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J·BJon BishopIndependent growth marketer

Explain your product. Help developers get started.

Developer-tool README examples

Study repository READMEs with commit-pinned sources, section annotations and practical ideas for explaining a developer product.

518 annotated examples238 READMEs · 280 docs homepages

238 examples

Download & reuseJSON datasetREADME starter (Markdown)
READMEsBackend platform

Supabase

A platform README that connects a feature checklist to documentation and explains the components behind the product.

Capability mapDeployment choicesSupport routes
Commit-pinned README
READMEsProduct analytics

PostHog

A broad product README with a clear cloud recommendation, an advanced self-hosting route and an explicit open-source-versus-paid section.

Capability mapDeployment choicesEdition boundaries
Commit-pinned README
READMEsDurable workflows

Trigger.dev

A workflow platform README that explains how tasks fit into an existing codebase, then connects deployment, environments and run visibility.

Workflow explanationDeployment choicesSupport routes
Commit-pinned README
READMEsAI observability

Langfuse

An AI developer platform README combining cloud, self-hosting and demo routes with a quickstart that ends at a visible trace.

Deployment choicesVisible first result
Commit-pinned README
READMEsCommunication infrastructure

Novu

A communication platform README that separates product notifications from agent communication and groups providers by channel.

Capability mapEdition boundariesUse-case routes
Commit-pinned README
READMEsWeb framework

Hono

A compact framework README that shows a small route example before its scaffolding command and feature overview.

Visible first resultConcise code exampleSupport routes
Commit-pinned README
READMEsAPI clients

OpenAI Python SDK

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.

Upfront prerequisitesCapability map
Commit-pinned README
READMEsAI APIs

Anthropic Python SDK

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.

Upfront prerequisitesSupport routesCapability map
Commit-pinned README
READMEsAI application framework

LangChain

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.

Visible first resultCapability mapUse-case routes
Commit-pinned README
READMEsAI integrations

MCP Servers

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.

Capability mapStack-specific routes
Commit-pinned README
READMEsContainer orchestration

Docker Compose

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.

Capability mapDeployment choicesWorkflow explanation
Commit-pinned README
READMEsContainer orchestration

Kubernetes

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.

Capability mapDeployment choicesWorkflow explanation
Commit-pinned README
READMEsInfrastructure as code

Terraform

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.

Visible first resultCapability map
Commit-pinned README
READMEsObservability platform

Grafana

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.

Support routesCapability map
Commit-pinned README
READMEsMonitoring and metrics

Prometheus

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.

Upfront prerequisitesCapability map
Commit-pinned README
READMEsError monitoring

Sentry

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.

Support routesCapability map
Commit-pinned README
READMEsError monitoring SDK

Sentry JavaScript SDK

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.

Capability map
Commit-pinned README
READMEsPython web framework

FastAPI

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.

Visible first resultUpfront prerequisitesCapability map
Commit-pinned README
READMEsPHP web framework

Laravel

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.

Capability mapUse-case routesStack-specific routes
Commit-pinned README
READMEsRuby web framework

Ruby on Rails

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.

Capability mapUse-case routesStack-specific routes
Commit-pinned README
READMEsFrontend build tool

Vite

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.

Support routesCapability map
Commit-pinned README
READMEsWeb framework

Astro

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.

Upfront prerequisitesSupport routesCapability map
Commit-pinned README
READMEsCSS framework

Tailwind CSS

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.

Upfront prerequisitesSupport routesCapability map
Commit-pinned README
READMEsUI component system

shadcn/ui

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.

Support routesCapability mapUse-case routes
Commit-pinned README
READMEsDatabase toolkit

Prisma

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.

Visible first resultUpfront prerequisitesCapability map
Commit-pinned README
READMEsTypeScript ORM

Drizzle ORM

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.

Capability map
Commit-pinned README
READMEsServerless Postgres

Neon

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.

Visible first resultCapability mapUse-case routes
Commit-pinned README
READMEsBackend platform

Appwrite

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.

Upfront prerequisitesCapability mapUse-case routes
Commit-pinned README
READMEsBackend platform

Convex

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.

Visible first resultSupport routesCapability map
Commit-pinned README
READMEsGraphQL platform

Hasura

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.

Capability mapEdition boundaries
Commit-pinned README
READMEsType-safe API framework

tRPC

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.

Capability mapStack-specific routes
Commit-pinned README
READMEsRemote procedure calls

gRPC

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.

Capability mapUse-case routesStack-specific routes
Commit-pinned README
READMEsAuthentication

Clerk JavaScript SDK

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.

Capability mapUse-case routesStack-specific routes
Commit-pinned README
READMEsAuthentication

Better Auth

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.

Support routesCapability map
Commit-pinned README
READMEsEmail library

Nodemailer

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.

Support routesCapability mapStack-specific routes
Commit-pinned README
READMEsDurable functions

Inngest

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.

Visible first resultCapability mapWorkflow explanation
Commit-pinned README
READMEsDurable execution

Temporal

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.

Visible first resultCapability mapWorkflow explanation
Commit-pinned README
READMEsBackground task orchestration

Hatchet

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.

Capability mapWorkflow explanation
Commit-pinned README
READMEsDeveloper platform

Windmill

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.

Capability mapDeployment choicesWorkflow explanation
Commit-pinned README
READMEsWorkflow orchestration

Apache Airflow

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.

Upfront prerequisitesCapability mapWorkflow explanation
Commit-pinned README
READMEsSearch engine

Typesense

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.

Capability map
Commit-pinned README
READMEsPayments API

Stripe Node SDK

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.

Upfront prerequisitesCapability map
Commit-pinned README
READMEsHeadless CMS

Strapi

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.

Visible first resultCapability mapDeployment choices
Commit-pinned README
READMEsAnalytical database

ClickHouse

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.

Upfront prerequisitesSupport routesCapability map
Commit-pinned README
READMEsAnalytical database

DuckDB

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.

Upfront prerequisitesCapability mapStack-specific routes
Commit-pinned README
READMEsWorkflow automation

n8n

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.

Workflow explanationDeployment choicesVisible first result
Commit-pinned README
READMEsScheduling software

Cal.diy

Cal.diy’s README distinguishes its community scheduling project from the commercial Cal.com service, explains its self-hosted intent and gives development setup routes.

Deployment choicesUpfront prerequisitesStack-specific routes
Commit-pinned README
READMEsTerminal workspace

Zellij

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsShell and data scripting

Nushell

The Nushell README organizes its introduction around Nushell, Table of Contents, Status and links readers to practical setup information.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsTerminal file management

Yazi

The Yazi README organizes its introduction around Yazi - ⚡️ Blazing Fast Terminal File Manager, Project status, Documentation and links readers to practical setup information.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsCode quality tooling

ShellCheck

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsContainer tooling

Hadolint

The Hadolint README organizes its introduction around Hadolint - Haskell Dockerfile Linter, Table of Contents, How to use and links readers to practical setup information.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsPython tooling

uv

The uv README organizes its introduction around Highlights, Installation, On macOS and Linux. and links readers to practical setup information.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsPython linting

Ruff

The Ruff README organizes its introduction around Ruff, Testimonials, Table of Contents and links readers to practical setup information.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsJavaScript runtime

Deno

The Deno README organizes its introduction around Deno, Installation, Build and install from source and links readers to practical setup information.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsGit output viewer

Delta

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsCommand runner

just

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source software

OSS Review Toolkit

The README describes ORT as a suite of tools for analyzing third-party software dependencies and licenses.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

Grip

The README presents Grip as GitHub Readme Instant Preview and documents running a local server to render README files.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

MarkItDown

The README documents MarkItDown as a Python tool for converting files and office documents to Markdown, with pip installation.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

Etherpad

The README identifies Etherpad as a real-time collaborative document editor and provides installation commands.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

Metabase

The README describes Metabase as an open-source business intelligence platform and links installation guides.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

Journal of Open Source Software

The README describes JOSS as an academic journal with formal peer review for research software packages.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

R CLI

The README documents an R package for building beautiful and useful command-line interfaces, including alert and formatting examples.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

CLI-Anything

The README documents CLI-Anything as a toolkit that generates command-line interfaces for software and includes installation and test instructions.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

PR-Agent

The README documents PR-Agent as an open-source pull-request reviewer with CLI and GitHub/GitLab/Bitbucket usage examples.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

Spec Kit

The README provides installation for the Specify CLI and describes Spec-Driven Development workflows.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

NYT Library

The README documents a Node/Express-based application with deployment, app-structure, and server instructions.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

changedetection.io

The README describes changedetection.io as software for automatically detecting website changes and monitoring web pages in real time.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

restic

The README introduces restic and directs users to installation and usage documentation, with quick-start commands and backend documentation.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

Syncthing

The fetched README is the project repository README and includes Syncthing project goals and installation-related project documentation.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

Thunderbird for Android

The README identifies Thunderbird for Android as a privacy-focused email app built on open-source technology.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

Immich

The README links the project documentation and installation guides for Immich, an open-source self-hosted application.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

Actual

The README describes Actual as a 100% free, open-source, local-first personal finance tool written in NodeJS.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source software

FreshRSS

The README documents FreshRSS installation and server configuration and lists support for 20+ languages.

Capability mapVisible first resultSupport routes
Commit-pinned README
READMEsOpen-source developer software

react

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

core

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

svelte

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

node

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

rails

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

cli

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

ansible

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

curl

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

git

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

neovim

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

ripgrep

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

fd

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

bat

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

jq

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

yq

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsOpen-source developer software

flask

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.

Visible first resultUpfront prerequisitesSupport routes
Commit-pinned README
READMEsDeveloper infrastructure

Bazel

Bazel uses its README to orient users to the project and link them into setup and reference materials.

Visible first resultStack-specific routes
Commit-pinned README
READMEsDeveloper infrastructure

Caddy

- [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]

Capability mapVisible first result
Commit-pinned README
READMEsDeveloper infrastructure

Envoy

![Envoy Logo](https://github.com/envoyproxy/artwork/blob/main/PNG/EnvoyLogoFinalPANTONE.png)

Stack-specific routesSupport routes
Commit-pinned README
READMEsObservability and search

OpenTelemetry Collector

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.

Support routesWorkflow explanation
Commit-pinned README
READMEsOpen-source developer software

Meilisearch

[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.

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NATS Server

[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

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Cal.diy

> [!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

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Appsmith

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

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READMEsSecurity and identity

OpenBao

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).

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Infisical

[Infisical](https://infisical.com) is the open source security infrastructure platform that teams use for secrets, certificates, and privileged access management.

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age

age is a simple, modern and secure file encryption tool, format, and Go library.

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Open Policy Agent

Open Policy Agent (OPA) is an open source, general-purpose policy engine that enables unified, context-aware policy enforcement across the entire stack.

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Kyverno

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

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Trivy

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.

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Semgrep

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.

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Falco

[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.

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Authelia

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.

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Gitleaks

Gitleaks uses its README to orient users to the project and link them into setup and reference materials.

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Payload

> [!IMPORTANT] > Star this repo or keep an eye on it to follow along.

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Medusa

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)

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Ghost

&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/

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Wiki.js

![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

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AppFlowy

- [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

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Mattermost

[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

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Rocket.Chat

[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.

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Istio

Istio is an open source service mesh that layers transparently onto existing distributed applications. Istio’s 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 – with few or no service code changes.

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Linkerd

Linkerd uses its README to orient users to the project and link them into setup and reference materials.

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Apache Kafka

[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.

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Apache Flink

Apache Flink is an open source stream processing framework with powerful stream- and batch-processing capabilities.

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READMEsDatabase and data infrastructure

Milvus

🐦 [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.

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OpenSearch

- [Welcome!](#welcome) - [Project Resources](#project-resources) - [Code of Conduct](#code-of-conduct) - [Security](#security) - [License](#license) - [Copyright](#copyright) - [Trademark](#trademark)

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Prefect

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.

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Apache Superset

Apache Superset uses its README to orient users to the project and link them into setup and reference materials.

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Saleor

- [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

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MinIO

> [!NOTE] > THIS REPOSITORY IS NO LONGER MAINTAINED. > > Alternatives: > - [AIStor Free](https://min.io/download) — Full-featured, standalone edition for community use (free license) > - [AIStor Enterprise](https://min.io/pricing) — Distributed edition with commercial support

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Jitsi Meet

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.

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Directus

Directus uses its README to orient users to the project and link them into setup and reference materials.

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READMEsOpen-source developer software

Dagster

Dagster uses its README to orient users to the project and link them into setup and reference materials.

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etcd

Note: The main branch may be in an unstable or even broken state during development. For stable versions, see [releases][github-release].

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TiDB

TiDB (/’taɪdiːbi:/, "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.

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CockroachDB

CockroachDB is a cloud-native distributed SQL database designed to build, scale, and manage modern, data-intensive applications.

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Vitess

Vitess is a cloud-native horizontally-scalable distributed database system that is built around MySQL. Vitess can achieve unlimited scaling through generalized sharding.

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YugabyteDB

YugabyteDB uses its README to orient users to the project and link them into setup and reference materials.

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SurrealDB

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

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RethinkDB

[RethinkDB](https://www.rethinkdb.com) ======================================

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TimescaleDB

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.

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Argo CD

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

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Lefthook

A community-maintained open-source project README that Install and usage are separated before configuration guidance.

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pre-commit

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.

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git-cliff

A community-maintained open-source project README that Documentation is paired with media mentions, editor support, related projects, and contributors.

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Vale

A community-maintained open-source project README that A short positioning line is followed by sponsor visibility and spotlight sections.

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lychee

A community-maintained open-source project README that A table of contents precedes development and installation material.

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fzf

A community-maintained open-source project README that Highlights establish the value before a table of contents and installation.

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Starship

A community-maintained open-source project README that Installation is presented as a numbered setup sequence.

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Atuin

A community-maintained open-source project README that Features are followed by documentation and supported-platform coverage.

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zoxide

A community-maintained open-source project README that Getting started leads into installation and configuration.

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bottom

A community-maintained open-source project README that A table of contents is followed by features and support.

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btop++

A community-maintained open-source project README that A news section sits near the top before documentation.

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K9s

A community-maintained open-source project README that The headline is followed by a note, screenshots, and demo recordings.

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lazydocker

A community-maintained open-source project README that Sponsors appear before the elevator pitch and requirements.

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dive

A community-maintained open-source project README that The product name is followed by a compact feature explanation.

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direnv

A community-maintained open-source project README that Use cases introduce the tool before explaining how it works.

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Watchexec

A community-maintained open-source project README that Features lead into a quick-start path and then installation.

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hyperfine

A community-maintained open-source project README that Features are followed by usage and basic benchmarks.

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Tokei

A community-maintained open-source project README that A short example precedes API documentation and a table of contents.

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gitui

A community-maintained open-source project README that Badges and project identity lead into a table of contents.

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gitoxide

A community-maintained open-source project README that Development status is explicit before feature discovery.

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mdBook

A community-maintained open-source project README that The README is intentionally short and centers the project name.

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cargo-nextest

A community-maintained open-source project README that The project name is followed by focused status notes rather than a broad marketing page.

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eza

A community-maintained open-source project README that Installation is followed by display, filtering, and long-view option groups.

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procs

A community-maintained open-source project README that Documentation quick links appear before the feature list.

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Apache DataFusion

A community-maintained open-source project README that The README opens with concrete capabilities framed as questions.

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Apache Iceberg

A community-maintained open-source project README that Status appears before collaboration guidance.

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Apache Hudi

A community-maintained open-source project README that Features are organized by ingestion, storage, and indexing.

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Apache Doris

A community-maintained open-source project README that Use cases come before core capabilities and ecosystem material.

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Apache Druid

A community-maintained open-source project README that Getting started is followed by documentation and community.

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Apache Pinot

A community-maintained open-source project README that The introduction defines the system before a feature list.

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Ibis

A community-maintained open-source project README that The README explains the concept before showing getting-started material.

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Datasette

A community-maintained open-source project README that Installation is followed by a basic usage path.

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sqlite-utils

A community-maintained open-source project README that Feature highlights precede installation.

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Vaex

A community-maintained open-source project README that The page defines the tool before installation.

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OpenLineage

A community-maintained open-source project README that Overview and problem framing come before scope.

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Marquez

A community-maintained open-source project README that Badges and project status appear before adopters and try-it guidance.

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READMEssecurity

OWASP Dependency-Track

A community-maintained open-source project README that Quickstart comes before documentation and contribution.

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OpenSCAP

A community-maintained open-source project README that About and contributing are separated from use cases.

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KeePassXC

A community-maintained open-source project README that Quick start precedes a feature list.

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Vaultwarden

A community-maintained open-source project README that Features and usage are separate top-level sections.

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DOLIBARR ERP & CRM

A community-maintained open-source project README that Installation is broken into package and generic step-by-step routes.

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OpenMRS

A community-maintained open-source project README that Build prerequisites and command are separated.

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OpenEMR

A community-maintained open-source project README that The project identity is followed by contribution and support links.

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Paperless-ngx

A community-maintained open-source project README that Features and getting started are prominent before documentation.

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Kimai

A community-maintained open-source project README that Links and requirements are listed before installation.

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READMEssubscription billing and payments

Kill Bill

The subscription billing and payments README introduces Kill Bill through its key capabilities and contributor or deployment routes.

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READMEsERP, CRM, and business operations

Dolibarr

The ERP, CRM, and business operations README introduces Dolibarr through its key capabilities and contributor or deployment routes.

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READMEsself-hosted helpdesk and shared inbox

FreeScout

The self-hosted helpdesk and shared inbox README introduces FreeScout through its key capabilities and contributor or deployment routes.

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READMEsself-hosted newsletter and mailing-list management

listmonk

The self-hosted newsletter and mailing-list management README introduces listmonk through its key capabilities and contributor or deployment routes.

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Keycloak

The identity and access management README introduces Keycloak through its key capabilities and contributor or deployment routes.

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authentik

The identity provider README introduces authentik through its key capabilities and contributor or deployment routes.

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Casdoor

The identity and access management README introduces Casdoor through its key capabilities and contributor or deployment routes.

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External Secrets Operator

The Kubernetes secrets synchronization README introduces External Secrets Operator through its key capabilities and contributor or deployment routes.

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Secrets Store CSI Driver

The Kubernetes secrets delivery README introduces Secrets Store CSI Driver through its key capabilities and contributor or deployment routes.

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Cosign

The artifact signing and verification README introduces Cosign through its key capabilities and contributor or deployment routes.

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OAuth2 Proxy

The reverse proxy and identity-aware access README introduces OAuth2 Proxy through its key capabilities and contributor or deployment routes.

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READMEsOpen-source software

Plausible Analytics

Plausible Analytics: a pinned README that routes readers through Why Plausible?, Why is Plausible Analytics Cloud not free like Google Analytics?.

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Chatwoot

Chatwoot: a pinned README that routes readers through Captain – AI Agent for Support, Omnichannel Support Desk.

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READMEsOpen-source software

Twenty

The #1 Open-Source CRM: a pinned README that routes readers through Why Twenty, Installation.

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Outline

Outline: a pinned README that routes readers through Installation, Contributing.

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Airbyte

Airbyte: a pinned README that routes readers through Pick the right Airbyte Platform for the job, Getting Started — Data Movement (ELT).

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Invoice Ninja

Invoice Ninja 5: a pinned README that routes readers through Installation Options and Clients, Mobile Apps.

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Hasura GraphQL Engine

Hasura GraphQL Engine: a pinned README that routes readers through Hasura V3, Hasura V2.

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OpenStatus

OpenStatus README, pinned to commit e36446d; it routes readers through About openstatus, Why openstatus?.

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Formbricks

Formbricks README, pinned to commit 2c5c3b1; it routes readers through ✨ About Formbricks, 💪 Mission: Empower your team, craft an irresistible experience..

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Documenso

Documenso README, pinned to commit 38ecb21; it routes readers through About Documenso, Recognition.

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Steel

Steel README, pinned to commit 1131a02; it routes readers through ✨ Highlights, 🛠️ Getting Started.

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Activepieces

Activepieces README, pinned to commit 945ac21; it routes readers through 🤯 Welcome to Activepieces, 🔥 Why Activepieces is Different:.

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PocketBase

PocketBase README, pinned to commit 6f370ea; it routes readers through API SDK clients, Overview.

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Evidence

Evidence README, pinned to commit a504920; it routes readers through How It Works, Install.

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Lightdash

Lightdash README, pinned to commit 3f16e8c; it routes readers through Why Lightdash, Start with Cloud.

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Cube

Cube README, pinned to commit 71b364f; it routes readers through Why Cube Core?, Getting Started.

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SQLMesh

SQLMesh README, pinned to commit d69c262; it routes readers through Core Features, Getting Started.

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Meltano

Meltano README, pinned to commit 383e12e; it routes readers through Integrations, Installation.

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dlt

dlt README, pinned to commit 5084786; it routes readers through Installation, Quick Start.

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Kestra

Kestra README, pinned to commit 72d6031; it routes readers through 🌟 What is Kestra?, 📖 Table of Contents.

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READMEsOpen-source software

QuestDB

QuestDB README, pinned to commit 77c6cf2; it routes readers through Get started, Ingress and egress over QWP.

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Commit-pinned README
READMEsOpen-source software

SigNoz

SigNoz README, pinned to commit 6b13794; it routes readers through Choose how to run SigNoz, What can you monitor?.

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Commit-pinned README
READMEsOpen-source software

Highlight

Highlight README, pinned to commit 79c3ea3; it routes readers through highlight.io: the open-source, fullstack monitoring platform., Table of Contents.

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Commit-pinned README
READMEsOpen-source software

OpenObserve

OpenObserve README, pinned to commit f87d740; it routes readers through Table of Contents, Why OpenObserve?.

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Commit-pinned README
READMEsOpen-source software

OpenFGA

OpenFGA README, pinned to commit 526995e; it routes readers through Highlights, Table of Contents.

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Commit-pinned README
READMEsOpen-source software

ZITADEL

ZITADEL README, pinned to commit ad835ef; it routes readers through The Identity Infrastructure for Developers, Why ZITADEL.

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Commit-pinned README
READMEsOpen-source software

CrowdSec

CrowdSec README, pinned to commit 526e717; it routes readers through Features & Advantages, Versatile Security Engine.

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Commit-pinned README
READMEsOpen-source software

NetBird

NetBird README, pinned to commit 67c2041; it routes readers through Self-host NetBird (video), Key features.

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Commit-pinned README
READMEsOpen-source software

Frappe CRM

Frappe CRM README, pinned to commit 9d1f273; it routes readers through Motivation, Key Features.

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Commit-pinned README
READMEsOpen-source software

EspoCRM

EspoCRM README, pinned to commit 9ed328d; it routes readers through Architecture, Demo.

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Commit-pinned README
READMEsOpen-source software

Krayin CRM

Krayin CRM README, pinned to commit 64b9125; it routes readers through Introduction, Demo.

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READMEsOpen-source software

Horilla

Horilla README, pinned to commit b947b08; it routes readers through Installation, Clone the Repository.

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Commit-pinned README
READMEsOpen-source software

Zammad

Zammad README, pinned to commit e0cfbbf; it routes readers through The Software, The Company - Zammad GmbH.

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Commit-pinned README
READMEsOpen-source software

Tracim

Tracim README, pinned to commit 07487d3; it routes readers through Collapse file tree, Files.

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Commit-pinned README
READMEsOpen-source software

erxes

erxes README, pinned to commit bfe129a; it routes readers through What does erxes mean? How do you pronounce it?, What is erxes?.

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Commit-pinned README
READMEsOpen-source software

IDURAR

IDURAR README, pinned to commit e935dec; it routes readers through Features :, May i can use IDURAR for Commercial use :.

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Commit-pinned README
READMEsOpen-source software

Mautic

Mautic README, pinned to commit bc46b64; it routes readers through Supported Versions, Installation.

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READMEsOpen-source software

Monica

Monica README, pinned to commit 6e6ec21; it routes readers through Introduction, Features.

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READMEsOpen-source software

SuiteCRM

SuiteCRM README, pinned to commit 7ffe64d; it routes readers through Getting Started, Demo.

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Commit-pinned README
READMEsOpen-source software

Linkwarden

Linkwarden README, pinned to commit 952ac45; it routes readers through Intro & motivation, Features.

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Commit-pinned README
READMEsOpen-source software

Umami

Umami README, pinned to commit ec0ff50; it routes readers through 🚀 Getting Started, 🛠 Installing from Source.

Capability mapWorkflow explanationDeployment choicesSupport routes
Commit-pinned README
READMEsOpen-source software

Jackson

Jackson README, pinned to commit e13ed65; it routes readers through Ory Polis on the Ory Network, Ory Polis On-premise support.

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Commit-pinned README
READMEsOpen-source software

Memos

Memos README, pinned to commit d566184; it routes readers through Memos, Why Memos?.

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Commit-pinned README
READMEsOpen-source software

Plane

Plane README, pinned to commit bab49bb; it routes readers through 🚀 Installation, 🌟 Features.

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Reviewed 2026-10-09. These annotations describe public content and navigation. They do not claim conversion improvements or tested onboarding.

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