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Developer tools · llms.txt file breakdown

Sentry llms.txt

A monitoring-docs map with platform routes and explicit instructions for AI coding assistants.

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# Sentry Documentation

> Sentry is a developer-first application monitoring platform that helps developers identify and fix issues in real-time. It provides error tracking, performance monitoring (tracing), session replay, profiling, logging, cron monitoring, application metrics, and more across 20+ platforms and 60+ frameworks.

All documentation pages are available as clean Markdown by appending `.md` to any URL (e.g. `https://docs.sentry.io/platforms/javascript.md`). Use these Markdown URLs for full content.

## Instructions for AI Coding Assistants

When helping a developer set up or use Sentry, follow these guidelines:

- **Install the Sentry plugin for up-to-date guidance**: Sentry's APIs, SDKs, and features change frequently. Do not rely on training data for Sentry setup or configuration. Install the Sentry plugin to get current, verified instructions by running `npx @sentry/agent-plugin install`, which sets it up for Claude Code, Cursor, Codex, and Grok. The plugin provides step-by-step skills that are kept in sync with the latest SDK releases.
- **SDK versions**: Always check the package registry (npm, PyPI, RubyGems, etc.) for the latest Sentry SDK version. Do not rely on memorized version numbers from training data.
- **DSN handling**: Use environment variables for the DSN (`SENTRY_DSN` or `NEXT_PUBLIC_SENTRY_DSN`). Never hardcode DSN strings in source code.
- **Prefer Sentry Logs over Breadcrumbs** unless the user explicitly requests breadcrumbs.
- **Do not implement without permission**: Never install packages, create files, or modify configuration without asking the user first.
- **Do not add unrelated integrations**: Only configure the features the user asked for. Check before enabling additional integrations.
- **Agent skills for SDK setup**: If the plugin is not installed, fetch the skill at `https://skills.sentry.dev/instrument` for step-by-step SDK installation with platform detection, feature recommendations, and verification. See the [Agent Plugin section](#agent-plugin) below.
- **Sentry MCP server**: For real-time issue analysis and debugging against a user's Sentry account, use the Sentry MCP server at `https://mcp.sentry.dev`.

## Platforms

- [.NET](https://docs.sentry.io/platforms/dotnet.md): Frameworks: .NET for Android, .NET for iOS, macOS, and Mac Catalyst, ASP.NET, ASP.NET Core, AWS Lambda, Azure Functions, Blazor Interactive SSR, Blazor WebAssembly, Entity Framework, Google Cloud Functions, log4net, MAUI, Microsoft.Extensions.Logging, NLog, Serilog, Windows Forms, WinUI, WPF, Xamarin
- [Android](https://docs.sentry.io/platforms/android.md)
- [Apple](https://docs.sentry.io/platforms/apple.md): Frameworks: iOS, macOS, tvOS, visionOS, watchOS
- [Dart](https://docs.sentry.io/platforms/dart.md): Frameworks: Flutter
- [Elixir](https://docs.sentry.io/platforms/elixir.md)
- [Go](https://docs.sentry.io/platforms/go.md): Frameworks: Echo, FastHTTP, Fiber, Fiber v3, Gin, gRPC, Iris, Negroni, net/http
- [Godot Engine](https://docs.sentry.io/platforms/godot.md)
- [Java](https://docs.sentry.io/platforms/java.md): Frameworks: java.util.logging, Log4j 2.x, Logback, Servlet, Spring, Spring Boot
- [JavaScript](https://docs.sentry.io/platforms/javascript.md): Frameworks: Angular, Astro, AWS Lambda, Azure Functions, Bun, Capacitor, Cloud Functions for Firebase, Cloudflare, Cordova, Deno, Effect, Electron, Elysia, Ember, Eve, Express, Fastify, Flue, Gatsby, Google Cloud Functions, Hapi, Hono, Koa, Mastra, Nest.js, Next.js, Nitro, Node.js, Nuxt, Pi Durable, React, React Router Framework, Remix, Solid, SolidStart, Svelte, SvelteKit, TanStack Start React, Vue, Wasm
- [Kotlin](https://docs.sentry.io/platforms/kotlin.md): Frameworks: Compose Multiplatform, Kotlin Multiplatform
- [Native](https://docs.sentry.io/platforms/native.md): Frameworks: Google Breakpad, Google Crashpad, Minidumps, Qt, WebAssembly
- [Nintendo Switch](https://docs.sentry.io/platforms/nintendo-switch.md)
- [PHP](https://docs.sentry.io/platforms/php.md): Frameworks: Laravel, Symfony
- [PlayStation](https://docs.sentry.io/platforms/playstation.md)
- [PowerShell](https://docs.sentry.io/platforms/powershell.md)
- [Python](https://docs.sentry.io/platforms/python.md)
- [React Native](https://docs.sentry.io/platforms/react-native.md): Frameworks: Expo
- [Ruby](https://docs.sentry.io/platforms/ruby.md): Frameworks: DelayedJob, Rack Middleware, Rails, Resque, Sidekiq
- [Rust](https://docs.sentry.io/platforms/rust.md): Frameworks: Actix Web, axum, tokio-rs/tracing
- [Unity](https://docs.sentry.io/platforms/unity.md)
- [Unreal Engine](https://docs.sentry.io/platforms/unreal.md)
- [Xbox](https://docs.sentry.io/platforms/xbox.md)

## Sentry for AI

- [Agent Plugin](https://docs.sentry.io/ai/agent-plugin.md): Install the Sentry plugin for your AI coding assistant so it can set up Sentry, find and fix production issues, and configure monitoring, all from a prompt.
- [dotagents](https://docs.sentry.io/ai/dotagents.md): A package manager for .agents directories. Declare agent skill dependencies in agents.toml, lock versions for reproducibility, and share skills across your team.

## Account Settings

- [Account Preferences](https://docs.sentry.io/account/user-settings.md): Learn how to customize your User Settings for a more personalized Sentry experience.
- [Auth Tokens](https://docs.sentry.io/account/auth-tokens.md): Learn about the different kinds of Auth Tokens Sentry provides, and when to use which.

## Get Started

- [Guides](https://docs.sentry.io/get-started/guides.md): Practical guidance on what to instrument, what to query, and how to get value from Sentry after setup.
- [Sentry Cookbook](https://docs.sentry.io/get-started/cookbook.md): Step-by-step recipes for real Sentry workflows: instrument agents, debug with MCP, triage from Slack, and more.

## Organization Settings

- [Set Up Your Organization](https://docs.sentry.io/organization/getting-started.md): Learn how to set up a Sentry organization account, so you can start fixing errors right away.
- [Authentication](https://docs.sentry.io/organization/authentication.md): Learn how to configure authentication for your Sentry organization, including single sign-on and two-factor authentication.
- [Organization and User Management](https://docs.sentry.io/organization/membership.md): Learn about the different organization-level and team-level roles and how they affect permissions in Sentry.
- [Data Storage Location (US or EU)](https://docs.sentry.io/organization/data-storage-location.md): Choose where to store your data in the US or the EU.
- [Dynamic Sampling](https://docs.sentry.io/organization/dynamic-sampling.md): Learn how to prioritize important events and increase visibility in lower-volume projects with Dynamic Sampling.
- [Early Adopter Features](https://docs.sentry.io/organization/early-adopter-features.md): Learn which features are currently in the early adopter phase.

## Product Walkthroughs

- [Getting Started With Sentry](https://docs.sentry.io/product/sentry-basics.md): Set up Sentry and configure the key features that help you find and fix problems faster.
- [Issues](https://docs.sentry.io/product/issues.md): Learn how to use Sentry’s Issues page, where you can see and start to debug errors and performance problems that are affecting your application.
- [User Feedback](https://docs.sentry.io/product/user-feedback.md): Learn how you can view and triage user feedback submissions.
- [Snapshots](https://docs.sentry.io/product/snapshots.md): Catch visual changes on every pull request with snapshots.
- [Size Analysis](https://docs.sentry.io/product/size-analysis.md): Monitor mobile builds for size changes before they reach users.
- [Explore](https://docs.sentry.io/product/explore.md): Query and browse traces, logs, metrics, errors, replays, and all datasets from one place in Sentry.
- [Traces and Spans](https://docs.sentry.io/product/trace-explorer.md): Learn how to use Sentry's Trace Explorer to search span data, find distributed traces, and debug performance issues across your entire application stack.
- [Errors](https://docs.sentry.io/product/errors.md): Errors allows you to search, filter, and query all your error event data across projects and environments to uncover trends and gain insights.
- [Logs](https://docs.sentry.io/product/logs.md): Structured logs allow you to send, view and query logs and parameters sent from your applications within Sentry.
- [Agents](https://docs.sentry.io/product/agents.md): Use AI observability in Sentry to trace and debug agent workflows and conversations. Monitor agent runs, tool calls, model interactions, token usage, and errors.
- [MCP Servers](https://docs.sentry.io/product/mcp-servers.md): Learn how to use Sentry's MCP monitoring tools to trace and debug your Model Context Protocol implementations, including server connections, resource access, and tool executions.
- [Session Replay](https://docs.sentry.io/product/session-replay.md): Watch video-like reproductions of real user sessions to debug errors, slow transactions, and user frustration without guesswork.
- [Profiling](https://docs.sentry.io/product/profiling.md): Profiling offers a deeper level of visibility on top of traditional tracing, removing the need for custom instrumentation and enabling precise code-level visibility into your application in a production environment.
- [Application Metrics](https://docs.sentry.io/product/metrics.md): Send counters, gauges, and distributions from your code to track application health and drill down into related traces, logs, and errors.
- [Log and Trace Drains](https://docs.sentry.io/product/drains.md): Learn how to set up log and trace drains to send logs and traces to Sentry from managed hosting platforms.
- [Dashboards](https://docs.sentry.io/product/dashboards.md): Learn how Sentry’s Dashboards give you a focused view of your application’s health, across multiple projects.
- [Releases](https://docs.sentry.io/product/releases.md): Learn how to provide Sentry with important information about your releases, such as release health and release details, to determine regressions and resolve issues faster.
- [Stats](https://docs.sentry.io/product/stats.md): The Sentry Stats page displays important metrics such as Usage, and Issues that help teams track project health. Learn how to get started here.
- [AI in Sentry](https://docs.sentry.io/product/ai-in-sentry.md): Learn about Sentry's AI-powered features that help you analyze and debug your code faster.
- [Monitors and Alerts](https://docs.sentry.io/product/monitors-and-alerts.md): Use Monitors to decide when problems become issues, and Alerts to notify, ticket, and automate next steps when those issues match your rules.
- [Build Distribution](https://docs.sentry.io/product/build-distribution.md): Distribute app builds to internal teams and beta testers.
- [Projects](https://docs.sentry.io/product/projects.md): View all the projects associated with teams that you're a member of, then dive into their details quickly.
- [Sentry Notifications](https://docs.sentry.io/product/notifications.md): Learn about the types of notifications that Sentry sends you, and how to manage them.
- [Sentry Toolbar](https://docs.sentry.io/product/sentry-toolbar.md): Bring critical Sentry insights and tools directly into your web app for easier troubleshooting with the Sentry Toolbar.
- [Relay](https://docs.sentry.io/product/relay.md): Learn more about Relay, Sentry's data security solution.
- [Partnership Platform](https://docs.sentry.io/product/partnership-platform.md): Learn how to integrate Sentry into your platform and provide error monitoring and performance insights to your customers.

## Pricing & Billing

- [Billing Quota Management](https://docs.sentry.io/pricing/quotas.md): Learn about what counts towards your quota and how to manage your quota.

## Sentry CLI

- [Installation](https://docs.sentry.io/cli/installation.md): Learn about the different methods available to install `sentry-cli`.
- [Configuration and Authentication](https://docs.sentry.io/cli/configuration.md): Learn about the functionality of Sentry’s command line interface, including installation, configuration, and authentication.
- [Release Management](https://docs.sentry.io/cli/releases.md): Sentry's command line interface can be used for release management. The CLI allows you to create, edit and delete releases as well as upload release artifacts.
- [Debug Information Files](https://docs.sentry.io/cli/dif.md): Debug information files allow Sentry to extract stack traces and provide more information about crash reports for most compiled platforms. Sentry's CLI can be used to validate and upload debug information files.
- [Sending Events](https://docs.sentry.io/cli/send-event.md): Learn how Sentry's command line interface can be used for sending events.
- [Code Mappings](https://docs.sentry.io/cli/code-mappings.md): Upload code mappings to Sentry via the CLI. Code mappings link stack trace paths to source code paths in your repository, enabling source context, suspect commits, and code owners.
- [Logs](https://docs.sentry.io/cli/logs.md): Learn how to view and stream logs using the Sentry CLI.
- [Snapshots (CLI)](https://docs.sentry.io/cli/snapshots.md): Upload snapshot images to Sentry with sentry-cli for visual diffing and GitHub status checks.
- [Crons (CLI)](https://docs.sentry.io/cli/crons.md): Follow this guide to set up and manage monitors using the Sentry CLI.

## API Reference

- [Authentication](https://docs.sentry.io/api/auth.md)
- [Paginating Results](https://docs.sentry.io/api/pagination.md)
- [Permissions & Scopes](https://docs.sentry.io/api/permissions.md)
- [Rate Limits](https://docs.sentry.io/api/ratelimits.md)
- [Requests](https://docs.sentry.io/api/requests.md)
- [Crons](https://docs.sentry.io/api/crons.md)
- [Dashboards](https://docs.sentry.io/api/dashboards.md)
- [Discover & Performance](https://docs.sentry.io/api/discover.md)
- [Environments](https://docs.sentry.io/api/environments.md)
- [Events & Issues](https://docs.sentry.io/api/events.md)
- [Explore](https://docs.sentry.io/api/explore.md)
- [Flags](https://docs.sentry.io/api/flags.md)
- [Integration Platform](https://docs.sentry.io/api/integration.md)
- [Integrations](https://docs.sentry.io/api/integrations.md)
- [Investigations](https://docs.sentry.io/api/investigations.md)
- [Mobile Builds](https://docs.sentry.io/api/mobile-builds.md)
- [Monitors & Alerts](https://docs.sentry.io/api/monitors.md)
- [Organizations](https://docs.sentry.io/api/organizations.md)
- [Profiling](https://docs.sentry.io/api/profiling.md)
- [Projects](https://docs.sentry.io/api/projects.md)
- [Releases](https://docs.sentry.io/api/releases.md)
- [Replays](https://docs.sentry.io/api/replays.md)
- [SCIM](https://docs.sentry.io/api/scim.md)
- [Seer](https://docs.sentry.io/api/seer.md)
- [Snapshots](https://docs.sentry.io/api/snapshots.md)
- [Spike Protection Notifications](https://docs.sentry.io/api/spike-protection.md)
- [Teams](https://docs.sentry.io/api/teams.md)
- [Users](https://docs.sentry.io/api/users.md)

## Security, Legal, & PII

- [Security & Legal](https://docs.sentry.io/security-legal-pii/security.md): Learn about Sentry's security and compliance processes.
- [Data Scrubbing](https://docs.sentry.io/security-legal-pii/scrubbing.md): Learn more about scrubbing data using the Settings for your project and organization.

## Concepts & Reference

- [Concepts](https://docs.sentry.io/concepts/key-terms.md): Learn about important concepts that are essential to using Sentry.
- [Search](https://docs.sentry.io/concepts/search.md): Learn more about how to search in Sentry, including the correct query syntax, searchable properties, and custom tags.
- [Data Management](https://docs.sentry.io/concepts/data-management.md): Learn more about managing data using the Settings for your project and organization. Server-side data management options include issue grouping, data forwarding, and inbound filters.
- [Moving to SaaS](https://docs.sentry.io/concepts/migration.md): Learn more about the reasons to move to Sentry's SaaS solution, which for many customers is less expensive to maintain, and easier to scale and support.
- [OpenTelemetry Protocol (OTLP)](https://docs.sentry.io/concepts/otlp.md): Learn how to send OpenTelemetry traces and logs to Sentry.

## Integrations

- [Coding Agents](https://docs.sentry.io/integrations/coding-agents.md): Connect AI coding agents to Sentry to automatically debug and fix issues using Seer's root cause analysis.
- [Integration Platform](https://docs.sentry.io/integrations/integration-platform.md): Learn how to create integrations so that external services can interact with Sentry.
- [Notification & Incidents](https://docs.sentry.io/integrations/notification-incidents.md): Learn more about Sentry's notification and incidents integrations.
- [Source Code Management](https://docs.sentry.io/integrations/source-code-mgmt.md): Learn more about Sentry's source code management integrations.
- [Issue Tracking](https://docs.sentry.io/integrations/issue-tracking.md): Learn more about Sentry's issue tracking integrations.
- [Deployment](https://docs.sentry.io/integrations/deployment.md): Learn more about Sentry's deployment integrations.
- [Data Forwarding](https://docs.sentry.io/integrations/data-forwarding.md): Learn about forwarding processed events to third-party providers.
- [Third-party Session Replay Integrations](https://docs.sentry.io/integrations/session-replay.md): Learn more about third-party session replay integrations.
- [Debugging](https://docs.sentry.io/integrations/debugging.md): Learn more about Sentry's debugging integrations.
- [Feature Flags](https://docs.sentry.io/integrations/feature-flag.md): Learn more about Sentry's feature flag integrations.
- [Compliance](https://docs.sentry.io/integrations/compliance.md): Learn more about Sentry's compliance integrations.
- [Cloud Monitoring](https://docs.sentry.io

Measured from the saved file

Linked document

UTF-8 text size
19.1 KB19520 bytes
Token count
4530o200k_base encoding
Markdown links
126126 distinct URLs
Fenced code blocks
0192 lines in the file

Size measures the captured UTF-8 text, not compressed transfer size. Tokens are counted with a named tokenizer; other models can count differently. Neither measure establishes context compatibility or answer quality.

Project H1
Sentry Documentation

Opening blockquote

Sentry is a developer-first application monitoring platform that helps developers identify and fix issues in real-time. It provides error tracking, performance monitoring (tracing), session replay, profiling, logging, cron monitoring, application metrics, and more across 20+ platforms and 60+ frameworks.

Context architecture

How the content is divided

15 H2 sections organize 126 parsed Markdown links. 121 links point to .md or .markdown paths; 4 link occurrences use another hostname. Linked destinations have not been recursively validated.

H2 sectionLinksUTF-8 bytesTokens
Instructions for AI Coding AssistantsLine 711632360
PlatformsLine 20222478713
Sentry for AILine 452437100
Account SettingsLine 50231267
Get StartedLine 55234487
Organization SettingsLine 6061078223
Product WalkthroughsLine 692647571017
Pricing & BillingLine 98114735
Sentry CLILine 10291606360
API ReferenceLine 114281605455
Security, Legal, & PIILine 145229768
Concepts & ReferenceLine 1505912203
IntegrationsLine 158142044439
Agent PluginLine 1754831187
About Sentry DocsLine 189221150

Link counts exclude parsed fenced and inline code and resolve relative destinations against the final endpoint. Section sizes cover the text below each H2 until the next H2.

Embedded material

Code, installation and API examples

Fenced blocks
0 closed
Declared languages
No fenced blocks detected
Package-install commands
0 detected in fenced or inline code
Authentication examples
0 fenced lines match API-key, Authorization, Bearer, OAuth or access-token patterns
HTTP request examples
0 fenced lines match request-method patterns
Authentication links
0 links have authentication-related labels

Embedded example text and links to further documentation are counted separately. A code block does not establish that a sample runs or that an authentication flow succeeds.

Publisher prioritization

The Optional section

No H2 section named “Optional” was detected in this file.

The community proposal uses Optional by convention for secondary links that can be skipped for a shorter context. This label does not establish that everything outside it is critical, or that the material inside it is deprecated.

Machine-readable routes

MCP references and configuration text

MCP-related text was detected in the captured file. 1 links have MCP-related labels or paths. 0 fenced lines match mcpServers, mcp_servers or an mcp add command.

These are text and link observations. No MCP server connection, authentication or tool call was tested.

Index and bundle

llms-full.txt companion

Not found at checked URLs

A verified text response establishes a companion at the checked URL. It does not prove the bundle contains all product documentation, that generation is automated, or that it fits an assistant’s context window.

Change evidence

What can be said about freshness

This capture establishes a baseline. Update frequency cannot be determined from one observation.

Linked release and migration material

5 links have release, changelog, deprecation or migration terms in their labels or paths. These provide places to investigate product changes separately.

File changes can reveal documentation edits or navigation changes. They do not by themselves measure product release velocity, accuracy, agent adoption or AI visibility.

Capture identity and measurement method
Requested endpoint
https://docs.sentry.io/llms.txt
Final endpoint
https://docs.sentry.io/llms.txt
HTTP status
200
Content type
text/plain; charset=utf-8
Text retrieval
Firecrawl literal text capture
Tokenizer
tiktoken 0.14.0 · o200k_base
SHA-256 of saved UTF-8 text
e5082ada2806e48a012dfa75db0eea2bd89a8343c6191caf0590ee2e1fd79e0f

Counts use a deterministic parser, not a spec-compliance grade. Unusual Markdown and indented code can fall outside its recognized patterns. See the llms.txt proposal and tokenizer implementation.

Related tools and resources

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