": "docs-home",
      "topic": "Meeting-recording API",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Recall.ai documents an API for meeting recording, with getting-started guidance and API reference.",
      "use_for": "Build meeting-recording functionality through an API.",
      "observations": [
        {
          "section": "Getting started with Recall.ai",
          "note": "The direct page capture exposes a dedicated getting started with recall.ai route or section for readers evaluating the documentation."
        },
        {
          "section": "Building with a coding agent?",
          "note": "The direct page capture exposes a dedicated building with a coding agent? route or section for readers evaluating the documentation."
        },
        {
          "section": "Choose a starting point",
          "note": "The direct page capture exposes a dedicated choose a starting point route or section for readers evaluating the documentation."
        },
        {
          "section": "What\u2019s Next",
          "note": "The direct page capture exposes a dedicated what\u2019s next route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Getting started with Recall.ai route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Choose a starting point in Getting started.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.recall.ai/",
        "final_url": "https://docs.recall.ai/docs/getting-started",
        "title": "Getting Started with Recall.ai",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-55ba-72df-b9fe-e713bdce96ee"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "datahub-acryl-data-docs",
      "name": "DataHub (Acryl Data)",
      "artifact": "docs-home",
      "topic": "metadata platform / data catalog",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "DataHub is an open-source data catalog and metadata platform for discovering, understanding and governing data assets.",
      "use_for": "Ingest metadata, deploy DataHub, and provide data discovery and governance.",
      "observations": [
        {
          "section": "Quickstart",
          "note": "The direct page capture exposes a dedicated quickstart route or section for readers evaluating the documentation."
        },
        {
          "section": "Key Features",
          "note": "The direct page capture exposes a dedicated key features route or section for readers evaluating the documentation."
        },
        {
          "section": "Get Started",
          "note": "The direct page capture exposes a dedicated get started route or section for readers evaluating the documentation."
        },
        {
          "section": "Deployment",
          "note": "The direct page capture exposes a dedicated deployment route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Quickstart route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Run the Quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.datahub.com/docs/features",
        "final_url": "https://docs.datahub.com/docs/features",
        "title": "What is DataHub? | DataHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-5e37-715b-86e3-7980650ba5bc"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "better-stack-docs",
      "name": "Better Stack",
      "artifact": "docs-home",
      "topic": "observability and incident response",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Better Stack is an AI-native platform for on-call and incident response with monitoring, status pages, infrastructure monitoring, log management, and distributed tracing.",
      "use_for": "Monitor systems, manage incidents and on-call, publish status pages, and work with logs and traces.",
      "observations": [
        {
          "section": "Getting started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "On-call",
          "note": "The direct page capture exposes a dedicated on-call route or section for readers evaluating the documentation."
        },
        {
          "section": "Incident response",
          "note": "The direct page capture exposes a dedicated incident response route or section for readers evaluating the documentation."
        },
        {
          "section": "Monitoring",
          "note": "The direct page capture exposes a dedicated monitoring route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Integrate through documented APIs and protocols, including MCP, Terraform, incidents/on-call, logs/metrics, and errors APIs.",
        "Use the page's Getting started route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Begin with the Getting started page and choose the relevant monitoring or on-call path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://betterstack.com/docs",
        "final_url": "https://betterstack.com/docs/getting-started/welcome/",
        "title": "Getting started | Better Stack Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-6771-7684-89ba-116fd46e6257"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "meltano-docs",
      "name": "Meltano",
      "artifact": "docs-home",
      "topic": "open-source ELT / DataOps",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Meltano documentation describes an ELT platform built on open-source foundations for data engineers.",
      "use_for": "Build pipelines from extractors and loaders, with control and visibility over pipeline execution.",
      "observations": [
        {
          "section": "Open",
          "note": "The direct page capture exposes a dedicated open route or section for readers evaluating the documentation."
        },
        {
          "section": "Cloud",
          "note": "The direct page capture exposes a dedicated cloud route or section for readers evaluating the documentation."
        },
        {
          "section": "Reference",
          "note": "The direct page capture exposes a dedicated reference route or section for readers evaluating the documentation."
        },
        {
          "section": "Meltano Hub",
          "note": "The direct page capture exposes a dedicated meltano hub route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Open route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Choose Open or Cloud, then use the getting-started walkthrough.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.meltano.com/",
        "final_url": "https://docs.meltano.com/",
        "title": "Meltano Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-716a-7609-995f-4fb4531bda33"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "passbolt-docs",
      "name": "Passbolt",
      "artifact": "docs-home",
      "topic": "open-source password and secrets management",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Passbolt documentation covers the user, administrator, hosting, contributor, developer, and API guides for Passbolt.",
      "use_for": "Collaborate securely on passwords, accesses, and secrets.",
      "observations": [
        {
          "section": "User guide",
          "note": "The direct page capture exposes a dedicated user guide route or section for readers evaluating the documentation."
        },
        {
          "section": "Admin guide",
          "note": "The direct page capture exposes a dedicated admin guide route or section for readers evaluating the documentation."
        },
        {
          "section": "Hosting guide",
          "note": "The direct page capture exposes a dedicated hosting guide route or section for readers evaluating the documentation."
        },
        {
          "section": "Contributor guide",
          "note": "The direct page capture exposes a dedicated contributor guide route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Choose the hosting guide for server setup and updates, or the developer/API guides for integration.",
        "Use the page's User guide route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Choose User guide, Admin guide, or Hosting guide based on your role.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.passbolt.com/docs",
        "final_url": "https://www.passbolt.com/docs/",
        "title": "Passbolt documentation    ",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-89ff-745a-b455-6f1ecc635951"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "plane-docs",
      "name": "Plane",
      "artifact": "docs-home",
      "topic": "project management / developer tooling",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Plane provides developer documentation for deploying and managing its open-source project-management tool.",
      "use_for": "Deploy Plane with Docker, configure an instance, and manage it.",
      "observations": [
        {
          "section": "Developer docs",
          "note": "The direct page capture exposes a dedicated developer docs route or section for readers evaluating the documentation."
        },
        {
          "section": "Quick start guides",
          "note": "The direct page capture exposes a dedicated quick start guides route or section for readers evaluating the documentation."
        },
        {
          "section": "Deploy with Docker",
          "note": "The direct page capture exposes a dedicated deploy with docker route or section for readers evaluating the documentation."
        },
        {
          "section": "Configure your instance",
          "note": "The direct page capture exposes a dedicated configure your instance route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "The docs emphasize self-managed deployment and instance management.",
        "Use the page's Developer docs route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open Deploy with Docker.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://developers.plane.so",
        "final_url": "https://developers.plane.so/",
        "title": "Plane Developer Documentation - API Reference & Self-Hosting Guides | Plane",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-79e8-76ff-81bd-72b9fcb26d96"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "estuary-docs",
      "name": "Estuary",
      "artifact": "docs-home",
      "topic": "real-time data movement / ETL",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Estuary is a right-time data platform that unifies data movement and transformation for the data team.",
      "use_for": "Synchronize systems through captures, collections, materializations, connectors, schemas and derivations.",
      "observations": [
        {
          "section": "Get started with Estuary",
          "note": "The direct page capture exposes a dedicated get started with estuary route or section for readers evaluating the documentation."
        },
        {
          "section": "Watch the videos",
          "note": "The direct page capture exposes a dedicated watch the videos route or section for readers evaluating the documentation."
        },
        {
          "section": "Other resources",
          "note": "The direct page capture exposes a dedicated other resources route or section for readers evaluating the documentation."
        },
        {
          "section": "Core Concepts",
          "note": "The direct page capture exposes a dedicated core concepts route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Give each reader a direct route from the documented capability to a first working example.",
        "Use the page's Get started with Estuary route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with Get started with Estuary.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.estuary.dev/",
        "final_url": "https://docs.estuary.dev/",
        "title": "What is Estuary? | Estuary Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-aff0-728b-9952-7e4e1a39a711"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "tinybird-docs",
      "name": "Tinybird",
      "artifact": "docs-home",
      "topic": "real-time data platform",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Tinybird adds ingestion, resource-as-code, development branches, and APIs to ClickHouse.",
      "use_for": "Build real-time, user-facing analytics and query data through APIs.",
      "observations": [
        {
          "section": "Quickstarts",
          "note": "The direct page capture exposes a dedicated quickstarts route or section for readers evaluating the documentation."
        },
        {
          "section": "What Tinybird adds to ClickHouse",
          "note": "The direct page capture exposes a dedicated what tinybird adds to clickhouse route or section for readers evaluating the documentation."
        },
        {
          "section": "Choose how to build",
          "note": "The direct page capture exposes a dedicated choose how to build route or section for readers evaluating the documentation."
        },
        {
          "section": "Tinybird CLI",
          "note": "The direct page capture exposes a dedicated tinybird cli route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Supports SQL-first, TypeScript-native, or Python-native workflows.",
        "Use the page's Quickstarts route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Choose the CLI, TypeScript SDK, or Python SDK quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://www.tinybird.co/docs",
        "final_url": "https://www.tinybird.co/docs/forward/quickstarts",
        "title": "Quickstarts | Tinybird",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-9c3e-7643-9a50-378c6b0a3bc8"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "cal-com-docs",
      "name": "Cal.com",
      "artifact": "docs-home",
      "topic": "Scheduling / booking SaaS",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "API docs expose authentication, teams, organizations, rate limits, and platform endpoints.",
      "use_for": "Authenticate and manage scheduling resources.",
      "observations": [
        {
          "section": "Authentication",
          "note": "The direct page capture exposes a dedicated authentication route or section for readers evaluating the documentation."
        },
        {
          "section": "Teams endpoints",
          "note": "The direct page capture exposes a dedicated teams endpoints route or section for readers evaluating the documentation."
        },
        {
          "section": "Organizations endpoints",
          "note": "The direct page capture exposes a dedicated organizations endpoints route or section for readers evaluating the documentation."
        },
        {
          "section": "Rate limits",
          "note": "The direct page capture exposes a dedicated rate limits route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the documented product areas and integrations to fit the stated workflow.",
        "Use the page's Authentication route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with Authentication.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://cal.com/docs",
        "final_url": "https://cal.com/docs/api-reference/v2/introduction",
        "title": "Introduction to API v2 - Cal.com Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-936b-731c-9df1-e2a3611e22f7"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "infisical-docs",
      "name": "Infisical",
      "artifact": "docs-home",
      "topic": "security / secrets management",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Documentation for delivering and managing secrets, dynamic secrets, rotation, and integrations.",
      "use_for": "Inject secrets into applications and synchronize them with platforms such as Kubernetes, Docker, GitHub, AWS, and Terraform.",
      "observations": [
        {
          "section": "Get started",
          "note": "The direct page capture exposes a dedicated get started route or section for readers evaluating the documentation."
        },
        {
          "section": "Secrets Management",
          "note": "The direct page capture exposes a dedicated secrets management route or section for readers evaluating the documentation."
        },
        {
          "section": "Dynamic secrets",
          "note": "The direct page capture exposes a dedicated dynamic secrets route or section for readers evaluating the documentation."
        },
        {
          "section": "Secret rotation",
          "note": "The direct page capture exposes a dedicated secret rotation route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Supports multiple deployment and integration paths, including self-hosted platform integrations and language SDKs.",
        "Use the page's Get started route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Open Get started and the secrets-management quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://infisical.com/docs",
        "final_url": "https://infisical.com/docs",
        "title": "Infisical documentation - Infisical",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-a588-745a-a2c1-5234fa80781d"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "orb-docs",
      "name": "Orb",
      "artifact": "docs-home",
      "topic": "usage-based billing infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Orb is billing infrastructure for software companies with usage-based and other pricing models.",
      "use_for": "Model usage, simulate pricing changes, calculate invoices, and report revenue.",
      "observations": [
        {
          "section": "Any pricing model",
          "note": "The direct page capture exposes a dedicated any pricing model route or section for readers evaluating the documentation."
        },
        {
          "section": "Learning paths",
          "note": "The direct page capture exposes a dedicated learning paths route or section for readers evaluating the documentation."
        },
        {
          "section": "Key features",
          "note": "The direct page capture exposes a dedicated key features route or section for readers evaluating the documentation."
        },
        {
          "section": "Simulations",
          "note": "The direct page capture exposes a dedicated simulations route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Supports any pricing model and custom SQL metrics.",
        "Use the page's Any pricing model route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Choose a Learning path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.withorb.com",
        "final_url": "https://docs.withorb.com/overview",
        "title": "Overview - Orb",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-d76c-770f-aad2-e42163f52779"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "hookdeck-docs",
      "name": "Hookdeck",
      "artifact": "docs-home",
      "topic": "webhook and event infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Hookdeck Event Gateway documentation explains how to build, deploy, operate, and observe event-driven applications.",
      "use_for": "Receive, queue, route, test, debug, and observe webhooks and asynchronous events.",
      "observations": [
        {
          "section": "Receive Webhooks",
          "note": "The direct page capture exposes a dedicated receive webhooks route or section for readers evaluating the documentation."
        },
        {
          "section": "Localhost Webhooks",
          "note": "The direct page capture exposes a dedicated localhost webhooks route or section for readers evaluating the documentation."
        },
        {
          "section": "Third-Party Routing",
          "note": "The direct page capture exposes a dedicated third-party routing route or section for readers evaluating the documentation."
        },
        {
          "section": "Async API Gateway",
          "note": "The direct page capture exposes a dedicated async api gateway route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the Event Gateway as webhook management and queueing infrastructure, including localhost debugging through the CLI.",
        "Use the page's Receive Webhooks route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with Receive Webhooks or Localhost Webhooks.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://hookdeck.com/docs",
        "final_url": "https://hookdeck.com/docs",
        "title": "Documentation | Hookdeck Event Gateway Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-b99e-720b-bf27-23dcf6cf7bab"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "n8n-docs",
      "name": "n8n",
      "artifact": "docs-home",
      "topic": "Workflow automation / AI developer tool",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Docs cover cloud/self-hosted deployment, workflow examples, APIs, AI agents, and flow logic.",
      "use_for": "Choose deployment and build a first workflow.",
      "observations": [
        {
          "section": "Try free then choose a plan",
          "note": "The direct page capture exposes a dedicated try free then choose a plan route or section for readers evaluating the documentation."
        },
        {
          "section": "One-line setup",
          "note": "The direct page capture exposes a dedicated one-line setup route or section for readers evaluating the documentation."
        },
        {
          "section": "Install using Docker Compose",
          "note": "The direct page capture exposes a dedicated install using docker compose route or section for readers evaluating the documentation."
        },
        {
          "section": "Use a cloud provider",
          "note": "The direct page capture exposes a dedicated use a cloud provider route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Use the documented product areas and integrations to fit the stated workflow.",
        "Use the page's Try free then choose a plan route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Choose Try free or a self-hosted option.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.n8n.io",
        "final_url": "https://docs.n8n.io/",
        "title": "n8n Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-c36f-721f-bcff-b3929ddb1b6b"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "pomerium-docs",
      "name": "Pomerium",
      "artifact": "docs-home",
      "topic": "zero-trust access and identity-aware proxy",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Pomerium is an open source identity-aware proxy that secures internal applications, servers, services, and workloads.",
      "use_for": "Apply identity-, device-, and request-context-aware access controls without client software.",
      "observations": [
        {
          "section": "Choose how to manage Pomerium",
          "note": "The direct page capture exposes a dedicated choose how to manage pomerium route or section for readers evaluating the documentation."
        },
        {
          "section": "How does it work?",
          "note": "The direct page capture exposes a dedicated how does it work? route or section for readers evaluating the documentation."
        },
        {
          "section": "Getting started",
          "note": "The direct page capture exposes a dedicated getting started route or section for readers evaluating the documentation."
        },
        {
          "section": "Configuration",
          "note": "The direct page capture exposes a dedicated configuration route or section for readers evaluating the documentation."
        }
      ],
      "adaptation": [
        "Route user traffic through the Pomerium access layer and validate it against an identity provider, policies, and device context.",
        "Use the page's Choose how to manage Pomerium route to orient a new evaluator before exposing the full navigation."
      ],
      "tradeoff": "The documentation capture describes available routes but does not establish that each route is current for every product edition or user role. Check prerequisites before adopting the structure.",
      "first_step": "Start with the Getting started path and choose how to manage Pomerium.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.pomerium.com/",
        "final_url": "https://www.pomerium.com/docs",
        "title": "What is Pomerium? | Pomerium",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12279-cc1b-737a-b737-576561a9277e"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      }
    },
    {
      "slug": "kill-bill-readme",
      "name": "Kill Bill",
      "artifact": "readme",
      "topic": "subscription billing and payments",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "edition-boundaries"
      ],
      "summary": "The subscription billing and payments README introduces Kill Bill through its key capabilities and contributor or deployment routes.",
      "use_for": "Use a modular subscription-billing core as the back office for a SaaS with plans, payments, and an optional higher-touch enterprise offer.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The title explicitly combines subscription billing and payments"
        },
        {
          "section": "Files",
          "note": "A What Kill Bill offers section says many capabilities are available out of the box"
        },
        {
          "section": "README.md",
          "note": "The README has separate sections for getting a platform, open-source governance, and an enterprise offer"
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Start with a narrow subscription lifecycle covering signup, renewal, cancellation, and payment status",
        "Keep billing rules behind an integration boundary so a founder can swap payment providers",
        "Offer a support-and-implementation package around the open-source core instead of hiding the core"
      ],
      "tradeoff": "A broad out-of-the-box billing platform can accelerate coverage but requires substantial domain learning and integration work.",
      "first_step": "Write a minimal lifecycle test for one plan, one customer, a renewal, and a failed payment before adding pricing variations.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/killbill/killbill/blob/0a44df229ae0a8979c8a5a6492d2bc859176277e/README.md",
        "final_url": "https://github.com/killbill/killbill/blob/0a44df229ae0a8979c8a5a6492d2bc859176277e/README.md",
        "title": "killbill/README.md at 0a44df229ae0a8979c8a5a6492d2bc859176277e \u00b7 killbill/killbill \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-836a-74be-b2b6-f5e2a8f102d7"
      },
      "version": {
        "kind": "commit",
        "value": "0a44df229ae0a8979c8a5a6492d2bc859176277e"
      }
    },
    {
      "slug": "dolibarr-readme",
      "name": "Dolibarr",
      "artifact": "readme",
      "topic": "ERP, CRM, and business operations",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "The ERP, CRM, and business operations README introduces Dolibarr through its key capabilities and contributor or deployment routes.",
      "use_for": "Use the ERP-plus-CRM framing and installation choice architecture for a small-business operations suite that can be studied, modified, and deployed in different environments.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The title combines ERP and CRM"
        },
        {
          "section": "Files",
          "note": "The opening says users can use, study, modify, or distribute it under its license"
        },
        {
          "section": "README.md",
          "note": "An Installing section lists different solutions and recommends a generic step-by-step setup for IT users"
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Bundle only the ERP and CRM modules needed by one small-business segment",
        "Offer a guided IT setup alongside packaged installation options",
        "Make licensing and modification rights visible during technical evaluation"
      ],
      "tradeoff": "Broad ERP/CRM coverage and deployment freedom create flexibility, but configuration and installation can overwhelm smaller teams.",
      "first_step": "Select one segment and remove every setup step not required for its first customer, while preserving a documented generic installation path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/Dolibarr/dolibarr/blob/b6608f6d5631b339a28e6ef5b434c08254b6c478/README.md",
        "final_url": "https://github.com/Dolibarr/dolibarr/blob/b6608f6d5631b339a28e6ef5b434c08254b6c478/README.md",
        "title": "dolibarr/README.md at b6608f6d5631b339a28e6ef5b434c08254b6c478 \u00b7 Dolibarr/dolibarr \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-a003-7149-884b-3a4153a33c9d"
      },
      "version": {
        "kind": "commit",
        "value": "b6608f6d5631b339a28e6ef5b434c08254b6c478"
      }
    },
    {
      "slug": "freescout-readme",
      "name": "FreeScout",
      "artifact": "readme",
      "topic": "self-hosted helpdesk and shared inbox",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "The self-hosted helpdesk and shared inbox README introduces FreeScout through its key capabilities and contributor or deployment routes.",
      "use_for": "Use the self-hosted shared-inbox positioning to target teams that want familiar helpdesk workflows without a large per-agent SaaS bill.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README positions FreeScout as a free self-hosted Zendesk and Help Scout alternative."
        },
        {
          "section": "Files",
          "note": "Its features describe one place for email, WhatsApp, Telegram, Facebook, Slack, and live-chat conversations."
        },
        {
          "section": "README.md",
          "note": "The table of contents includes demo, features, mobile apps, requirements, installation, modules, tools/integrations, and screenshots."
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Build a modular connector layer for email plus two high-value messaging channels.",
        "Make mobile access and one-click deployment first-class parts of the onboarding path.",
        "Use optional modules for paid vertical add-ons such as SLA reporting or AI-assisted replies."
      ],
      "tradeoff": "Self-hosting and modular channels can reduce vendor lock-in and cost, while increasing setup, upgrades, and integration support needs.",
      "first_step": "Interview five small support teams about their required channels, then build an email shared inbox with one optional messaging connector.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/freescout-helpdesk/freescout/blob/8db5546bab4b141bf6c1b73a29559654f9684fda/README.md",
        "final_url": "https://github.com/freescout-help-desk/freescout/blob/8db5546bab4b141bf6c1b73a29559654f9684fda/README.md",
        "title": "freescout/README.md at 8db5546bab4b141bf6c1b73a29559654f9684fda \u00b7 freescout-help-desk/freescout \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-96d5-7704-a181-e4eb83d2f62c"
      },
      "version": {
        "kind": "commit",
        "value": "8db5546bab4b141bf6c1b73a29559654f9684fda"
      }
    },
    {
      "slug": "listmonk-readme",
      "name": "listmonk",
      "artifact": "readme",
      "topic": "self-hosted newsletter and mailing-list management",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "The self-hosted newsletter and mailing-list management README introduces listmonk through its key capabilities and contributor or deployment routes.",
      "use_for": "Use the single-binary plus PostgreSQL approach for a focused, self-hostable lifecycle-email product.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The README calls listmonk a standalone, self-hosted newsletter and mailing-list manager."
        },
        {
          "section": "Files",
          "note": "It emphasizes a fast feature-rich single binary backed by PostgreSQL."
        },
        {
          "section": "README.md",
          "note": "Installation instructions cover Docker Compose and binary setup, while the developer section identifies Go backend, Vue frontend, and AGPLv3 licensing."
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Offer a one-command deployment with an explicit PostgreSQL configuration path.",
        "Model audiences as lists and add campaign templates and event-triggered sends around them.",
        "Keep the operator product compact while exposing APIs for signup forms and product events."
      ],
      "tradeoff": "A compact self-hosted architecture lowers deployment friction and infrastructure cost, but customers must operate email deliverability and upgrades.",
      "first_step": "Launch a Docker Compose MVP with list management, double opt-in signup, one campaign type, and basic delivery metrics.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/knadh/listmonk/blob/8902320a4f1645f5992b5c91780ebe55123b625f/README.md",
        "final_url": "https://github.com/knadh/listmonk/blob/8902320a4f1645f5992b5c91780ebe55123b625f/README.md",
        "title": "listmonk/README.md at 8902320a4f1645f5992b5c91780ebe55123b625f \u00b7 knadh/listmonk \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-8d85-724a-9a0b-2a8c78275a74"
      },
      "version": {
        "kind": "commit",
        "value": "8902320a4f1645f5992b5c91780ebe55123b625f"
      }
    },
    {
      "slug": "keycloak-readme",
      "name": "Keycloak",
      "artifact": "readme",
      "topic": "identity and access management",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "The identity and access management README introduces Keycloak through its key capabilities and contributor or deployment routes.",
      "use_for": "Use the project as a reference for a self-hosted identity layer whose onboarding, operations, and security-reporting paths are documented in one place.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "Describes user federation, strong authentication, user management, and fine-grained authorization"
        },
        {
          "section": "Files",
          "note": "Provides documentation, mailing-list, Slack, vulnerability-reporting, and issue links"
        },
        {
          "section": "README.md",
          "note": "Getting started shows downloading the distribution or running the Docker image; separate build and test sections link to guides"
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Package a focused multi-tenant login and organization-admin experience around federation, authentication, and fine-grained authorization",
        "Turn the Docker quick start into a guided hosted trial with a documented migration path",
        "Create an integration catalog and support workflow modeled on the README's documentation, mailing list, Slack, issue, and vulnerability channels"
      ],
      "tradeoff": "A broad IAM surface creates strong platform leverage but requires substantial documentation, integration, and security-maintenance work.",
      "first_step": "Run the Docker image described in the README and map the smallest customer journey across authentication, user management, and authorization.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/keycloak/keycloak/blob/8b053378d65168c603aa289c59f539ca3a15574c/README.md",
        "final_url": "https://github.com/keycloak/keycloak/blob/8b053378d65168c603aa289c59f539ca3a15574c/README.md",
        "title": "keycloak/README.md at 8b053378d65168c603aa289c59f539ca3a15574c \u00b7 keycloak/keycloak \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-ab1f-7016-8440-1bbd0b98d702"
      },
      "version": {
        "kind": "commit",
        "value": "8b053378d65168c603aa289c59f539ca3a15574c"
      }
    },
    {
      "slug": "authentik-readme",
      "name": "authentik",
      "artifact": "readme",
      "topic": "identity provider",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "The identity provider README introduces authentik through its key capabilities and contributor or deployment routes.",
      "use_for": "Use the packaging pattern of one identity product with several deployment modes to serve both small teams and larger platform operators.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "Positions the project as an identity provider and links an enterprise offering"
        },
        {
          "section": "Files",
          "note": "Installation recommends Docker Compose for small/test setups"
        },
        {
          "section": "README.md",
          "note": "Also documents Kubernetes Helm, AWS CloudFormation, and DigitalOcean Marketplace deployment paths"
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Build a small-team identity onboarding flow centered on Docker Compose",
        "Create a Kubernetes-focused deployment checklist and managed upgrade service",
        "Offer cloud-specific one-click installation guides while keeping the core project self-hostable"
      ],
      "tradeoff": "Supporting Compose, Helm, CloudFormation, and marketplace delivery broadens adoption but multiplies installation and upgrade paths.",
      "first_step": "Test the README's Docker Compose route and document the first successful identity-provider setup end to end.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/goauthentik/authentik/blob/7bf2353d825855cc6bd2f20827632237d895a54e/README.md",
        "final_url": "https://github.com/goauthentik/authentik/blob/7bf2353d825855cc6bd2f20827632237d895a54e/README.md",
        "title": "authentik/README.md at 7bf2353d825855cc6bd2f20827632237d895a54e \u00b7 goauthentik/authentik \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-b535-7717-8017-e83dd308fa62"
      },
      "version": {
        "kind": "commit",
        "value": "7bf2353d825855cc6bd2f20827632237d895a54e"
      }
    },
    {
      "slug": "casdoor-readme",
      "name": "Casdoor",
      "artifact": "readme",
      "topic": "identity and access management",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "The identity and access management README introduces Casdoor through its key capabilities and contributor or deployment routes.",
      "use_for": "Use broad SDK coverage and explicit production-hardening instructions as a model for an embeddable identity platform.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "Describes a single sign-on and authentication server with a web console"
        },
        {
          "section": "Files",
          "note": "Lists SDKs for Go, Java, Python, Node.js, JavaScript, .NET, PHP, and Rust"
        },
        {
          "section": "README.md",
          "note": "Security section says to change the built-in admin password, use HTTPS, set origin, use production mode, and disable SQL display"
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Create a self-service SSO setup wizard that ends with SDK-specific sample code",
        "Turn the security checklist into automated preflight checks before an instance is exposed",
        "Offer an integration marketplace organized by the README's language and framework SDKs"
      ],
      "tradeoff": "Many SDKs and configurable providers improve reach but increase compatibility testing and secure-default obligations.",
      "first_step": "Run the server locally, change the demo admin credential, enable HTTPS, and verify one SDK login path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/casdoor/casdoor/blob/eb82622d0c03a49a0dd837909fadbe6777e3e0ee/README.md",
        "final_url": "https://github.com/casdoor/casdoor/blob/eb82622d0c03a49a0dd837909fadbe6777e3e0ee/README.md",
        "title": "casdoor/README.md at eb82622d0c03a49a0dd837909fadbe6777e3e0ee \u00b7 casdoor/casdoor \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-bf47-7520-ac84-9f4b030d6ce2"
      },
      "version": {
        "kind": "commit",
        "value": "eb82622d0c03a49a0dd837909fadbe6777e3e0ee"
      }
    },
    {
      "slug": "external-secrets-operator-readme",
      "name": "External Secrets Operator",
      "artifact": "readme",
      "topic": "Kubernetes secrets synchronization",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "The Kubernetes secrets synchronization README introduces External Secrets Operator through its key capabilities and contributor or deployment routes.",
      "use_for": "Use provider-neutral synchronization and visible project governance as a blueprint for a Kubernetes secrets operations service.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "Integrates AWS, HashiCorp Vault, Google, Azure, IBM, Akeyless, CyberArk, Pulumi ESC, and other secret managers"
        },
        {
          "section": "Files",
          "note": "Explains that it creates Kubernetes Secrets from external secret-management systems"
        },
        {
          "section": "README.md",
          "note": "Includes documentation, contribution ladder, bi-weekly development meeting, security, and SBOM/provenance sections"
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Offer a managed provider-connection wizard that generates ExternalSecret resources",
        "Build drift and rotation alerts across the listed external secret managers",
        "Sell SBOM/provenance and contribution-style audit evidence as part of a platform compliance package"
      ],
      "tradeoff": "Provider neutrality avoids lock-in but makes compatibility, credentials, and failure semantics harder to standardize.",
      "first_step": "Deploy the operator in a test cluster and connect one external secret manager to one Kubernetes workload.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/external-secrets/external-secrets/blob/50a77f1e627bcc4fa65fc0147255274458a94317/README.md",
        "final_url": "https://github.com/external-secrets/external-secrets/blob/50a77f1e627bcc4fa65fc0147255274458a94317/README.md",
        "title": "external-secrets/README.md at 50a77f1e627bcc4fa65fc0147255274458a94317 \u00b7 external-secrets/external-secrets \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-c8cb-715c-bbc3-48d5c1fdef36"
      },
      "version": {
        "kind": "commit",
        "value": "50a77f1e627bcc4fa65fc0147255274458a94317"
      }
    },
    {
      "slug": "secrets-store-csi-driver-readme",
      "name": "Secrets Store CSI Driver",
      "artifact": "readme",
      "topic": "Kubernetes secrets delivery",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "edition-boundaries"
      ],
      "summary": "The Kubernetes secrets delivery README introduces Secrets Store CSI Driver through its key capabilities and contributor or deployment routes.",
      "use_for": "Use the volume-mounted delivery model to build a Kubernetes-native secrets onboarding and observability layer.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "Describes mounting keys, secrets, and certificates from enterprise stores into pods"
        },
        {
          "section": "Files",
          "note": "Identifies itself as a Kubernetes SIG Auth subproject and uses a CSI volume"
        },
        {
          "section": "README.md",
          "note": "README is organized around test status, features, demo, getting started, development guide, and documentation"
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Create a visual mapping tool from external secret objects to pod mounts",
        "Offer readiness checks for providers, CRDs, and CSI components before production rollout",
        "Build rotation and mount-failure monitoring for platform teams"
      ],
      "tradeoff": "Mounting secrets into workloads minimizes application changes but couples delivery reliability to Kubernetes and provider components.",
      "first_step": "Deploy the driver and a provider in a test cluster using the README getting-started path, then mount one secret into a pod.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/kubernetes-sigs/secrets-store-csi-driver/blob/3503ce0fa6d338e835761fccefb043ea4c7dbd83/README.md",
        "final_url": "https://github.com/kubernetes-sigs/secrets-store-csi-driver/blob/3503ce0fa6d338e835761fccefb043ea4c7dbd83/README.md",
        "title": "secrets-store-csi-driver/README.md at 3503ce0fa6d338e835761fccefb043ea4c7dbd83 \u00b7 kubernetes-sigs/secrets-store-csi-driver \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-ddcc-70fa-adac-fb12d9ec669e"
      },
      "version": {
        "kind": "commit",
        "value": "3503ce0fa6d338e835761fccefb043ea4c7dbd83"
      }
    },
    {
      "slug": "cosign-readme",
      "name": "Cosign",
      "artifact": "readme",
      "topic": "artifact signing and verification",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "The artifact signing and verification README introduces Cosign through its key capabilities and contributor or deployment routes.",
      "use_for": "Build a supply-chain trust product around signing, verification, provenance, and registry-native evidence.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "Documents signing and verifying container artifacts and tag-to-digest mappings"
        },
        {
          "section": "Files",
          "note": "Discusses timestamps for TUF-style freeze-attack prevention"
        },
        {
          "section": "README.md",
          "note": "Includes base-image/layer signing and counter-signing examples for registry artifacts"
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Offer a release gate that verifies image signatures and tag-to-digest mappings before deployment",
        "Create base-image trust policies that enforce authorized builders or layers",
        "Provide a counter-signature audit trail for security and compliance reviewers"
      ],
      "tradeoff": "Cryptographic verification raises release integrity but adds key, timestamp, registry, and policy-management complexity.",
      "first_step": "Sign and verify a test container following the README examples, then record the minimum evidence a deployment gate needs.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/sigstore/cosign/blob/e2d25b54f768bdaa868318651e453b7bbc53c0ce/README.md",
        "final_url": "https://github.com/sigstore/cosign/blob/e2d25b54f768bdaa868318651e453b7bbc53c0ce/README.md",
        "title": "cosign/README.md at e2d25b54f768bdaa868318651e453b7bbc53c0ce \u00b7 sigstore/cosign \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-d353-745b-bf53-05349c40fdef"
      },
      "version": {
        "kind": "commit",
        "value": "e2d25b54f768bdaa868318651e453b7bbc53c0ce"
      }
    },
    {
      "slug": "oauth2-proxy-readme",
      "name": "OAuth2 Proxy",
      "artifact": "readme",
      "topic": "reverse proxy and identity-aware access",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "The reverse proxy and identity-aware access README introduces OAuth2 Proxy through its key capabilities and contributor or deployment routes.",
      "use_for": "Use the lightweight proxy boundary and operational communication patterns as a reference for protecting internal tools with existing identity providers.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "README includes container image variants and warns that nightly images are unstable"
        },
        {
          "section": "Files",
          "note": "Highlights community-driven maintenance and CNCF Slack involvement"
        },
        {
          "section": "README.md",
          "note": "Provides a private vulnerability-disclosure process and security notice for older versions"
        },
        {
          "section": "Latest commit",
          "note": "The README contains a dedicated Latest commit section."
        }
      ],
      "adaptation": [
        "Offer a managed access gateway for internal dashboards with provider configuration templates",
        "Add release-channel and version-risk visibility around stable, Alpine, and nightly images",
        "Build a security-contact and disclosure workflow that makes private reporting easy for small teams"
      ],
      "tradeoff": "A proxy can protect many applications without code changes, but configuration, session behavior, and upstream compatibility become operational concerns.",
      "first_step": "Deploy the stable container in front of one internal service and verify login, callback, session, and private vulnerability-reporting paths.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/oauth2-proxy/oauth2-proxy/blob/1f049e5ebdc8d2d03c4651adc998d47916ca965e/README.md",
        "final_url": "https://github.com/oauth2-proxy/oauth2-proxy/blob/1f049e5ebdc8d2d03c4651adc998d47916ca965e/README.md",
        "title": "oauth2-proxy/README.md at 1f049e5ebdc8d2d03c4651adc998d47916ca965e \u00b7 oauth2-proxy/oauth2-proxy \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1227a-e712-737b-b289-c02019e29c7a"
      },
      "version": {
        "kind": "commit",
        "value": "1f049e5ebdc8d2d03c4651adc998d47916ca965e"
      }
    },
    {
      "slug": "plausible-analytics-readme",
      "name": "Plausible Analytics",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "edition-boundaries"
      ],
      "summary": "Plausible Analytics: a pinned README that routes readers through Why Plausible?, Why is Plausible Analytics Cloud not free like Google Analytics?.",
      "use_for": "Explain the product differentiation and business model before onboarding.",
      "observations": [
        {
          "section": "Why Plausible?",
          "note": "The pinned README includes a distinct Why Plausible? route that helps readers choose a product or implementation path."
        },
        {
          "section": "Why is Plausible Analytics Cloud not free like Google Analytics?",
          "note": "The pinned README includes a distinct Why is Plausible Analytics Cloud not free like Google Analytics? route that helps readers choose a product or implementation path."
        },
        {
          "section": "Getting started with Plausible",
          "note": "The pinned README includes a distinct Getting started with Plausible route that helps readers choose a product or implementation path."
        },
        {
          "section": "Technology",
          "note": "The pinned README includes a distinct Technology route that helps readers choose a product or implementation path."
        },
        {
          "section": "Contributors",
          "note": "The pinned README includes a distinct Contributors route that helps readers choose a product or implementation path."
        }
      ],
      "adaptation": [
        "Pair cloud-vs-self-hosted explanation with a technology section and contributor path.",
        "Explain the product differentiation and business model before onboarding."
      ],
      "tradeoff": "The README directly addresses why the hosted service is not free, making the cloud/self-host tradeoff explicit.",
      "first_step": "Start at Getting started with Plausible, including the self-hosting question.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/plausible/analytics/blob/b3c2c887bd75e75473b1b26b2effd9241b10a00e/README.md",
        "final_url": "https://github.com/plausible/analytics/blob/b3c2c887bd75e75473b1b26b2effd9241b10a00e/README.md",
        "title": "analytics/README.md at b3c2c887bd75e75473b1b26b2effd9241b10a00e \u00b7 plausible/analytics \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12282-2aca-71ae-a2b6-88f69d1f26ad"
      },
      "version": {
        "kind": "commit",
        "value": "b3c2c887bd75e75473b1b26b2effd9241b10a00e"
      }
    },
    {
      "slug": "chatwoot-readme",
      "name": "Chatwoot",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "support-routing"
      ],
      "summary": "Chatwoot: a pinned README that routes readers through Captain \u2013 AI Agent for Support, Omnichannel Support Desk.",
      "use_for": "Explain support workflows through concrete product surfaces before infrastructure details.",
      "observations": [
        {
          "section": "Captain \u2013 AI Agent for Support",
          "note": "The pinned README includes a distinct Captain \u2013 AI Agent for Support route that helps readers choose a product or implementation path."
        },
        {
          "section": "Omnichannel Support Desk",
          "note": "The pinned README includes a distinct Omnichannel Support Desk route that helps readers choose a product or implementation path."
        },
        {
          "section": "Help center portal",
          "note": "The pinned README includes a distinct Help center portal route that helps readers choose a product or implementation path."
        },
        {
          "section": "Documentation",
          "note": "The pinned README includes a distinct Documentation route that helps readers choose a product or implementation path."
        },
        {
          "section": "Deployment",
          "note": "The pinned README includes a distinct Deployment route that helps readers choose a product or implementation path."
        }
      ],
      "adaptation": [
        "Combine AI support, omnichannel inbox, help center, and multiple deployment options.",
        "Explain support workflows through concrete product surfaces before infrastructure details."
      ],
      "tradeoff": "The README balances product breadth with deployment choices such as Heroku and DigitalOcean one-click paths.",
      "first_step": "Open Documentation or Deployment and select the one-click or other deployment option.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/chatwoot/chatwoot/blob/e212425e7b1814614bdf8b0beea42ce689baad5c/README.md",
        "final_url": "https://github.com/chatwoot/chatwoot/blob/e212425e7b1814614bdf8b0beea42ce689baad5c/README.md",
        "title": "chatwoot/README.md at e212425e7b1814614bdf8b0beea42ce689baad5c \u00b7 chatwoot/chatwoot \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12282-09d5-7705-8a2e-83bc5443250a"
      },
      "version": {
        "kind": "commit",
        "value": "e212425e7b1814614bdf8b0beea42ce689baad5c"
      }
    },
    {
      "slug": "twenty-readme",
      "name": "Twenty",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "The #1 Open-Source CRM: a pinned README that routes readers through Why Twenty, Installation.",
      "use_for": "Lead with a category claim and a concise why section before installation.",
      "observations": [
        {
          "section": "Why Twenty",
          "note": "The pinned README includes a distinct Why Twenty route that helps readers choose a product or implementation path."
        },
        {
          "section": "Installation",
          "note": "The pinned README includes a distinct Installation route that helps readers choose a product or implementation path."
        },
        {
          "section": "Cloud",
          "note": "The pinned README includes a distinct Cloud route that helps readers choose a product or implementation path."
        },
        {
          "section": "Build an app",
          "note": "The pinned README includes a distinct Build an app route that helps readers choose a product or implementation path."
        },
        {
          "section": "Self-hosting",
          "note": "The pinned README includes a distinct Self-hosting route that helps readers choose a product or implementation path."
        }
      ],
      "adaptation": [
        "Make Cloud, app-building, and self-hosting distinct next steps.",
        "Lead with a category claim and a concise why section before installation."
      ],
      "tradeoff": "The three installation-adjacent choices acknowledge different adoption modes rather than forcing self-hosting.",
      "first_step": "Choose Cloud, Build an app, or Self-hosting from the installation block.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/twentyhq/twenty/blob/626c9db0a6cf7b915352e1c01f109a3ea501f556/README.md",
        "final_url": "https://github.com/twentyhq/twenty/blob/626c9db0a6cf7b915352e1c01f109a3ea501f556/README.md",
        "title": "twenty/README.md at 626c9db0a6cf7b915352e1c01f109a3ea501f556 \u00b7 twentyhq/twenty \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12282-1f1e-7589-b7c3-264ad4e58ad5"
      },
      "version": {
        "kind": "commit",
        "value": "626c9db0a6cf7b915352e1c01f109a3ea501f556"
      }
    },
    {
      "slug": "outline-readme",
      "name": "Outline",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "Outline: a pinned README that routes readers through Installation, Contributing.",
      "use_for": "Put operator installation first, then expose the engineering workflow.",
      "observations": [
        {
          "section": "Installation",
          "note": "The pinned README includes a distinct Installation route that helps readers choose a product or implementation path."
        },
        {
          "section": "Contributing",
          "note": "The pinned README includes a distinct Contributing route that helps readers choose a product or implementation path."
        },
        {
          "section": "Development",
          "note": "The pinned README includes a distinct Development route that helps readers choose a product or implementation path."
        },
        {
          "section": "Architecture",
          "note": "The pinned README includes a distinct Architecture route that helps readers choose a product or implementation path."
        },
        {
          "section": "Debugging",
          "note": "The pinned README includes a distinct Debugging route that helps readers choose a product or implementation path."
        }
      ],
      "adaptation": [
        "Document architecture, debugging, tests, and migrations as explicit developer lanes.",
        "Put operator installation first, then expose the engineering workflow."
      ],
      "tradeoff": "The README is implementation-oriented and assumes deeper setup belongs in development docs.",
      "first_step": "Start with Installation; contributors can continue through Development and Tests.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/outline/outline/blob/f6f27d51296978b3f5d7305c556c2bd4f81a666f/README.md",
        "final_url": "https://github.com/outline/outline/blob/f6f27d51296978b3f5d7305c556c2bd4f81a666f/README.md",
        "title": "outline/README.md at f6f27d51296978b3f5d7305c556c2bd4f81a666f \u00b7 outline/outline \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12282-1498-7138-9491-331f292e974b"
      },
      "version": {
        "kind": "commit",
        "value": "f6f27d51296978b3f5d7305c556c2bd4f81a666f"
      }
    },
    {
      "slug": "airbyte-readme",
      "name": "Airbyte",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "support-routing"
      ],
      "summary": "Airbyte: a pinned README that routes readers through Pick the right Airbyte Platform for the job, Getting Started \u2014 Data Movement (ELT).",
      "use_for": "Help readers choose the platform mode before showing a first data movement task.",
      "observations": [
        {
          "section": "Pick the right Airbyte Platform for the job",
          "note": "The pinned README includes a distinct Pick the right Airbyte Platform for the job route that helps readers choose a product or implementation path."
        },
        {
          "section": "Getting Started \u2014 Data Movement (ELT)",
          "note": "The pinned README includes a distinct Getting Started \u2014 Data Movement (ELT) route that helps readers choose a product or implementation path."
        },
        {
          "section": "Getting Started \u2014 AI Agents",
          "note": "The pinned README includes a distinct Getting Started \u2014 AI Agents route that helps readers choose a product or implementation path."
        },
        {
          "section": "Join the Airbyte Community",
          "note": "The pinned README includes a distinct Join the Airbyte Community route that helps readers choose a product or implementation path."
        },
        {
          "section": "Contributing",
          "note": "The pinned README includes a distinct Contributing route that helps readers choose a product or implementation path."
        }
      ],
      "adaptation": [
        "Split onboarding into ELT and AI-agent journeys while retaining community/contributor paths.",
        "Help readers choose the platform mode before showing a first data movement task."
      ],
      "tradeoff": "The platform-selection step is an explicit tradeoff against a one-size-fits-all quickstart.",
      "first_step": "Pick the platform, then follow Getting Started for Data Movement or AI Agents.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/airbytehq/airbyte/blob/71ca18c2a9b1c0a1da38ed70e8c19b55a13341e0/README.md",
        "final_url": "https://github.com/airbytehq/airbyte/blob/71ca18c2a9b1c0a1da38ed70e8c19b55a13341e0/README.md",
        "title": "airbyte/README.md at 71ca18c2a9b1c0a1da38ed70e8c19b55a13341e0 \u00b7 airbytehq/airbyte \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12282-35b8-748c-a150-28876fff974a"
      },
      "version": {
        "kind": "commit",
        "value": "71ca18c2a9b1c0a1da38ed70e8c19b55a13341e0"
      }
    },
    {
      "slug": "invoice-ninja-readme",
      "name": "Invoice Ninja",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "Invoice Ninja 5: a pinned README that routes readers through Installation Options and Clients, Mobile Apps.",
      "use_for": "Present clients, server installation, and SDK consumption as separate entry points for a finance product.",
      "observations": [
        {
          "section": "Installation Options and Clients",
          "note": "The pinned README includes a distinct Installation Options and Clients route that helps readers choose a product or implementation path."
        },
        {
          "section": "Mobile Apps",
          "note": "The pinned README includes a distinct Mobile Apps route that helps readers choose a product or implementation path."
        },
        {
          "section": "Desktop Apps",
          "note": "The pinned README includes a distinct Desktop Apps route that helps readers choose a product or implementation path."
        },
        {
          "section": "Self-Hosted Server Installation",
          "note": "The pinned README includes a distinct Self-Hosted Server Installation route that helps readers choose a product or implementation path."
        },
        {
          "section": "SDKs available for easier API consumption",
          "note": "The pinned README includes a distinct SDKs available for easier API consumption route that helps readers choose a product or implementation path."
        }
      ],
      "adaptation": [
        "Support mobile/desktop, self-hosted server, hosted setup, and developer environment guidance.",
        "Present clients, server installation, and SDK consumption as separate entry points for a finance product."
      ],
      "tradeoff": "Multiple clients and hosting options broaden reach but require the reader to pick a deployment/client path.",
      "first_step": "Choose Self-Hosted Server Installation or a client, then use Developers Guide/SDKs.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/invoiceninja/invoiceninja/blob/f1ffa5f9989afbed4e7dc80b5c0cc18944335ffc/README.md",
        "final_url": "https://github.com/invoiceninja/invoiceninja/blob/f1ffa5f9989afbed4e7dc80b5c0cc18944335ffc/README.md",
        "title": "invoiceninja/README.md at f1ffa5f9989afbed4e7dc80b5c0cc18944335ffc \u00b7 invoiceninja/invoiceninja \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12282-405a-726b-b89b-968c5fa2ced5"
      },
      "version": {
        "kind": "commit",
        "value": "f1ffa5f9989afbed4e7dc80b5c0cc18944335ffc"
      }
    },
    {
      "slug": "hasura-graphql-engine-readme",
      "name": "Hasura GraphQL Engine",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "support-routing"
      ],
      "summary": "Hasura GraphQL Engine: a pinned README that routes readers through Hasura V3, Hasura V2.",
      "use_for": "Segment the product by major engine generation before repository setup.",
      "observations": [
        {
          "section": "Hasura V3",
          "note": "The pinned README includes a distinct Hasura V3 route that helps readers choose a product or implementation path."
        },
        {
          "section": "Hasura V2",
          "note": "The pinned README includes a distinct Hasura V2 route that helps readers choose a product or implementation path."
        },
        {
          "section": "Cloning repository",
          "note": "The pinned README includes a distinct Cloning repository route that helps readers choose a product or implementation path."
        },
        {
          "section": "Shallow clone",
          "note": "The pinned README includes a distinct Shallow clone route that helps readers choose a product or implementation path."
        },
        {
          "section": "Support & Troubleshooting",
          "note": "The pinned README includes a distinct Support & Troubleshooting route that helps readers choose a product or implementation path."
        }
      ],
      "adaptation": [
        "Provide a shallow clone and a V3-only checkout for developers who do not need the whole tree.",
        "Segment the product by major engine generation before repository setup."
      ],
      "tradeoff": "Version choice and checkout depth are explicit tradeoffs for onboarding cost.",
      "first_step": "Choose Hasura V3/V2, then use Cloning repository or the shallow/V3-only options.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/hasura/graphql-engine/blob/ed6ea94959706f23cbc21d12330ffb406a4e0e60/README.md",
        "final_url": "https://github.com/hasura/graphql-engine/blob/ed6ea94959706f23cbc21d12330ffb406a4e0e60/README.md",
        "title": "graphql-engine/README.md at ed6ea94959706f23cbc21d12330ffb406a4e0e60 \u00b7 hasura/graphql-engine \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12282-4ccd-7321-8c9f-46509c81bf88"
      },
      "version": {
        "kind": "commit",
        "value": "ed6ea94959706f23cbc21d12330ffb406a4e0e60"
      }
    },
    {
      "slug": "pipedream-docs",
      "name": "Pipedream",
      "artifact": "docs-home",
      "topic": "API integrations and workflow automation",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "The homepage has a free signup CTA and routes users into getting started, Connect, workflows and an API reference, with webhooks and API proxy as concrete branches.",
      "use_for": "Add thousands of integrations to apps and build AI agents, chatbots and workflow builders.",
      "observations": [
        {
          "section": "[\u200b](https://pipedream.com/docs\\#getting-started)  Getting Started",
          "note": "The direct capture exposes a [\u200b](https://pipedream.com/docs\\#getting-started)  getting started route for users choosing how to evaluate or set up the product."
        },
        {
          "section": "[\u200b](https://pipedream.com/docs\\#use-cases)  Use Cases",
          "note": "The direct capture exposes a [\u200b](https://pipedream.com/docs\\#use-cases)  use cases route for users choosing how to evaluate or set up the product."
        },
        {
          "section": "[\u200b](https://pipedream.com/docs\\#source-available)  Source-available",
          "note": "The direct capture exposes a [\u200b](https://pipedream.com/docs\\#source-available)  source-available route for users choosing how to evaluate or set up the product."
        },
        {
          "section": "[\u200b](https://pipedream.com/docs\\#contributing)  Contributing",
          "note": "The direct capture exposes a [\u200b](https://pipedream.com/docs\\#contributing)  contributing route for users choosing how to evaluate or set up the product."
        }
      ],
      "adaptation": [
        "Organize around the user's integration job (discover, authenticate, connect, automate) while preserving a separate API reference and changelog.",
        "Make prerequisites visible before the first useful step in [\u200b](https://pipedream.com/docs\\#getting-started)  Getting Started."
      ],
      "tradeoff": "A broad integration catalog accelerates breadth, but users may need guidance to choose between Connect and Workflows.",
      "first_step": "Follow the Introduction, then the Connect Quickstart or workflow quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://pipedream.com/docs",
        "final_url": "https://pipedream.com/docs",
        "title": "Introduction to Pipedream - Pipedream",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12282-dfe8-76ce-b4b9-79ef5c77e712"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "stage_evidence": {
        "url": "https://www.prnewswire.com/news-releases/pipedream-closes-20-million-series-a-funding-round-led-by-true-ventures-301549167.html",
        "scrape_id": "01a12282-eaf5-7308-8efd-08f942370ea9"
      }
    },
    {
      "slug": "rill-docs",
      "name": "Rill",
      "artifact": "docs-home",
      "topic": "Real-time BI / analytics",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Rill explicitly separates local Developer workflows from managed Cloud consumption and gives three concrete quickstarts/tutorial routes.",
      "use_for": "Build data pipelines, define metrics, and deliver interactive dashboards; deploy dashboards to Rill Cloud for sharing, alerts, AI Chat, and scheduled reports.",
      "observations": [
        {
          "section": "Install [\u200b](https://docs.rilldata.com/\\#install \"Direct link to Install\")",
          "note": "The direct capture exposes a install [\u200b](https://docs.rilldata.com/\\#install \"direct link to install\") route for users choosing how to evaluate or set up the product."
        },
        {
          "section": "Start Developing [\u200b](https://docs.rilldata.com/\\#start-developing \"Direct link to Start De",
          "note": "The direct capture exposes a start developing [\u200b](https://docs.rilldata.com/\\#start-developing \"direct link to start developing\") route for users choosing how to evaluate or set up the product."
        },
        {
          "section": "Deploy to Rill Cloud [\u200b](https://docs.rilldata.com/\\#deploy-to-rill-cloud \"Direct link to ",
          "note": "The direct capture exposes a deploy to rill cloud [\u200b](https://docs.rilldata.com/\\#deploy-to-rill-cloud \"direct link to deploy to rill cloud\") route for users choosing how to evaluate or set up the product."
        },
        {
          "section": "Integrate into your Application [\u200b](https://docs.rilldata.com/\\#integrate-into-your-applic",
          "note": "The direct capture exposes a integrate into your application [\u200b](https://docs.rilldata.com/\\#integrate-into-your-application \"direct link to integrate into your application\") route for users choosing how to evaluate or set up the product."
        }
      ],
      "adaptation": [
        "Show local build/test and managed publish as consecutive steps, with an explicit embed/API route for product teams.",
        "Make prerequisites visible before the first useful step in Install [\u200b](https://docs.rilldata.com/\\#install \"Direct link to Install\")."
      ],
      "tradeoff": "The local-to-cloud split supports technical users and team sharing, but requires users to understand two operating modes.",
      "first_step": "Install Rill and follow the Quickstart to build a first dashboard with a public dataset.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.rilldata.com/",
        "final_url": "https://docs.rilldata.com/",
        "title": "Get Started with Rill | Rill",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12282-fa8c-75e7-9cfe-dc8435cb1243"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "stage_evidence": {
        "url": "https://www.rilldata.com/blog/why-we-raised-12m-to-reimagine-business-dashboards",
        "scrape_id": "01a12283-09e4-7039-9ea8-d191dc9d32b0"
      }
    },
    {
      "slug": "openstatus-readme",
      "name": "OpenStatus",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "OpenStatus README, pinned to commit e36446d; it routes readers through About openstatus, Why openstatus?.",
      "use_for": "The README clearly organizes status pages, uptime monitoring, and incident response, demonstrating a focused reliability-product onboarding narrative.",
      "observations": [
        {
          "section": "About openstatus",
          "note": "The pinned README includes a distinct About openstatus route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Why openstatus?",
          "note": "The pinned README includes a distinct Why openstatus? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Status pages",
          "note": "The pinned README includes a distinct Status pages route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Uptime Monitoring",
          "note": "The pinned README includes a distinct Uptime Monitoring route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Incident response",
          "note": "The pinned README includes a distinct Incident response route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: specialize the status page around APIs with machine-readable incident updates.",
        "Idea: turn the incident-response section into a first-run checklist."
      ],
      "tradeoff": "Combining monitoring, status pages, and incident response increases value but also operational scope.",
      "first_step": "Create one monitor, trigger a test incident, and publish the resulting status page.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/openstatusHQ/openstatus/blob/e36446dc7d6980c16959f07d683f6261bc9c37d0/README.md",
        "final_url": "https://github.com/openstatusHQ/openstatus/blob/e36446dc7d6980c16959f07d683f6261bc9c37d0/README.md",
        "title": "openstatus/README.md at e36446dc7d6980c16959f07d683f6261bc9c37d0 \u00b7 openstatusHQ/openstatus \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-24e0-708a-b13e-fff4302d9d50"
      },
      "version": {
        "kind": "commit",
        "value": "e36446dc7d6980c16959f07d683f6261bc9c37d0"
      }
    },
    {
      "slug": "formbricks-readme",
      "name": "Formbricks",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Formbricks README, pinned to commit 2c5c3b1; it routes readers through \u2728 About Formbricks, \ud83d\udcaa Mission: Empower your team, craft an irresistible experience..",
      "use_for": "The README pairs a mission, feature overview, open-source rationale, and cloud/self-hosting onboarding, a useful structure for a developer-facing SaaS directory entry.",
      "observations": [
        {
          "section": "\u2728 About Formbricks",
          "note": "The pinned README includes a distinct \u2728 About Formbricks route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udcaa Mission: Empower your team, craft an irresistible experience.",
          "note": "The pinned README includes a distinct \ud83d\udcaa Mission: Empower your team, craft an irresistible experience. route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Features",
          "note": "The pinned README includes a distinct Features route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Built on Open Source",
          "note": "The pinned README includes a distinct Built on Open Source route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\ude80 Getting started",
          "note": "The pinned README includes a distinct \ud83d\ude80 Getting started route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: offer a developer-first feedback widget with an API event endpoint.",
        "Idea: provide one-click self-hosting plus a hosted upgrade path."
      ],
      "tradeoff": "Supporting both cloud and self-hosting broadens adoption but creates release and support complexity.",
      "first_step": "Follow the getting-started path and capture the minimum embed-to-response loop.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/formbricks/formbricks/blob/2c5c3b104bfccabc44c2460e2488eac14d8910c9/README.md",
        "final_url": "https://github.com/formbricks/formbricks/blob/2c5c3b104bfccabc44c2460e2488eac14d8910c9/README.md",
        "title": "formbricks/README.md at 2c5c3b104bfccabc44c2460e2488eac14d8910c9 \u00b7 formbricks/formbricks \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-335c-7322-b20a-fed39eb32a87"
      },
      "version": {
        "kind": "commit",
        "value": "2c5c3b104bfccabc44c2460e2488eac14d8910c9"
      }
    },
    {
      "slug": "documenso-readme",
      "name": "Documenso",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "support-routing"
      ],
      "summary": "Documenso README, pinned to commit 38ecb21; it routes readers through About Documenso, Recognition.",
      "use_for": "The README connects product context with community, contribution, tech stack, and local-development instructions, showing an onboarding path from evaluation to contribution.",
      "observations": [
        {
          "section": "About Documenso",
          "note": "The pinned README includes a distinct About Documenso route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Recognition",
          "note": "The pinned README includes a distinct Recognition route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Community and Next Steps \ud83c\udfaf",
          "note": "The pinned README includes a distinct Community and Next Steps \ud83c\udfaf route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Contributing",
          "note": "The pinned README includes a distinct Contributing route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Local Development",
          "note": "The pinned README includes a distinct Local Development route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: expose a signing workflow through a compact API quickstart.",
        "Idea: make the local-development requirements a preflight script."
      ],
      "tradeoff": "A contribution-oriented onboarding path helps collaboration but is more involved than a hosted-only demo.",
      "first_step": "Complete the listed local-development requirements and run the first local flow.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/documenso/documenso/blob/38ecb217effcc53a7164d7123c51336f636bd3b2/README.md",
        "final_url": "https://github.com/documenso/documenso/blob/38ecb217effcc53a7164d7123c51336f636bd3b2/README.md",
        "title": "documenso/README.md at 38ecb217effcc53a7164d7123c51336f636bd3b2 \u00b7 documenso/documenso \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-0b5b-762f-83bd-d7677187cdf5"
      },
      "version": {
        "kind": "commit",
        "value": "38ecb217effcc53a7164d7123c51336f636bd3b2"
      }
    },
    {
      "slug": "steel-readme",
      "name": "Steel",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "Steel README, pinned to commit 1131a02; it routes readers through \u2728 Highlights, \ud83d\udee0\ufe0f Getting Started.",
      "use_for": "The README defines Steel as an open-source browser API for AI agents and apps, and documents hosted deployment, local Docker use, and typed SDKs.",
      "observations": [
        {
          "section": "\u2728 Highlights",
          "note": "The pinned README includes a distinct \u2728 Highlights route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udee0\ufe0f Getting Started",
          "note": "The pinned README includes a distinct \ud83d\udee0\ufe0f Getting Started route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\u26a1 Quick Deploy",
          "note": "The pinned README includes a distinct \u26a1 Quick Deploy route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udcbb Running Locally",
          "note": "The pinned README includes a distinct \ud83d\udcbb Running Locally route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Quickstart for Contributors",
          "note": "The pinned README includes a distinct Quickstart for Contributors route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: wrap browser sessions in a vertical data-extraction API.",
        "Idea: lead with one SDK example and link the REST/OpenAPI reference beside it."
      ],
      "tradeoff": "Browser automation unlocks powerful integrations but introduces runtime, security, and site-compatibility risk.",
      "first_step": "Run the local Docker quickstart and call one endpoint through an SDK.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/steel-dev/steel-browser/blob/1131a0222a27f391bf8f27cca6f278ddf7ace8dd/README.md",
        "final_url": "https://github.com/steel-dev/steel-browser/blob/1131a0222a27f391bf8f27cca6f278ddf7ace8dd/README.md",
        "title": "steel-browser/README.md at 1131a0222a27f391bf8f27cca6f278ddf7ace8dd \u00b7 steel-dev/steel-browser \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-54ea-75b1-b8c3-61f056daedfc"
      },
      "version": {
        "kind": "commit",
        "value": "1131a0222a27f391bf8f27cca6f278ddf7ace8dd"
      }
    },
    {
      "slug": "activepieces-readme",
      "name": "Activepieces",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Activepieces README, pinned to commit 945ac21; it routes readers through \ud83e\udd2f Welcome to Activepieces, \ud83d\udd25 Why Activepieces is Different:.",
      "use_for": "The README foregrounds builder features and a path to create a custom piece, directly demonstrating extensibility for workflow integrations.",
      "observations": [
        {
          "section": "\ud83e\udd2f Welcome to Activepieces",
          "note": "The pinned README includes a distinct \ud83e\udd2f Welcome to Activepieces route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udd25 Why Activepieces is Different:",
          "note": "The pinned README includes a distinct \ud83d\udd25 Why Activepieces is Different: route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udee0\ufe0f Builder Features:",
          "note": "The pinned README includes a distinct \ud83d\udee0\ufe0f Builder Features: route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udd0c Create Your Own Piece",
          "note": "The pinned README includes a distinct \ud83d\udd0c Create Your Own Piece route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83c\udf10 Contributions",
          "note": "The pinned README includes a distinct \ud83c\udf10 Contributions route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: launch with a piece SDK focused on one underserved API category.",
        "Idea: add a validation harness for third-party pieces."
      ],
      "tradeoff": "An extensible piece ecosystem expands integrations but requires compatibility and quality controls.",
      "first_step": "Create one custom piece following the README's contributor path and test it locally.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/activepieces/activepieces/blob/945ac21284fa4103bc6f3c52a78c55f457f7e6b3/README.md",
        "final_url": "https://github.com/activepieces/activepieces/blob/945ac21284fa4103bc6f3c52a78c55f457f7e6b3/README.md",
        "title": "activepieces/README.md at 945ac21284fa4103bc6f3c52a78c55f457f7e6b3 \u00b7 activepieces/activepieces \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-726f-72da-bab3-b47f2d8c7a40"
      },
      "version": {
        "kind": "commit",
        "value": "945ac21284fa4103bc6f3c52a78c55f457f7e6b3"
      }
    },
    {
      "slug": "pocketbase-readme",
      "name": "PocketBase",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "PocketBase README, pinned to commit 6f370ea; it routes readers through API SDK clients, Overview.",
      "use_for": "The README documents API SDK clients and two usage modes\u2014standalone app or Go framework/toolkit\u2014giving a compact backend adoption pattern.",
      "observations": [
        {
          "section": "API SDK clients",
          "note": "The pinned README includes a distinct API SDK clients route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Overview",
          "note": "The pinned README includes a distinct Overview route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Use as standalone app",
          "note": "The pinned README includes a distinct Use as standalone app route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Use as a Go framework/toolkit",
          "note": "The pinned README includes a distinct Use as a Go framework/toolkit route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Testing",
          "note": "The pinned README includes a distinct Testing route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: provide a hosted control plane while retaining the standalone deployment model.",
        "Idea: add a domain-specific SDK starter around the API client."
      ],
      "tradeoff": "A standalone backend is simple to deploy but places scaling, operations, and upgrades closer to the adopter.",
      "first_step": "Run the standalone example, then call one API SDK client operation.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/pocketbase/pocketbase/blob/6f370ea741f33adf889eef02e3c1b884a47aa522/README.md",
        "final_url": "https://github.com/pocketbase/pocketbase/blob/6f370ea741f33adf889eef02e3c1b884a47aa522/README.md",
        "title": "pocketbase/README.md at 6f370ea741f33adf889eef02e3c1b884a47aa522 \u00b7 pocketbase/pocketbase \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-65b6-733d-962f-bec18b3d49d8"
      },
      "version": {
        "kind": "commit",
        "value": "6f370ea741f33adf889eef02e3c1b884a47aa522"
      }
    },
    {
      "slug": "evidence-readme",
      "name": "Evidence",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "Evidence README, pinned to commit a504920; it routes readers through How It Works, Install.",
      "use_for": "The README describes a code-based workflow that turns SQL queries into reports and supports local development and deployment, useful for a founder building repeatable data products.",
      "observations": [
        {
          "section": "How It Works",
          "note": "The pinned README includes a distinct How It Works route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Install",
          "note": "The pinned README includes a distinct Install route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Create a Project",
          "note": "The pinned README includes a distinct Create a Project route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: package validated query/report templates as an opinionated customer analytics starter.",
        "Idea: add a tenant-aware publishing layer around the report build workflow."
      ],
      "tradeoff": "A code-first report workflow improves reproducibility but requires users to be comfortable with SQL and project files.",
      "first_step": "Create an Evidence project, connect one representative source, and publish one SQL-backed report.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/evidence-dev/evidence/blob/a50492049f2a4563026dab1925b313f47320a5f6/README.md",
        "final_url": "https://github.com/evidence-dev/evidence/blob/a50492049f2a4563026dab1925b313f47320a5f6/README.md",
        "title": "evidence/README.md at a50492049f2a4563026dab1925b313f47320a5f6 \u00b7 evidence-dev/evidence \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-859e-7388-9da0-3f31cdfac1b4"
      },
      "version": {
        "kind": "commit",
        "value": "a50492049f2a4563026dab1925b313f47320a5f6"
      }
    },
    {
      "slug": "lightdash-readme",
      "name": "Lightdash",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "Lightdash README, pinned to commit 3f16e8c; it routes readers through Why Lightdash, Start with Cloud.",
      "use_for": "The README presents Lightdash as a way to turn dbt projects into metrics, dashboards, data apps, and AI-agent interfaces, giving a founder a concrete semantic-layer product pattern.",
      "observations": [
        {
          "section": "Why Lightdash",
          "note": "The pinned README includes a distinct Why Lightdash route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Start with Cloud",
          "note": "The pinned README includes a distinct Start with Cloud route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "What you can build",
          "note": "The pinned README includes a distinct What you can build route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "BI as code",
          "note": "The pinned README includes a distinct BI as code route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "AI agents",
          "note": "The pinned README includes a distinct AI agents route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: create a vertical metric catalog with prebuilt dbt models and dashboards.",
        "Idea: expose governed metrics through a narrow assistant interface for customer questions."
      ],
      "tradeoff": "BI-as-code provides reviewable, reusable analytics but couples the workflow to modeling and deployment discipline.",
      "first_step": "Connect a small dbt project and ship one governed dashboard from its metrics.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/lightdash/lightdash/blob/3f16e8cbf87da69b80fca08b250944b39d74979d/README.md",
        "final_url": "https://github.com/lightdash/lightdash/blob/3f16e8cbf87da69b80fca08b250944b39d74979d/README.md",
        "title": "lightdash/README.md at 3f16e8cbf87da69b80fca08b250944b39d74979d \u00b7 lightdash/lightdash \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-a035-7341-9c8a-7bd53b639e56"
      },
      "version": {
        "kind": "commit",
        "value": "3f16e8cbf87da69b80fca08b250944b39d74979d"
      }
    },
    {
      "slug": "cube-readme",
      "name": "Cube",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Cube README, pinned to commit 71b364f; it routes readers through Why Cube Core?, Getting Started.",
      "use_for": "The README positions Cube Core as an open-source semantic layer for embedding analytics and provides a getting-started path, useful for building consistent metrics into SaaS products.",
      "observations": [
        {
          "section": "Why Cube Core?",
          "note": "The pinned README includes a distinct Why Cube Core? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Getting Started",
          "note": "The pinned README includes a distinct Getting Started route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Cube Core vs. Cube",
          "note": "The pinned README includes a distinct Cube Core vs. Cube route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Resources",
          "note": "The pinned README includes a distinct Resources route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Contributing",
          "note": "The pinned README includes a distinct Contributing route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: specialize semantic models and embedded dashboards for one operational niche.",
        "Idea: offer a hosted metric API with usage-based access controls."
      ],
      "tradeoff": "A semantic layer centralizes metric definitions, but adds modeling infrastructure between application data and charts.",
      "first_step": "Model three core business measures and query them through a minimal Cube deployment.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/cube-js/cube/blob/71b364f9eb2aa59f08ca99d2ebdc117038db99ee/README.md",
        "final_url": "https://github.com/cube-js/cube/blob/71b364f9eb2aa59f08ca99d2ebdc117038db99ee/README.md",
        "title": "cube/README.md at 71b364f9eb2aa59f08ca99d2ebdc117038db99ee \u00b7 cube-js/cube \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-909a-7753-99d8-92a210fb8504"
      },
      "version": {
        "kind": "commit",
        "value": "71b364f9eb2aa59f08ca99d2ebdc117038db99ee"
      }
    },
    {
      "slug": "sqlmesh-readme",
      "name": "SQLMesh",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "support-routing",
        "edition-boundaries"
      ],
      "summary": "SQLMesh README, pinned to commit d69c262; it routes readers through Core Features, Getting Started.",
      "use_for": "The README highlights SQL-based data transformation with environments, plans, audits, and incremental processing, a strong foundation for safe analytics changes.",
      "observations": [
        {
          "section": "Core Features",
          "note": "The pinned README includes a distinct Core Features route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Getting Started",
          "note": "The pinned README includes a distinct Getting Started route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Join Our Community",
          "note": "The pinned README includes a distinct Join Our Community route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Contributing",
          "note": "The pinned README includes a distinct Contributing route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "License",
          "note": "The pinned README includes a distinct License route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: provide domain-specific audit rules and deployment presets.",
        "Idea: wrap environment planning in a review UI for smaller data teams."
      ],
      "tradeoff": "Plan-and-audit workflows reduce risky warehouse changes but introduce operational concepts beyond simply running SQL.",
      "first_step": "Run the getting-started example and create a plan for one incremental model.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/TobikoData/sqlmesh/blob/d69c26275f979348fcd1febdeafb76dc00bf8beb/README.md",
        "final_url": "https://github.com/SQLMesh/sqlmesh/blob/d69c26275f979348fcd1febdeafb76dc00bf8beb/README.md",
        "title": "sqlmesh/README.md at d69c26275f979348fcd1febdeafb76dc00bf8beb \u00b7 SQLMesh/sqlmesh \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-b0f9-730d-a806-231c3b9c3b67"
      },
      "version": {
        "kind": "commit",
        "value": "d69c26275f979348fcd1febdeafb76dc00bf8beb"
      }
    },
    {
      "slug": "meltano-readme",
      "name": "Meltano",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "Meltano README, pinned to commit 383e12e; it routes readers through Integrations, Installation.",
      "use_for": "The README centers on configurable integrations and quick-start Docker images for moving data, showing how a founder can make pipeline setup reproducible.",
      "observations": [
        {
          "section": "Integrations",
          "note": "The pinned README includes a distinct Integrations route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Installation",
          "note": "The pinned README includes a distinct Installation route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Docker Images",
          "note": "The pinned README includes a distinct Docker Images route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Quick start with slim image",
          "note": "The pinned README includes a distinct Quick start with slim image route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Documentation",
          "note": "The pinned README includes a distinct Documentation route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: curate a narrow connector bundle for a specific SaaS category.",
        "Idea: add opinionated monitoring and replay controls around selected pipelines."
      ],
      "tradeoff": "An integration ecosystem accelerates source coverage but creates connector-version and configuration maintenance.",
      "first_step": "Initialize a project and run one source-to-target pipeline using the slim image.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/meltano/meltano/blob/383e12e6448f628e9b09e03741e1d1d39d6e26fe/README.md",
        "final_url": "https://github.com/meltano/meltano/blob/383e12e6448f628e9b09e03741e1d1d39d6e26fe/README.md",
        "title": "meltano/README.md at 383e12e6448f628e9b09e03741e1d1d39d6e26fe \u00b7 meltano/meltano \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-c179-718d-bfca-9a8fdc137519"
      },
      "version": {
        "kind": "commit",
        "value": "383e12e6448f628e9b09e03741e1d1d39d6e26fe"
      }
    },
    {
      "slug": "dlt-readme",
      "name": "dlt",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "dlt README, pinned to commit 5084786; it routes readers through Installation, Quick Start.",
      "use_for": "The README demonstrates declarative API sources, destinations, extraction, normalization, loading, and reading data back as a DataFrame\u2014an approachable ingestion product shape.",
      "observations": [
        {
          "section": "Installation",
          "note": "The pinned README includes a distinct Installation route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Quick Start",
          "note": "The pinned README includes a distinct Quick Start route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "1. Describe the API declaratively",
          "note": "The pinned README includes a distinct 1. Describe the API declaratively route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "2. Point a pipeline at any destination",
          "note": "The pinned README includes a distinct 2. Point a pipeline at any destination route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "3. Extract, normalize, and load",
          "note": "The pinned README includes a distinct 3. Extract, normalize, and load route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: ship declarative source templates for a single customer segment.",
        "Idea: add schema-change alerts and destination cost estimates to the pipeline UX."
      ],
      "tradeoff": "Declarative pipelines simplify ingestion code but still require careful handling of evolving schemas and destination behavior.",
      "first_step": "Install dlt and complete the README pipeline against a local or disposable destination.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/dlt-hub/dlt/blob/5084786a456038fab4b4e05f50492a718430d0a6/README.md",
        "final_url": "https://github.com/dlt-hub/dlt/blob/5084786a456038fab4b4e05f50492a718430d0a6/README.md",
        "title": "dlt/README.md at 5084786a456038fab4b4e05f50492a718430d0a6 \u00b7 dlt-hub/dlt \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-df68-7026-ab61-a0c0d53cf5c0"
      },
      "version": {
        "kind": "commit",
        "value": "5084786a456038fab4b4e05f50492a718430d0a6"
      }
    },
    {
      "slug": "kestra-readme",
      "name": "Kestra",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "Kestra README, pinned to commit 72d6031; it routes readers through \ud83c\udf1f What is Kestra?, \ud83d\udcd6 Table of Contents.",
      "use_for": "The README offers quick starts for local and cloud deployment and describes Kestra's workflow platform, a useful model for reducing time-to-first-automation.",
      "observations": [
        {
          "section": "\ud83c\udf1f What is Kestra?",
          "note": "The pinned README includes a distinct \ud83c\udf1f What is Kestra? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udcd6 Table of Contents",
          "note": "The pinned README includes a distinct \ud83d\udcd6 Table of Contents route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\u2728 What's New in 2.0",
          "note": "The pinned README includes a distinct \u2728 What's New in 2.0 route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\ude80 Quick Start",
          "note": "The pinned README includes a distinct \ud83d\ude80 Quick Start route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Launch on AWS (CloudFormation)",
          "note": "The pinned README includes a distinct Launch on AWS (CloudFormation) route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: package domain workflows as versioned templates with safe parameter forms.",
        "Idea: add event-specific observability and replay UX for customer automations."
      ],
      "tradeoff": "A visual/declarative workflow platform improves accessibility but can make complex behavior harder to reason about than plain code.",
      "first_step": "Launch the quick-start instance and run a tiny scheduled workflow end to end.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/kestra-io/kestra/blob/72d6031ab97450d75b54de7c240f842edc5fa8e4/README.md",
        "final_url": "https://github.com/kestra-io/kestra/blob/72d6031ab97450d75b54de7c240f842edc5fa8e4/README.md",
        "title": "kestra/README.md at 72d6031ab97450d75b54de7c240f842edc5fa8e4 \u00b7 kestra-io/kestra \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-edbe-77df-a5bb-262bb459319f"
      },
      "version": {
        "kind": "commit",
        "value": "72d6031ab97450d75b54de7c240f842edc5fa8e4"
      }
    },
    {
      "slug": "questdb-readme",
      "name": "QuestDB",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "QuestDB README, pinned to commit 77c6cf2; it routes readers through Get started, Ingress and egress over QWP.",
      "use_for": "The README explains getting started, ingestion/egress over QWP, and trying dashboards, giving a founder a concrete time-series analytics onboarding path.",
      "observations": [
        {
          "section": "Get started",
          "note": "The pinned README includes a distinct Get started route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Ingress and egress over QWP",
          "note": "The pinned README includes a distinct Ingress and egress over QWP route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "What QuestDB does",
          "note": "The pinned README includes a distinct What QuestDB does route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Try QuestDB, demo and dashboards",
          "note": "The pinned README includes a distinct Try QuestDB, demo and dashboards route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "AI coding agents",
          "note": "The pinned README includes a distinct AI coding agents route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: offer prebuilt retention and alert dashboards for one telemetry-heavy niche.",
        "Idea: build a managed ingestion gateway with schema validation and replay."
      ],
      "tradeoff": "A time-series-oriented database can deliver fast event analytics but is less general than a conventional transactional store.",
      "first_step": "Load a small event stream and validate one dashboard query through the quick start.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/QuestDB/questdb/blob/77c6cf2d6bbbb6af76fc7c05e39695e4d90073ca/README.md",
        "final_url": "https://github.com/QuestDB/questdb/blob/77c6cf2d6bbbb6af76fc7c05e39695e4d90073ca/README.md",
        "title": "questdb/README.md at 77c6cf2d6bbbb6af76fc7c05e39695e4d90073ca \u00b7 questdb/questdb \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12288-cf32-7445-90c1-7e4328dc2b0a"
      },
      "version": {
        "kind": "commit",
        "value": "77c6cf2d6bbbb6af76fc7c05e39695e4d90073ca"
      }
    },
    {
      "slug": "signoz-readme",
      "name": "SigNoz",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "SigNoz README, pinned to commit 6b13794; it routes readers through Choose how to run SigNoz, What can you monitor?.",
      "use_for": "The README lays out deployment choices, monitoring capabilities, reasons to use the product, and getting started, a strong self-hosted observability onboarding pattern.",
      "observations": [
        {
          "section": "Choose how to run SigNoz",
          "note": "The pinned README includes a distinct Choose how to run SigNoz route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "What can you monitor?",
          "note": "The pinned README includes a distinct What can you monitor? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Why teams use SigNoz",
          "note": "The pinned README includes a distinct Why teams use SigNoz route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Getting started",
          "note": "The pinned README includes a distinct Getting started route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Comparisons to familiar tools",
          "note": "The pinned README includes a distinct Comparisons to familiar tools route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: provide opinionated dashboards and alerts for a single runtime platform.",
        "Idea: add a guided instrumentation wizard that verifies telemetry end to end."
      ],
      "tradeoff": "Consolidated telemetry improves correlation, but collecting and retaining traces, metrics, and logs has storage and instrumentation cost.",
      "first_step": "Deploy the recommended quick start and instrument one service with OpenTelemetry.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/SigNoz/signoz/blob/6b137947280595ecabea354b54076356b78d8433/README.md",
        "final_url": "https://github.com/SigNoz/signoz/blob/6b137947280595ecabea354b54076356b78d8433/README.md",
        "title": "signoz/README.md at 6b137947280595ecabea354b54076356b78d8433 \u00b7 SigNoz/signoz \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-24c1-7436-bbfe-e938bf3080e3"
      },
      "version": {
        "kind": "commit",
        "value": "6b137947280595ecabea354b54076356b78d8433"
      }
    },
    {
      "slug": "highlight-readme",
      "name": "Highlight",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "Highlight README, pinned to commit 79c3ea3; it routes readers through highlight.io: the open-source, fullstack monitoring platform., Table of Contents.",
      "use_for": "The README describes full-stack monitoring and gives both hosted and hobby self-hosted paths, useful for a product that needs a low-friction observability trial.",
      "observations": [
        {
          "section": "highlight.io: the open-source, fullstack monitoring platform.",
          "note": "The pinned README includes a distinct highlight.io: the open-source, fullstack monitoring platform. route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Table of Contents",
          "note": "The pinned README includes a distinct Table of Contents route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Get started",
          "note": "The pinned README includes a distinct Get started route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Hosted highlight.io (free to get started!)",
          "note": "The pinned README includes a distinct Hosted highlight.io (free to get started!) route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Hobby self-hosted",
          "note": "The pinned README includes a distinct Hobby self-hosted route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: specialize session/error diagnostics for one frontend-heavy vertical.",
        "Idea: build an automated issue-to-release feedback loop from captured sessions."
      ],
      "tradeoff": "Full-stack capture gives richer debugging context but raises privacy, data-volume, and retention concerns.",
      "first_step": "Use the get-started path to capture one test application error and inspect the resulting session.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/highlight/highlight/blob/79c3ea3a15faad5c05e8f664d53924dca2a2907e/README.md",
        "final_url": "https://github.com/highlight/highlight/blob/79c3ea3a15faad5c05e8f664d53924dca2a2907e/README.md",
        "title": "highlight/README.md at 79c3ea3a15faad5c05e8f664d53924dca2a2907e \u00b7 highlight/highlight \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-15ab-74a8-896d-d8b4913a55de"
      },
      "version": {
        "kind": "commit",
        "value": "79c3ea3a15faad5c05e8f664d53924dca2a2907e"
      }
    },
    {
      "slug": "openobserve-readme",
      "name": "OpenObserve",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "OpenObserve README, pinned to commit f87d740; it routes readers through Table of Contents, Why OpenObserve?.",
      "use_for": "The README combines cloud and Docker quick starts with a product tour and explains why to use the observability system, useful for designing a self-serve telemetry product.",
      "observations": [
        {
          "section": "Table of Contents",
          "note": "The pinned README includes a distinct Table of Contents route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Why OpenObserve?",
          "note": "The pinned README includes a distinct Why OpenObserve? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Quick Start",
          "note": "The pinned README includes a distinct Quick Start route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "OpenObserve Cloud (fastest way)",
          "note": "The pinned README includes a distinct OpenObserve Cloud (fastest way) route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Product Tour",
          "note": "The pinned README includes a distinct Product Tour route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: ship domain dashboards and parsing rules for a specific log source.",
        "Idea: add retention-aware routing that automatically moves cold telemetry to cheaper storage."
      ],
      "tradeoff": "A broad observability store reduces tool sprawl but requires careful ingestion, query, and retention-cost controls.",
      "first_step": "Run the Docker quick start, ingest a sample log, and create one dashboard.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/openobserve/openobserve/blob/f87d7402e295fbf59ed4503bbec27487a9a27ad0/README.md",
        "final_url": "https://github.com/openobserve/openobserve/blob/f87d7402e295fbf59ed4503bbec27487a9a27ad0/README.md",
        "title": "openobserve/README.md at f87d7402e295fbf59ed4503bbec27487a9a27ad0 \u00b7 openobserve/openobserve \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-3308-7050-b4df-f46827be0193"
      },
      "version": {
        "kind": "commit",
        "value": "f87d7402e295fbf59ed4503bbec27487a9a27ad0"
      }
    },
    {
      "slug": "openfga-readme",
      "name": "OpenFGA",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "OpenFGA README, pinned to commit 526995e; it routes readers through Highlights, Table of Contents.",
      "use_for": "README highlights a relationship-based authorization service and gives a quickstart and installation path.",
      "observations": [
        {
          "section": "Highlights",
          "note": "The pinned README includes a distinct Highlights route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Table of Contents",
          "note": "The pinned README includes a distinct Table of Contents route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Quickstart",
          "note": "The pinned README includes a distinct Quickstart route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Installation",
          "note": "The pinned README includes a distinct Installation route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: provide a hosted authorization decision API with visual relationship modeling.",
        "Idea: add policy simulations and explainable access decisions for compliance reviews."
      ],
      "tradeoff": "Fine-grained authorization models require careful domain modeling and testing.",
      "first_step": "Use the quickstart to model one resource-role relationship and test its decision API.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/openfga/openfga/blob/526995eb202464e2cace266fb5be56c212af9ecf/README.md",
        "final_url": "https://github.com/openfga/openfga/blob/526995eb202464e2cace266fb5be56c212af9ecf/README.md",
        "title": "openfga/README.md at 526995eb202464e2cace266fb5be56c212af9ecf \u00b7 openfga/openfga \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-00a9-7208-b180-7f54c41dc047"
      },
      "version": {
        "kind": "commit",
        "value": "526995eb202464e2cace266fb5be56c212af9ecf"
      }
    },
    {
      "slug": "zitadel-readme",
      "name": "ZITADEL",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "ZITADEL README, pinned to commit ad835ef; it routes readers through The Identity Infrastructure for Developers, Why ZITADEL.",
      "use_for": "README positions ZITADEL as developer identity infrastructure and provides hosted/self-hosted Docker onboarding.",
      "observations": [
        {
          "section": "The Identity Infrastructure for Developers",
          "note": "The pinned README includes a distinct The Identity Infrastructure for Developers route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Why ZITADEL",
          "note": "The pinned README includes a distinct Why ZITADEL route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Get Started in 3 Minutes",
          "note": "The pinned README includes a distinct Get Started in 3 Minutes route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "ZITADEL Self-Hosted",
          "note": "The pinned README includes a distinct ZITADEL Self-Hosted route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Docker Compose \u2014 up and running in under 3 minutes",
          "note": "The pinned README includes a distinct Docker Compose \u2014 up and running in under 3 minutes route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: provide a narrowly scoped B2B customer-identity control plane.",
        "Idea: add tenant configuration drift and consent evidence reporting."
      ],
      "tradeoff": "Identity infrastructure carries high expectations for availability, migration, and protocol correctness.",
      "first_step": "Deploy the Docker Compose quickstart and connect one application to its identity flow.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/zitadel/zitadel/blob/ad835efbc3f6115ab4f84230616b018d4d5b4c54/README.md",
        "final_url": "https://github.com/zitadel/zitadel/blob/ad835efbc3f6115ab4f84230616b018d4d5b4c54/README.md",
        "title": "zitadel/README.md at ad835efbc3f6115ab4f84230616b018d4d5b4c54 \u00b7 zitadel/zitadel \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-4f06-755b-a09b-20939ca1f5d8"
      },
      "version": {
        "kind": "commit",
        "value": "ad835efbc3f6115ab4f84230616b018d4d5b4c54"
      }
    },
    {
      "slug": "crowdsec-readme",
      "name": "CrowdSec",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "support-routing"
      ],
      "summary": "CrowdSec README, pinned to commit 526e717; it routes readers through Features & Advantages, Versatile Security Engine.",
      "use_for": "README describes a security engine, community blocklist, console, automation, and multiple-platform support.",
      "observations": [
        {
          "section": "Features & Advantages",
          "note": "The pinned README includes a distinct Features & Advantages route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Versatile Security Engine",
          "note": "The pinned README includes a distinct Versatile Security Engine route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "CrowdSec Community Blocklist",
          "note": "The pinned README includes a distinct CrowdSec Community Blocklist route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Console - Monitoring & Automation of your security stack",
          "note": "The pinned README includes a distinct Console - Monitoring & Automation of your security stack route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Multiple Platforms support",
          "note": "The pinned README includes a distinct Multiple Platforms support route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: offer managed blocklist policy and alert triage for small internet-facing teams.",
        "Idea: turn console events into customer-visible incident evidence."
      ],
      "tradeoff": "Community threat intelligence introduces trust, quality, and false-positive concerns.",
      "first_step": "Install the engine and validate one blocklist decision against a test service.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/crowdsecurity/crowdsec/blob/526e7172cae8ad601523a337e511bd3958175c52/README.md",
        "final_url": "https://github.com/crowdsecurity/crowdsec/blob/526e7172cae8ad601523a337e511bd3958175c52/README.md",
        "title": "crowdsec/README.md at 526e7172cae8ad601523a337e511bd3958175c52 \u00b7 crowdsecurity/crowdsec \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-4182-704a-b462-cec2130bde70"
      },
      "version": {
        "kind": "commit",
        "value": "526e7172cae8ad601523a337e511bd3958175c52"
      }
    },
    {
      "slug": "netbird-readme",
      "name": "NetBird",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "edition-boundaries"
      ],
      "summary": "NetBird README, pinned to commit 67c2041; it routes readers through Self-host NetBird (video), Key features.",
      "use_for": "README provides cloud and self-hosted quickstarts and explains a zero-trust networking product's key features and internals.",
      "observations": [
        {
          "section": "Self-host NetBird (video)",
          "note": "The pinned README includes a distinct Self-host NetBird (video) route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Key features",
          "note": "The pinned README includes a distinct Key features route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Quickstart with NetBird Cloud",
          "note": "The pinned README includes a distinct Quickstart with NetBird Cloud route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Quickstart with self-hosted NetBird",
          "note": "The pinned README includes a distinct Quickstart with self-hosted NetBird route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "A bit on NetBird internals",
          "note": "The pinned README includes a distinct A bit on NetBird internals route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: package device enrollment and access policy into a small-team admin workflow.",
        "Idea: add compliance exports for peer posture and connection decisions."
      ],
      "tradeoff": "Network control products must handle connectivity edge cases and sensitive topology data.",
      "first_step": "Complete the cloud quickstart with two test peers, then compare the self-hosted path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/netbirdio/netbird/blob/67c2041fb5534c19d7b2320617cfc3aaab8e7d3d/README.md",
        "final_url": "https://github.com/netbirdio/netbird/blob/67c2041fb5534c19d7b2320617cfc3aaab8e7d3d/README.md",
        "title": "netbird/README.md at 67c2041fb5534c19d7b2320617cfc3aaab8e7d3d \u00b7 netbirdio/netbird \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-7621-76df-a9ab-9302d75b7dfd"
      },
      "version": {
        "kind": "commit",
        "value": "67c2041fb5534c19d7b2320617cfc3aaab8e7d3d"
      }
    },
    {
      "slug": "frappe-crm-readme",
      "name": "Frappe CRM",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Frappe CRM README, pinned to commit 9d1f273; it routes readers through Motivation, Key Features.",
      "use_for": "Use its CRM feature and integration framing to turn a relationship workflow into an adaptable SaaS product.",
      "observations": [
        {
          "section": "Motivation",
          "note": "The pinned README includes a distinct Motivation route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Key Features",
          "note": "The pinned README includes a distinct Key Features route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Integrations",
          "note": "The pinned README includes a distinct Integrations route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Under the Hood",
          "note": "The pinned README includes a distinct Under the Hood route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Getting Started (Production)",
          "note": "The pinned README includes a distinct Getting Started (Production) route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: model a narrow vertical pipeline as configurable CRM objects.",
        "Idea: offer managed hosting while preserving a self-hosted path."
      ],
      "tradeoff": "Framework conventions and customization can add learning overhead.",
      "first_step": "Clone the repo and follow its production getting-started section against a small sample pipeline.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/frappe/crm/blob/9d1f27301b81adca3b1437b55154cf78472126b7/README.md",
        "final_url": "https://github.com/frappe/crm/blob/9d1f27301b81adca3b1437b55154cf78472126b7/README.md",
        "title": "crm/README.md at 9d1f27301b81adca3b1437b55154cf78472126b7 \u00b7 frappe/crm \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-6681-7410-b099-ef03d1cdc748"
      },
      "version": {
        "kind": "commit",
        "value": "9d1f27301b81adca3b1437b55154cf78472126b7"
      }
    },
    {
      "slug": "espocrm-readme",
      "name": "EspoCRM",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "EspoCRM README, pinned to commit 9ed328d; it routes readers through Architecture, Demo.",
      "use_for": "Use the SPA-plus-REST architecture and broad CRM domain as a reference for an extensible customer-operations product.",
      "observations": [
        {
          "section": "Architecture",
          "note": "The pinned README includes a distinct Architecture route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Demo",
          "note": "The pinned README includes a distinct Demo route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Requirements",
          "note": "The pinned README includes a distinct Requirements route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Download",
          "note": "The pinned README includes a distinct Download route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Documentation",
          "note": "The pinned README includes a distinct Documentation route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: expose a focused REST surface for a vertical CRM.",
        "Idea: make demo data and documentation part of onboarding."
      ],
      "tradeoff": "A broad platform may require more configuration than a focused workflow needs.",
      "first_step": "Run the documented demo or installation and map one target persona\u2019s entities.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/espocrm/espocrm/blob/9ed328debed1134b6e9b4b8391c48f40a4a49149/README.md",
        "final_url": "https://github.com/espocrm/espocrm/blob/9ed328debed1134b6e9b4b8391c48f40a4a49149/README.md",
        "title": "espocrm/README.md at 9ed328debed1134b6e9b4b8391c48f40a4a49149 \u00b7 espocrm/espocrm \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-5dd2-72fc-8688-5e267bf5e4ee"
      },
      "version": {
        "kind": "commit",
        "value": "9ed328debed1134b6e9b4b8391c48f40a4a49149"
      }
    },
    {
      "slug": "krayin-crm-readme",
      "name": "Krayin CRM",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "Krayin CRM README, pinned to commit 64b9125; it routes readers through Introduction, Demo.",
      "use_for": "Use its Laravel CRM and explicit multi-tenant SaaS documentation as a blueprint for tenant-aware business software.",
      "observations": [
        {
          "section": "Introduction",
          "note": "The pinned README includes a distinct Introduction route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Demo",
          "note": "The pinned README includes a distinct Demo route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Documentation",
          "note": "The pinned README includes a distinct Documentation route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Installation and Configuration",
          "note": "The pinned README includes a distinct Installation and Configuration route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Krayin CRM Multi Tenant SaaS",
          "note": "The pinned README includes a distinct Krayin CRM Multi Tenant SaaS route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: isolate each customer\u2019s pipeline and permissions by tenant.",
        "Idea: package a hosted tier around the documented deployment model."
      ],
      "tradeoff": "Multi-tenancy increases isolation, billing, and operational complexity.",
      "first_step": "Install it locally and create two test tenants before designing tenant-specific features.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/krayin/laravel-crm/blob/64b9125f33a7eb2ef9916d0e5fd8215c7f6a8c28/README.md",
        "final_url": "https://github.com/krayin/laravel-crm/blob/64b9125f33a7eb2ef9916d0e5fd8215c7f6a8c28/README.md",
        "title": "laravel-crm/README.md at 64b9125f33a7eb2ef9916d0e5fd8215c7f6a8c28 \u00b7 krayin/laravel-crm \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-853b-775a-9806-7699a52d9ed4"
      },
      "version": {
        "kind": "commit",
        "value": "64b9125f33a7eb2ef9916d0e5fd8215c7f6a8c28"
      }
    },
    {
      "slug": "horilla-readme",
      "name": "Horilla",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "Horilla README, pinned to commit b947b08; it routes readers through Installation, Clone the Repository.",
      "use_for": "Use its explicit prerequisites and environment setup to study an approachable HR product onboarding path.",
      "observations": [
        {
          "section": "Installation",
          "note": "The pinned README includes a distinct Installation route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Clone the Repository",
          "note": "The pinned README includes a distinct Clone the Repository route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: adapt its checklist style for an employee or recruiting vertical.",
        "Idea: provide a one-command development environment alongside production docs."
      ],
      "tradeoff": "Python/PostgreSQL setup can be a barrier for nontechnical operators.",
      "first_step": "Follow the README installation steps and create a disposable employee dataset.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/horilla-opensource/horilla/blob/b947b0813936e7f1dcb16c63ff65326e45c9f709/README.md",
        "final_url": "https://github.com/horilla/horilla-hr/blob/b947b0813936e7f1dcb16c63ff65326e45c9f709/README.md",
        "title": "horilla-hr/README.md at b947b0813936e7f1dcb16c63ff65326e45c9f709 \u00b7 horilla/horilla-hr \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-b467-7139-9beb-0642ff2b1e9b"
      },
      "version": {
        "kind": "commit",
        "value": "b947b0813936e7f1dcb16c63ff65326e45c9f709"
      }
    },
    {
      "slug": "zammad-readme",
      "name": "Zammad",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Zammad README, pinned to commit e0cfbbf; it routes readers through The Software, The Company - Zammad GmbH.",
      "use_for": "Use the concise support-product README as a model for separating product orientation, status, and deeper information.",
      "observations": [
        {
          "section": "The Software",
          "note": "The pinned README includes a distinct The Software route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "The Company - Zammad GmbH",
          "note": "The pinned README includes a distinct The Company - Zammad GmbH route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Status",
          "note": "The pinned README includes a distinct Status route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Further Information",
          "note": "The pinned README includes a distinct Further Information route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: make support channels and status visible from a SaaS landing README.",
        "Idea: link operational documentation from a short product overview."
      ],
      "tradeoff": "A short README leaves implementation and deployment details elsewhere.",
      "first_step": "Use its linked further-information paths to build a support-product onboarding checklist.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/zammad/zammad/blob/e0cfbbfd2ff76ec2da908a7c2fc81b4ff07e5983/README.md",
        "final_url": "https://github.com/zammad/zammad/blob/e0cfbbfd2ff76ec2da908a7c2fc81b4ff07e5983/README.md",
        "title": "zammad/README.md at e0cfbbfd2ff76ec2da908a7c2fc81b4ff07e5983 \u00b7 zammad/zammad \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1228a-3cf1-755c-87cb-ccaabe81e0de"
      },
      "version": {
        "kind": "commit",
        "value": "e0cfbbfd2ff76ec2da908a7c2fc81b4ff07e5983"
      }
    },
    {
      "slug": "tracim-readme",
      "name": "Tracim",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Tracim README, pinned to commit 07487d3; it routes readers through Collapse file tree, Files.",
      "use_for": "Use its separate Docker, development, testing, and production paths as a collaboration product onboarding template.",
      "observations": [
        {
          "section": "Collapse file tree",
          "note": "The pinned README includes a distinct Collapse file tree route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Files",
          "note": "The pinned README includes a distinct Files route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "README.md",
          "note": "The pinned README includes a distinct README.md route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Latest commit",
          "note": "The pinned README includes a distinct Latest commit route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "History",
          "note": "The pinned README includes a distinct History route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: make environment-specific commands prominent in a collaboration SaaS README.",
        "Idea: validate team workflows with a small test suite before adding integrations."
      ],
      "tradeoff": "Maintaining multiple environment paths increases documentation upkeep.",
      "first_step": "Run the Docker quick start and test a shared file/thread workflow with two users.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/tracim/tracim/blob/07487d3e4e2464cf5aadb7f9ff9ad26e731a9eea/README.md",
        "final_url": "https://github.com/tracim/tracim/blob/07487d3e4e2464cf5aadb7f9ff9ad26e731a9eea/README.md",
        "title": "tracim/README.md at 07487d3e4e2464cf5aadb7f9ff9ad26e731a9eea \u00b7 tracim/tracim \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-9504-72f6-85d0-7eb21c1e49c8"
      },
      "version": {
        "kind": "commit",
        "value": "07487d3e4e2464cf5aadb7f9ff9ad26e731a9eea"
      }
    },
    {
      "slug": "erxes-readme",
      "name": "erxes",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "erxes README, pinned to commit bfe129a; it routes readers through What does erxes mean? How do you pronounce it?, What is erxes?.",
      "use_for": "Use its XOS/plugins and partner framing to explore a modular customer-engagement platform.",
      "observations": [
        {
          "section": "What does erxes mean? How do you pronounce it?",
          "note": "The pinned README includes a distinct What does erxes mean? How do you pronounce it? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "What is erxes?",
          "note": "The pinned README includes a distinct What is erxes? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Become a partner",
          "note": "The pinned README includes a distinct Become a partner route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: isolate vertical customer journeys as installable modules.",
        "Idea: recruit implementation partners around a documented starter path."
      ],
      "tradeoff": "A plugin ecosystem introduces integration and support surface area.",
      "first_step": "Complete Getting Started and list the first three modules needed by one target segment.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/erxes/erxes/blob/bfe129a372211b90744b36d599f0614ff5da70de/README.md",
        "final_url": "https://github.com/erxes/erxes/blob/bfe129a372211b90744b36d599f0614ff5da70de/README.md",
        "title": "erxes/README.md at bfe129a372211b90744b36d599f0614ff5da70de \u00b7 erxes/erxes \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1228a-0704-752c-8cc2-c470de7211c6"
      },
      "version": {
        "kind": "commit",
        "value": "bfe129a372211b90744b36d599f0614ff5da70de"
      }
    },
    {
      "slug": "idurar-readme",
      "name": "IDURAR",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "IDURAR README, pinned to commit e935dec; it routes readers through Features :, May i can use IDURAR for Commercial use :.",
      "use_for": "Use its combined ERP/CRM scope and getting-started section to examine a small-business back-office product.",
      "observations": [
        {
          "section": "Features :",
          "note": "The pinned README includes a distinct Features : route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "May i can use IDURAR for Commercial use :",
          "note": "The pinned README includes a distinct May i can use IDURAR for Commercial use : route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Free Open Source ERP / CRM App",
          "note": "The pinned README includes a distinct Free Open Source ERP / CRM App route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Getting started",
          "note": "The pinned README includes a distinct Getting started route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Contributing",
          "note": "The pinned README includes a distinct Contributing route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: bundle invoicing and CRM around one narrow business workflow.",
        "Idea: answer commercial-use questions directly in onboarding."
      ],
      "tradeoff": "ERP breadth can dilute focus and increase data-model complexity.",
      "first_step": "Run the getting-started flow and choose one invoice-to-customer journey to prototype.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/idurar/idurar-erp-crm/blob/e935dec13cf8b6082a7e7fc4736669e5151a80a3/README.md",
        "final_url": "https://github.com/idurar/idurar-erp-crm/blob/e935dec13cf8b6082a7e7fc4736669e5151a80a3/README.md",
        "title": "idurar-erp-crm/README.md at e935dec13cf8b6082a7e7fc4736669e5151a80a3 \u00b7 idurar/idurar-erp-crm \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-e4dc-7228-a485-d8f827914f6b"
      },
      "version": {
        "kind": "commit",
        "value": "e935dec13cf8b6082a7e7fc4736669e5151a80a3"
      }
    },
    {
      "slug": "mautic-readme",
      "name": "Mautic",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "support-routing"
      ],
      "summary": "Mautic README, pinned to commit bc46b64; it routes readers through Supported Versions, Installation.",
      "use_for": "Use its version, download, installation, and developer-doc organization as a model for marketing-operations onboarding.",
      "observations": [
        {
          "section": "Supported Versions",
          "note": "The pinned README includes a distinct Supported Versions route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Installation",
          "note": "The pinned README includes a distinct Installation route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "How to install Mautic",
          "note": "The pinned README includes a distinct How to install Mautic route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: publish compatibility and upgrade guidance before adding automation features.",
        "Idea: expose developer docs for event and integration extensions."
      ],
      "tradeoff": "Version support and extensions create ongoing maintenance obligations.",
      "first_step": "Follow installation and create one lead-to-campaign test with documented prerequisites.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/mautic/mautic/blob/bc46b64883255608e5b14a41987c207de9535616/README.md",
        "final_url": "https://github.com/mautic/mautic/blob/bc46b64883255608e5b14a41987c207de9535616/README.md",
        "title": "mautic/README.md at bc46b64883255608e5b14a41987c207de9535616 \u00b7 mautic/mautic \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1228a-17ed-72cc-bc45-b550f2e2c687"
      },
      "version": {
        "kind": "commit",
        "value": "bc46b64883255608e5b14a41987c207de9535616"
      }
    },
    {
      "slug": "monica-readme",
      "name": "Monica",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Monica README, pinned to commit 6e6ec21; it routes readers through Introduction, Features.",
      "use_for": "Use its explicit audience and non-goals to sharpen a focused relationship-management product.",
      "observations": [
        {
          "section": "Introduction",
          "note": "The pinned README includes a distinct Introduction route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Features",
          "note": "The pinned README includes a distinct Features route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Who is it for?",
          "note": "The pinned README includes a distinct Who is it for? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "What Monica isn\u2019t",
          "note": "The pinned README includes a distinct What Monica isn\u2019t route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Contribute",
          "note": "The pinned README includes a distinct Contribute route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: state non-goals to keep a vertical CRM from becoming an all-purpose suite.",
        "Idea: design lightweight reminders around durable relationship records."
      ],
      "tradeoff": "A personal relationship model may not cover team permissions or sales reporting.",
      "first_step": "Read the feature/non-goal sections and write a one-person versus team requirements split.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/monicahq/monica/blob/6e6ec217457e946e330ba7cd3b28107f4332c7b1/README.md",
        "final_url": "https://github.com/monicahq/monica/blob/6e6ec217457e946e330ba7cd3b28107f4332c7b1/README.md",
        "title": "monica/README.md at 6e6ec217457e946e330ba7cd3b28107f4332c7b1 \u00b7 monicahq/monica \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1228a-476f-7342-9eb1-d8c31abc1fd6"
      },
      "version": {
        "kind": "commit",
        "value": "6e6ec217457e946e330ba7cd3b28107f4332c7b1"
      }
    },
    {
      "slug": "suitecrm-readme",
      "name": "SuiteCRM",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "SuiteCRM README, pinned to commit 7ffe64d; it routes readers through Getting Started, Demo.",
      "use_for": "Use its demo, update, and roadmap sections to study lifecycle communication for CRM operators.",
      "observations": [
        {
          "section": "Getting Started",
          "note": "The pinned README includes a distinct Getting Started route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Demo",
          "note": "The pinned README includes a distinct Demo route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Updating SuiteCRM",
          "note": "The pinned README includes a distinct Updating SuiteCRM route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "News and Releases",
          "note": "The pinned README includes a distinct News and Releases route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: make upgrade guidance a first-class part of a business SaaS README.",
        "Idea: validate a vertical CRM concept through a working demo before customization."
      ],
      "tradeoff": "The mature CRM surface can overwhelm a narrowly defined first release.",
      "first_step": "Start the demo and document the minimum screens needed for one vertical sales process.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/salesagility/SuiteCRM/blob/7ffe64d57f864d9f6723896fffce7dfae05997d7/README.md",
        "final_url": "https://github.com/SuiteCRM/SuiteCRM/blob/7ffe64d57f864d9f6723896fffce7dfae05997d7/README.md",
        "title": "SuiteCRM/README.md at 7ffe64d57f864d9f6723896fffce7dfae05997d7 \u00b7 SuiteCRM/SuiteCRM \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-f4c5-72ea-917a-704459da2eb1"
      },
      "version": {
        "kind": "commit",
        "value": "7ffe64d57f864d9f6723896fffce7dfae05997d7"
      }
    },
    {
      "slug": "linkwarden-readme",
      "name": "Linkwarden",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Linkwarden README, pinned to commit 952ac45; it routes readers through Intro & motivation, Features.",
      "use_for": "Use the README as a model for a self-hosted bookmark/archive product with feature, mobile, roadmap, and community signposts.",
      "observations": [
        {
          "section": "Intro & motivation",
          "note": "The pinned README includes a distinct Intro & motivation route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Features",
          "note": "The pinned README includes a distinct Features route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Get Our Official Mobile App",
          "note": "The pinned README includes a distinct Get Our Official Mobile App route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Suggestions",
          "note": "The pinned README includes a distinct Suggestions route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Roadmap",
          "note": "The pinned README includes a distinct Roadmap route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: build a focused team research library with shared tags.",
        "Idea: pair browser capture with an opinionated review queue."
      ],
      "tradeoff": "Archiving and sync create storage, browser, and mobile-maintenance overhead.",
      "first_step": "Deploy it and test one capture-to-retrieval workflow with a small team.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/linkwarden/linkwarden/blob/952ac4540657cae3a67c3ca59433899d2fda8374/README.md",
        "final_url": "https://github.com/linkwarden/linkwarden/blob/952ac4540657cae3a67c3ca59433899d2fda8374/README.md",
        "title": "linkwarden/README.md at 952ac4540657cae3a67c3ca59433899d2fda8374 \u00b7 linkwarden/linkwarden \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-c674-759c-a460-9c69786f1240"
      },
      "version": {
        "kind": "commit",
        "value": "952ac4540657cae3a67c3ca59433899d2fda8374"
      }
    },
    {
      "slug": "umami-readme",
      "name": "Umami",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice",
        "support-routing"
      ],
      "summary": "Umami README, pinned to commit ec0ff50; it routes readers through \ud83d\ude80 Getting Started, \ud83d\udee0 Installing from Source.",
      "use_for": "Use its README to see a concise SaaS onboarding funnel spanning hosted-style setup, source install, Docker, updates, and support.",
      "observations": [
        {
          "section": "\ud83d\ude80 Getting Started",
          "note": "The pinned README includes a distinct \ud83d\ude80 Getting Started route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udee0 Installing from Source",
          "note": "The pinned README includes a distinct \ud83d\udee0 Installing from Source route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udc33 Installing with Docker",
          "note": "The pinned README includes a distinct \ud83d\udc33 Installing with Docker route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udd04 Getting Updates",
          "note": "The pinned README includes a distinct \ud83d\udd04 Getting Updates route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udedf Support",
          "note": "The pinned README includes a distinct \ud83d\udedf Support route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: provide simple, privacy-aware metrics for a niche creator platform.",
        "Idea: make upgrade guidance a first-class trust feature for self-hosters."
      ],
      "tradeoff": "Self-hosted analytics shifts upgrades, backups, and support burden to the operator.",
      "first_step": "Install with Docker and verify an update cycle before designing extensions.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/umami-software/umami/blob/ec0ff50388c264ed8ce46f00967e92f7e71476ae/README.md",
        "final_url": "https://github.com/umami-software/umami/blob/ec0ff50388c264ed8ce46f00967e92f7e71476ae/README.md",
        "title": "umami/README.md at ec0ff50388c264ed8ce46f00967e92f7e71476ae \u00b7 umami-software/umami \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-d89e-7759-80f9-ecf8fddcac71"
      },
      "version": {
        "kind": "commit",
        "value": "ec0ff50388c264ed8ce46f00967e92f7e71476ae"
      }
    },
    {
      "slug": "jackson-readme",
      "name": "Jackson",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "support-routing"
      ],
      "summary": "Jackson README, pinned to commit e13ed65; it routes readers through Ory Polis on the Ory Network, Ory Polis On-premise support.",
      "use_for": "Use the README as onboarding for identity infrastructure, contrasting network and on-premise support and calling out directory sync.",
      "observations": [
        {
          "section": "Ory Polis on the Ory Network",
          "note": "The pinned README includes a distinct Ory Polis on the Ory Network route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Ory Polis On-premise support",
          "note": "The pinned README includes a distinct Ory Polis On-premise support route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Directory Sync",
          "note": "The pinned README includes a distinct Directory Sync route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "What is Ory Polis?",
          "note": "The pinned README includes a distinct What is Ory Polis? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Get Started with Ory Polis",
          "note": "The pinned README includes a distinct Get Started with Ory Polis route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: package identity connections for a regulated niche workflow.",
        "Idea: turn directory synchronization into a focused admin service."
      ],
      "tradeoff": "Identity products carry security, compatibility, and incident-response obligations.",
      "first_step": "Run Get Started and document one provider-to-application login path.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/boxyhq/jackson/blob/e13ed6541ec026dc37243f975b6d88be9488b687/README.md",
        "final_url": "https://github.com/ory/polis/blob/e13ed6541ec026dc37243f975b6d88be9488b687/README.md",
        "title": "polis/README.md at e13ed6541ec026dc37243f975b6d88be9488b687 \u00b7 ory/polis \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12289-a4ed-7430-a6e7-ab1400e29965"
      },
      "version": {
        "kind": "commit",
        "value": "e13ed6541ec026dc37243f975b6d88be9488b687"
      }
    },
    {
      "slug": "memos-readme",
      "name": "Memos",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Memos README, pinned to commit d566184; it routes readers through Memos, Why Memos?.",
      "use_for": "Use its README to study a lightweight note-taking product whose quick start and web clipper make capture a clear core loop.",
      "observations": [
        {
          "section": "Memos",
          "note": "The pinned README includes a distinct Memos route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Why Memos?",
          "note": "The pinned README includes a distinct Why Memos? route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Quick Start",
          "note": "The pinned README includes a distinct Quick Start route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Web Clipper",
          "note": "The pinned README includes a distinct Web Clipper route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "Get Help",
          "note": "The pinned README includes a distinct Get Help route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: tailor quick capture and clipping for a professional research niche.",
        "Idea: add team retrieval workflows while retaining fast personal capture."
      ],
      "tradeoff": "Minimal capture UX can leave advanced organization and collaboration needs underserved.",
      "first_step": "Use Quick Start, clip one web page, and measure time to retrieve it.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/usememos/memos/blob/d566184a45c5bd0e515aef1a32f45659c8bf44ae/README.md",
        "final_url": "https://github.com/usememos/memos/blob/d566184a45c5bd0e515aef1a32f45659c8bf44ae/README.md",
        "title": "memos/README.md at d566184a45c5bd0e515aef1a32f45659c8bf44ae \u00b7 usememos/memos \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1228a-7668-725d-af8e-4075f7b7526c"
      },
      "version": {
        "kind": "commit",
        "value": "d566184a45c5bd0e515aef1a32f45659c8bf44ae"
      }
    },
    {
      "slug": "plane-readme",
      "name": "Plane",
      "artifact": "readme",
      "topic": "Open-source software",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "deployment-choice"
      ],
      "summary": "Plane README, pinned to commit bab49bb; it routes readers through \ud83d\ude80 Installation, \ud83c\udf1f Features.",
      "use_for": "Use the README as a polished project-management onboarding example with installation, feature summary, local development, stack, and documentation links.",
      "observations": [
        {
          "section": "\ud83d\ude80 Installation",
          "note": "The pinned README includes a distinct \ud83d\ude80 Installation route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83c\udf1f Features",
          "note": "The pinned README includes a distinct \ud83c\udf1f Features route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udee0\ufe0f Local development",
          "note": "The pinned README includes a distinct \ud83d\udee0\ufe0f Local development route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\u2699\ufe0f Built with",
          "note": "The pinned README includes a distinct \u2699\ufe0f Built with route that helps readers understand the product or choose an implementation path."
        },
        {
          "section": "\ud83d\udcdd Documentation",
          "note": "The pinned README includes a distinct \ud83d\udcdd Documentation route that helps readers understand the product or choose an implementation path."
        }
      ],
      "adaptation": [
        "Idea: adapt issue/project workflows for a regulated operational team.",
        "Idea: add opinionated templates for recurring launches or audits."
      ],
      "tradeoff": "Project-management products face crowded competition and integration expectations.",
      "first_step": "Run Installation locally and create one project with an issue workflow.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://github.com/makeplane/plane/blob/bab49bb978ccb56af1d78dec6c6d54dfe8d03c1c/README.md",
        "final_url": "https://github.com/makeplane/plane/blob/bab49bb978ccb56af1d78dec6c6d54dfe8d03c1c/README.md",
        "title": "plane/README.md at bab49bb978ccb56af1d78dec6c6d54dfe8d03c1c \u00b7 makeplane/plane \u00b7 GitHub",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a1228a-6550-70d7-a8b6-90e6238b589c"
      },
      "version": {
        "kind": "commit",
        "value": "bab49bb978ccb56af1d78dec6c6d54dfe8d03c1c"
      }
    },
    {
      "slug": "replicated-docs",
      "name": "Replicated",
      "artifact": "docs-home",
      "topic": "Software distribution infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Docs cover Replicated's tooling for distributing Kubernetes applications to customer sites.",
      "use_for": "Package, install, update, and support commercial software in customer environments.",
      "observations": [
        {
          "section": "Welcome to Replicated Docs",
          "note": "The direct docs capture exposes a dedicated Welcome to Replicated Docs route for the stated use case."
        },
        {
          "section": "Get started",
          "note": "The direct docs capture exposes a dedicated Get started route for the stated use case."
        },
        {
          "section": "Add custom license fields",
          "note": "The direct docs capture exposes a dedicated Add custom license fields route for the stated use case."
        },
        {
          "section": "Browse product documentation",
          "note": "The direct docs capture exposes a dedicated Browse product documentation route for the stated use case."
        }
      ],
      "adaptation": [
        "Begin with a sample application, then add channels, licensing, and support tooling.",
        "Place prerequisites beside the Welcome to Replicated Docs route before asking users to invest in setup."
      ],
      "tradeoff": "Optimized for vendors shipping Kubernetes software rather than generic deployment.",
      "first_step": "Follow the vendor quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.replicated.com/",
        "final_url": "https://docs.replicated.com/",
        "title": "Home | Replicated",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12286-4df6-730d-99ee-ab95ebe1503a"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "stage_evidence": {
        "url": "https://www.replicated.com/blog/25m-series-b-to-modernize-on-prem-software",
        "scrape_id": "01a12286-3ae6-7188-901b-a8cd964dc403"
      }
    },
    {
      "slug": "grit-docs",
      "name": "Grit",
      "artifact": "docs-home",
      "topic": "Developer productivity / code modernization",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Docs present Grit's migration tooling, guides, and integrations.",
      "use_for": "Automate large-scale code migrations and technical-debt remediation.",
      "observations": [
        {
          "section": "GritQL",
          "note": "The direct docs capture exposes a dedicated GritQL route for the stated use case."
        },
        {
          "section": "Why GritQL?",
          "note": "The direct docs capture exposes a dedicated Why GritQL? route for the stated use case."
        },
        {
          "section": "Quick Example",
          "note": "The direct docs capture exposes a dedicated Quick Example route for the stated use case."
        },
        {
          "section": "Use Cases",
          "note": "The direct docs capture exposes a dedicated Use Cases route for the stated use case."
        }
      ],
      "adaptation": [
        "Test a migration on a small repository before applying organization-wide rules.",
        "Place prerequisites beside the GritQL route before asking users to invest in setup."
      ],
      "tradeoff": "Automated transformations require review, tests, and repository-specific validation.",
      "first_step": "Start with the CLI guide and run a migration in a test branch.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.grit.io/",
        "final_url": "https://docs.grit.io/",
        "title": "Grit - Declarative Code Search and Transformation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12286-6d48-710f-a9c4-ac86d69f56dc"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Seed",
      "stage_evidence": {
        "url": "https://docs.grit.io/blog/seed",
        "scrape_id": "01a12286-7fe1-7569-b646-c2ad67c913c6"
      }
    },
    {
      "slug": "hex-docs",
      "name": "Hex",
      "artifact": "docs-home",
      "topic": "Collaborative data workspace",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "A collaborative workspace combining SQL, Python, visualizations, and publishable data apps.",
      "use_for": "Build and share notebook-style analyses and data apps.",
      "observations": [
        {
          "section": "The fastest way to get trusted answers from data [\u200b](https://learn.hex.tech/docs\\#the-fast",
          "note": "The direct docs capture exposes a dedicated The fastest way to get trusted answers from data [\u200b](https://learn.hex.tech/docs\\#the-fastest-way-to-get-trusted-answers-from-data \"Direct link to The fastest way to get trusted answers from data\") route for the stated use case."
        },
        {
          "section": "How is Hex different? [\u200b](https://learn.hex.tech/docs\\#how-is-hex-different \"Direct link t",
          "note": "The direct docs capture exposes a dedicated How is Hex different? [\u200b](https://learn.hex.tech/docs\\#how-is-hex-different \"Direct link to How is Hex different?\") route for the stated use case."
        },
        {
          "section": "Ask, explore, publish \u2014 from anywhere [\u200b](https://learn.hex.tech/docs\\#ask-explore-publish",
          "note": "The direct docs capture exposes a dedicated Ask, explore, publish \u2014 from anywhere [\u200b](https://learn.hex.tech/docs\\#ask-explore-publish--from-anywhere \"Direct link to Ask, explore, publish \u2014 from anywhere\") route for the stated use case."
        },
        {
          "section": "Trust and control behind every answer [\u200b](https://learn.hex.tech/docs\\#trust-and-control-b",
          "note": "The direct docs capture exposes a dedicated Trust and control behind every answer [\u200b](https://learn.hex.tech/docs\\#trust-and-control-behind-every-answer \"Direct link to Trust and control behind every answer\") route for the stated use case."
        }
      ],
      "adaptation": [
        "Fits teams that need analysts and technical users to work in one artifact and distribute interactive outputs.",
        "Place prerequisites beside the The fastest way to get trusted answers from data [\u200b](https://learn.hex.tech/docs\\#the-fastest-way-to-get-trusted-answers-from-data \"Direct link to The fastest way to get trusted answers from data\") route before asking users to invest in setup."
      ],
      "tradeoff": "Flexible notebooks and apps require more authoring than a pure dashboard tool.",
      "first_step": "Start a project and connect a data source.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://learn.hex.tech/",
        "final_url": "https://learn.hex.tech/docs",
        "title": "What is Hex | Learn | Hex Technologies",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12286-928f-7256-b6dc-7c0a74f1bd34"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "stage_evidence": {
        "url": "https://hex.tech/blog/series-b/",
        "scrape_id": "01a12286-9f80-7600-b260-96c7c882af9a"
      }
    },
    {
      "slug": "dune-docs",
      "name": "Dune",
      "artifact": "docs-home",
      "topic": "Blockchain data analytics",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Community-first onchain analytics platform with SQL querying, dashboards, APIs, and curated data.",
      "use_for": "Query and visualize decoded blockchain data.",
      "observations": [
        {
          "section": "[\u200b](https://docs.dune.com/\\#products)  Products",
          "note": "The direct docs capture exposes a dedicated [\u200b](https://docs.dune.com/\\#products)  Products route for the stated use case."
        },
        {
          "section": "[\u200b](https://docs.dune.com/\\#apis-&-connectors)  APIs & Connectors",
          "note": "The direct docs capture exposes a dedicated [\u200b](https://docs.dune.com/\\#apis-&-connectors)  APIs & Connectors route for the stated use case."
        },
        {
          "section": "[\u200b](https://docs.dune.com/\\#use-cases)  Use Cases",
          "note": "The direct docs capture exposes a dedicated [\u200b](https://docs.dune.com/\\#use-cases)  Use Cases route for the stated use case."
        },
        {
          "section": "[\u200b](https://docs.dune.com/\\#resources)  Resources",
          "note": "The direct docs capture exposes a dedicated [\u200b](https://docs.dune.com/\\#resources)  Resources route for the stated use case."
        }
      ],
      "adaptation": [
        "Best for crypto-native analysis, protocol monitoring, and embedding onchain metrics into products.",
        "Place prerequisites beside the [\u200b](https://docs.dune.com/\\#products)  Products route before asking users to invest in setup."
      ],
      "tradeoff": "Its strongest specialization is blockchain data rather than general enterprise BI.",
      "first_step": "Open Getting started and run a query against a chain dataset.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.dune.com/",
        "final_url": "https://docs.dune.com/",
        "title": "Dune Docs - Dune Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12286-ac03-76f4-93a7-360751775e8d"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "stage_evidence": {
        "url": "https://dune.com/blog/series-b",
        "scrape_id": "01a12286-ba36-71d3-a189-1b0b3ca0f08b"
      }
    },
    {
      "slug": "census-docs",
      "name": "Census",
      "artifact": "docs-home",
      "topic": "Reverse ETL / data activation",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Reverse-ETL platform for activating warehouse data in business applications.",
      "use_for": "Sync modeled warehouse data into operational SaaS tools.",
      "observations": [
        {
          "section": "Activations [Copy link to the clipboard](https://fivetran.com/docs/activations\\#activation",
          "note": "The direct docs capture exposes a dedicated Activations [Copy link to the clipboard](https://fivetran.com/docs/activations\\#activations) route for the stated use case."
        },
        {
          "section": "New to Activations?",
          "note": "The direct docs capture exposes a dedicated New to Activations? route for the stated use case."
        },
        {
          "section": "New to Fivetran?",
          "note": "The direct docs capture exposes a dedicated New to Fivetran? route for the stated use case."
        },
        {
          "section": "Pre-built, automated rETL pipelines",
          "note": "The direct docs capture exposes a dedicated Pre-built, automated rETL pipelines route for the stated use case."
        }
      ],
      "adaptation": [
        "Fits modern data teams that want the warehouse to remain the source of truth while powering go-to-market workflows.",
        "Place prerequisites beside the Activations [Copy link to the clipboard](https://fivetran.com/docs/activations\\#activations) route before asking users to invest in setup."
      ],
      "tradeoff": "Requires reliable modeled warehouse data and destination-specific mapping/limits.",
      "first_step": "Connect a warehouse source and create a first sync to a destination.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.getcensus.com/",
        "final_url": "https://fivetran.com/docs/activations",
        "title": "Activations | Activations Docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12286-ce67-757d-b9c0-5993861f7ba0"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "stage_evidence": {
        "url": "https://techcrunch.com/2022/02/09/census-confirms-it-has-raised-a-60m-series-b-on-630m-valuation/",
        "scrape_id": "01a12286-daa2-750d-a662-bc23c7515a1c"
      }
    },
    {
      "slug": "modal-docs",
      "name": "Modal",
      "artifact": "docs-home",
      "topic": "AI infrastructure",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Modal provides a developer platform for deploying and running code and AI workloads without managing infrastructure.",
      "use_for": "Run serverless GPU and CPU workloads from Python.",
      "observations": [
        {
          "section": "Modal Documentation",
          "note": "The direct docs capture exposes a dedicated Modal Documentation route for the stated use case."
        },
        {
          "section": "Featured Examples",
          "note": "The direct docs capture exposes a dedicated Featured Examples route for the stated use case."
        }
      ],
      "adaptation": [
        "Use it for bursty model inference, batch jobs, and scheduled GPU tasks.",
        "Place prerequisites beside the Modal Documentation route before asking users to invest in setup."
      ],
      "tradeoff": "The Python-first abstraction is fast to adopt, but production workloads remain tied to Modal's runtime and pricing model.",
      "first_step": "Install the Modal Python package and follow Getting Started to deploy a first function.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://modal.com/docs",
        "final_url": "https://modal.com/docs",
        "title": "Modal Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12287-147a-7292-a3a8-480cdadc03a1"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "stage_evidence": {
        "url": "https://modal.com/blog/general-availability-and-series-a-press-release",
        "scrape_id": "01a12287-213b-713d-bc75-f7c218f95921"
      }
    },
    {
      "slug": "together-ai-docs",
      "name": "Together AI",
      "artifact": "docs-home",
      "topic": "AI model platform",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Together AI offers cloud APIs and infrastructure for running, customizing, and deploying open-source AI models.",
      "use_for": "Access open-source models through hosted inference and fine-tuning APIs.",
      "observations": [
        {
          "section": "Quickstart",
          "note": "The direct docs capture exposes a dedicated Quickstart route for the stated use case."
        },
        {
          "section": "Inference",
          "note": "The direct docs capture exposes a dedicated Inference route for the stated use case."
        },
        {
          "section": "Fine-tuning",
          "note": "The direct docs capture exposes a dedicated Fine-tuning route for the stated use case."
        },
        {
          "section": "Models",
          "note": "The direct docs capture exposes a dedicated Models route for the stated use case."
        }
      ],
      "adaptation": [
        "Use hosted inference for prototyping, then fine-tune or deploy selected models as requirements mature.",
        "Place prerequisites beside the Quickstart route before asking users to invest in setup."
      ],
      "tradeoff": "The breadth of models accelerates experimentation, while model behavior, availability, and economics vary by provider offering.",
      "first_step": "Create an API key and run the inference quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.together.ai/",
        "final_url": "https://docs.together.ai/intro",
        "title": "Overview - Together AI docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12287-3165-7617-9b22-05bff3a9f501"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series A",
      "stage_evidence": {
        "url": "https://www.together.ai/blog/series-a",
        "scrape_id": "01a12287-3e0a-754e-a41e-c0c0c916e49f"
      }
    },
    {
      "slug": "baseten-docs",
      "name": "Baseten",
      "artifact": "docs-home",
      "topic": "AI model serving",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "Baseten provides tooling and managed infrastructure for packaging, deploying, and scaling model inference.",
      "use_for": "Deploy and serve machine-learning models with production inference infrastructure.",
      "observations": [
        {
          "section": "[\u200b](https://docs.baseten.co/overview\\#choose-how-to-start)  Choose how to start",
          "note": "The direct docs capture exposes a dedicated [\u200b](https://docs.baseten.co/overview\\#choose-how-to-start)  Choose how to start route for the stated use case."
        },
        {
          "section": "[\u200b](https://docs.baseten.co/overview\\#model-apis)  Model APIs",
          "note": "The direct docs capture exposes a dedicated [\u200b](https://docs.baseten.co/overview\\#model-apis)  Model APIs route for the stated use case."
        },
        {
          "section": "[\u200b](https://docs.baseten.co/overview\\#dedicated-inference)  Dedicated inference",
          "note": "The direct docs capture exposes a dedicated [\u200b](https://docs.baseten.co/overview\\#dedicated-inference)  Dedicated inference route for the stated use case."
        },
        {
          "section": "[\u200b](https://docs.baseten.co/overview\\#inference-engines)  Inference engines",
          "note": "The direct docs capture exposes a dedicated [\u200b](https://docs.baseten.co/overview\\#inference-engines)  Inference engines route for the stated use case."
        }
      ],
      "adaptation": [
        "Use Truss to standardize model packaging and Baseten endpoints to expose inference to applications.",
        "Place prerequisites beside the [\u200b](https://docs.baseten.co/overview\\#choose-how-to-start)  Choose how to start route before asking users to invest in setup."
      ],
      "tradeoff": "Managed serving reduces platform work but introduces platform-specific deployment conventions and spend.",
      "first_step": "Follow the deployment quickstart to package and deploy a model.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://docs.baseten.co/",
        "final_url": "https://docs.baseten.co/overview",
        "title": "Baseten overview - Baseten",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12287-71b1-73b8-9d4d-bceeb6bff2e1"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "stage_evidence": {
        "url": "https://www.baseten.co/blog/announcing-our-series-b/",
        "scrape_id": "01a12287-851d-72db-892c-769fd95ccfc6"
      }
    },
    {
      "slug": "elevenlabs-docs",
      "name": "ElevenLabs",
      "artifact": "docs-home",
      "topic": "Voice AI",
      "patterns": [
        "capability-map",
        "workflow-explanation"
      ],
      "summary": "ElevenLabs provides APIs and tools for speech generation, cloning, transcription, and conversational voice applications.",
      "use_for": "Generate and understand speech for voice products and agents.",
      "observations": [
        {
          "section": "How ElevenLabs works",
          "note": "The direct docs capture exposes a dedicated How ElevenLabs works route for the stated use case."
        },
        {
          "section": "Concepts",
          "note": "The direct docs capture exposes a dedicated Concepts route for the stated use case."
        },
        {
          "section": "Choose your path",
          "note": "The direct docs capture exposes a dedicated Choose your path route for the stated use case."
        },
        {
          "section": "Meet the models",
          "note": "The direct docs capture exposes a dedicated Meet the models route for the stated use case."
        }
      ],
      "adaptation": [
        "Prototype voice output with text-to-speech, then add conversational or speech-to-text capabilities.",
        "Place prerequisites beside the How ElevenLabs works route before asking users to invest in setup."
      ],
      "tradeoff": "High-quality expressive voices simplify product development, while voice consistency, consent, and usage costs require governance.",
      "first_step": "Create an account and call the text-to-speech API from the quickstart.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://elevenlabs.io/docs",
        "final_url": "https://elevenlabs.io/docs/overview/intro",
        "title": "Documentation | ElevenLabs Documentation",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a12287-adcd-777e-bc22-11caef3b54e3"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Series B",
      "stage_evidence": {
        "url": "https://elevenlabs.io/blog/series-b",
        "scrape_id": "01a12287-959a-7699-9cae-127649137cb9"
      }
    },
    {
      "slug": "arcjet-docs",
      "name": "Arcjet",
      "artifact": "docs-home",
      "topic": "developer security and abuse prevention",
      "patterns": [
        "capability-map",
        "workflow-explanation",
        "prerequisites"
      ],
      "summary": "Arcjet's documentation maps developer security and abuse-prevention capabilities, including Welcome to Arcjet, Get started.",
      "use_for": "A developer-oriented security product with unusually actionable docs for adding abuse controls and security decisions inside application code.",
      "observations": [
        {
          "section": "Welcome to Arcjet",
          "note": "The direct documentation capture exposes a welcome to arcjet route relevant to the documented developer security tasks."
        },
        {
          "section": "Get started",
          "note": "The direct documentation capture exposes a get started route relevant to the documented developer security tasks."
        },
        {
          "section": "Coding agents",
          "note": "The direct documentation capture exposes a coding agents route relevant to the documented developer security tasks."
        },
        {
          "section": "AI agent frameworks",
          "note": "The direct documentation capture exposes a ai agent frameworks route relevant to the documented developer security tasks."
        }
      ],
      "adaptation": [
        "A developer-oriented security product with unusually actionable docs for adding abuse controls and security decisions inside application code.",
        "Place prerequisites, safe defaults, and deployment steps beside the first code example so teams can evaluate the security effect before broad rollout."
      ],
      "tradeoff": "Security decisions in application code require careful threat modeling and monitoring; a young vendor may have less ecosystem depth than established WAF providers.",
      "first_step": "Open the getting-started route, run one documented protection locally, and verify the observed behavior against an explicit abuse scenario.",
      "reviewed_on": "2026-10-09",
      "source": {
        "url": "https://arcjet.com/docs",
        "final_url": "https://docs.arcjet.com/",
        "title": "Arcjet docs",
        "retrieval": "Firecrawl live scrape",
        "scrape_id": "01a122b2-d6d7-70bd-95a2-eb45010255fd"
      },
      "version": {
        "kind": "dated-page",
        "value": "2026-10-09"
      },
      "company_stage": "Seed",
      "stage_evidence": {
        "url": "https://arcjet.com/blog/launching-the-future-of-developer-security-seed-funding-from-a16z",
        "scrape_id": "01a122b2-e5ea-7695-9251-b3889f3c5a2d"
      }
    }
  ]
}