Sentry Skills

Add a new AI provider integration to the Sentry JavaScript SDK. Use when contributing a new AI instrumentation (OpenAI, Anthropic, Vercel AI, LangChain, etc.)…

Create a new CDN bundle for the browser package with specified features

Reference guide for writing effective agent prompts and skills. Use when creating new skills, reviewing prompt quality, or understanding Warden's prompt…

Create and maintain minimal, high-signal agent documentation under 60 lines. Enforces research-backed best practices for agent-facing docs; instruction quality degrades with length Requires three core sections: Package Manager, File-Scoped Commands (per-file test/lint/typecheck), and Commit Attribution with agent identity Analyzes project structure (lock files, linter configs, CI commands, monorepo indicators) to determine what belongs in the file Uses headers and bullets only; references...

This skill should be used when the user asks to "create AGENTS.md", "update AGENTS.md", "maintain agent docs", "set up CLAUDE.md", or needs to keep agent…

This skill should be used when the user asks to "create AGENTS.md", "update AGENTS.md", "maintain agent docs", "set up CLAUDE.md", or needs to keep agent…

ai-sdk — an installable skill for AI agents, published by getsentry/webvitals.com.

Instrument and discover analytics events in Sentry's frontend UI. Use when adding tracking to buttons, pages, modals, or custom interactions, when defining new…

Staff-level codebase health review. Finds monolithic modules, silent failures, type safety gaps, test coverage holes, and LLM-friendliness issues.

Write, review, and improve blog posts for the Sentry engineering blog following Sentry's specific writing standards, voice, and quality bar. Use this skill…

Write copy following Sentry brand guidelines. Use when writing UI text, error messages, empty states, onboarding flows, 404 pages, documentation, marketing…

Write copy following Sentry brand guidelines. Use when writing UI text, error messages, empty states, onboarding flows, 404 pages, documentation, marketing…

Bump size limits in .size-limit.js when the size-limit CI check is failing. Use when the user mentions size limit failures, bundle size checks failing, CI size…

Status : Active migration in progress. Migration-specific sections should be removed once complete, leaving a stable architecture reference.

Analyze a repository to generate recommended Claude Code settings.json permissions. Use when setting up a new project, auditing existing settings, or…

Analyze a repository to generate recommended Claude Code settings.json permissions. Use when setting up a new project, auditing existing settings, or…

Guide for adding new actions to Sentry's Command+K palette. Use when implementing new cmdk actions, registering page-level or global actions, building async…

Perform code reviews following Sentry engineering practices. Use when reviewing pull requests, examining code changes, or providing feedback on code quality.…

Code review framework following Sentry engineering practices for pull requests and code quality assessment. Covers six key problem areas: runtime errors, performance bottlenecks, side effects, backwards compatibility, ORM query issues, and security vulnerabilities Includes design assessment guidance for component interactions, architectural alignment, and requirement conflicts Requires appropriate test coverage across functional, integration, and end-to-end tests with verification of edge...

Perform code reviews following Sentry engineering practices. Use when reviewing pull requests, examining code changes, or providing feedback on code quality.…

Code simplification and refactoring focused on clarity, consistency, and maintainability. Applies project-specific best practices from CLAUDE.md, including ES modules, explicit type annotations, and proper React patterns Eliminates unnecessary complexity through reduced nesting, clearer naming, and removal of redundant abstractions Avoids nested ternaries and overly compact solutions in favor of explicit, readable code structures Preserves all original functionality and behavior while...

Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality. Use when asked to "simplify code", "clean up…

Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality. Use when asked to "simplify code", "clean up…

ALWAYS use this skill when committing code changes — never commit directly without it. Creates commits following Sentry conventions with proper conventional…

commit — an installable skill for AI agents, published by getsentry/sentry-docs.

Enforces Sentry conventional commit format with proper types, scopes, and issue references. Requires feature branch creation before committing to main or master; uses the create-branch skill to manage branch workflow Supports 12 commit types (feat, fix, ref, perf, docs, test, build, ci, chore, style, meta, license) with clear subject line rules and footer patterns for issue references Includes Co-Authored-By attribution for AI-generated changes and handles breaking changes with explicit...

Create commit messages following Sentry conventions. Use when committing code changes, writing commit messages, or formatting git history. Follows conventional…

Generate or align a Sentry SDK repository's CONTRIBUTING.md with the standard template . Spec compliance is the primary goal; SDK-specific content is preserved or added around it. Target 100–200 lines — detailed process lives on develop.sentry.dev, link there, don't duplicate.

Create a git branch following Sentry naming conventions. Use when asked to "create a branch", "new branch", "start a branch", "make a branch", "switch to a new…

Create a git branch following Sentry naming conventions. Use when asked to "create a branch", "new branch", "start a branch", "make a branch", "switch to a new…

Alias for sentry-skills:pr-writer. Use when users explicitly ask for "create-pr" or reference the legacy skill name. Redirects to the canonical PR writing…

ALWAYS use this skill when creating pull requests — never create a PR directly without it. Follows Sentry conventions for PR titles, descriptions, and issue…

Alias for sentry-skills:pr-writer. Use when users explicitly ask for "create-pr" or reference the legacy skill name. Redirects to the canonical PR writing…

Create pull requests following Sentry conventions. Use when opening PRs, writing PR descriptions, or preparing changes for review. Follows Sentry's code review…

Generate a formatted async daily standup message for the Sentry SDK team channel. Use when asked to create a "daily update", "async daily", "standup update",…

Create database migrations using Drizzle Kit. Use when adding/modifying tables, columns, or indexes. Ensures schema.ts and migrations stay in sync.

Guide for using Sentry's layout and text primitives. Use when implementing UI components, layouts, or typography. Enforces use of core components over styled…

Simplifies code interfaces and removes codebase slop while preserving behavior. Use when asked to "deslop", "simplify this interface", "remove cruft", "clean…

Manage tasks via dex CLI. Use when breaking down complex work, tracking implementation items, or persisting context across sessions.

Django access control and IDOR security review. Use when reviewing Django views, DRF viewsets, ORM queries, or any Python/Django code handling user…

Django access control and IDOR security review. Use when reviewing Django views, DRF viewsets, ORM queries, or any Python/Django code handling user…

Design Django ORM models for Sentry following architectural conventions for silos, replication, relocation, and foreign keys. Use when adding a new Django…

Django performance code review. Use when asked to "review Django performance", "find N+1 queries", "optimize Django", "check queryset performance", "database…

Django performance code review. Use when asked to "review Django performance", "find N+1 queries", "optimize Django", "check queryset performance", "database…

Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision…

Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision…

Review documentation for Sentry style and voice. Use when reviewing or writing user-facing documentation to ensure it follows the Sentry documentation style…

Document and type a Sentry API endpoint. Write or fix @extend_schema decorators, specify response TypedDicts, type request parameters, correct type drift…

Manage agent skill dependencies with dotagents. Use when asked to "add a skill", "install skills", "remove a skill", "dotagents init", "agents.toml",…

Manage agent skill dependencies with dotagents. Use when asked to "add a skill", "install skills", "remove a skill", "update skills", "dotagents init",…

QA dotagents behavior changes in a Docker sandbox. Use when changes may affect dotagents install, sync, list, doctor, skill placement, agent symlinks, MCP or…

Run E2E tests for Sentry JavaScript SDK test applications

Find bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or audit…

Comprehensive code review identifying bugs, security vulnerabilities, and quality issues in branch changes. Executes a structured five-phase review process: gathering the complete diff, mapping attack surfaces, running a detailed security checklist, verifying findings, and auditing coverage before conclusions Security checklist covers 11 critical areas including injection, XSS, authentication, authorization, CSRF, race conditions, session management, cryptography, information disclosure,...

Find bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or audit…

Find bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or audit…

Warden-specific bug detection from historical patterns. Targets the architectural seams where bugs have repeatedly occurred: SDK IPC, dual report paths, config…

Attempt a small, verified fix for a GitHub issue in `getsentry/sentry-javascript`, then open a PR. Bail out and comment on the issue if the fix is non-trivial.

Analyze and propose fixes for Dependabot security alerts

Analyze and propose fixes for Dependabot security alerts

Analyze and propose fixes for Dependabot security alerts

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts,…

Generate a comprehensive Sentry bug report. Use when the user explicitly asks to "generate a bug report".

Guide for creating forms using Sentry's new form system. Use when implementing forms, form fields, validation, or auto-save functionality.

Generate Django database migrations for Sentry. Use when creating migrations, adding/removing columns or tables, adding indexes, or resolving migration…

Generate snapshot test files for Sentry frontend React components. Use when asked to "generate snapshot tests", "add snapshot tests", "create visual…

Fetch unread GitHub notifications for open PRs where review is requested from a specified team or opened by a team member. Use when asked to "find PRs I need…

GitHub Actions security review for workflow exploitation vulnerabilities. Use when asked to "review GitHub Actions", "audit workflows", "check CI security",…

Sentry uses a transactional outbox pattern for eventually consistent operations. When a model changes, an outbox row is written inside the same database transaction. After the transaction commits, the outbox is drained — firing a signal that triggers side effects such as RPC calls, tombstone propagation, or audit logging.

Guide for creating, updating, and deprecating hybrid cloud RPC services in Sentry. Use when asked to "add RPC method", "create RPC service", "hybrid cloud…

Generate hybrid cloud tests for the Sentry codebase. Use when asked to "generate HC test", "create hybrid cloud test", "write HC test", "add HC test", "write…

Use when asked to triage newly opened GitHub issues, diagnose issue validity, search for duplicates, close confirmed duplicates, leave concise scope notes, or…

Iterate on a PR until CI passes. Use when you need to fix CI failures, address review feedback, or continuously push fixes until all checks are green.…

Iterate on a PR until CI passes. Use when you need to fix CI failures, address review feedback, or continuously push fixes until all checks are green.…

Validate Junior changes through local app-facing paths. Use for local client or agent QA, dashboard mock reporting UI QA, PR readiness, plugin CLI commands,…

Creates Linear projects for SDK repositories based on a Linear initiative. Use when rolling out a feature across multiple SDKs, creating SDK projects from…

Analyze a Linear project's health and produce a status summary for a project lead or manager. Inspects status-update cadence, lead/owner presence, target-date…

Help the user draft and (with their explicit approval) post a status update to a Linear project they lead. Use whenever the user wants to "post a project…

Classifies Linear issues and applies an SDK Telemetry label from the Sentry workspace's label taxonomy based on the content of each issue's title and description.

Classifies Linear issues and applies a Type label from the Sentry workspace's label taxonomy based on the content of each issue's title and description.

Fix violations of an eslintPluginScraps rule across the codebase. Use when asked to "fix lint violations", "apply a lint rule", "fix scraps rule errors", "roll…

Create a new ESLint rule with tests for eslintPluginScraps. Use when asked to "create a lint rule", "add an eslint rule", "scaffold a rule", "write a new…

Review code for correct logging and error handling patterns. Use when reviewing code that handles errors, uses logging functions, or captures exceptions.…

When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental…

Audit MCP servers for protocol compliance, metadata drift, and compatibility regressions. Use when reviewing tool annotations, tool/result schemas, structured…

QA MCP tool changes with local CLI and real agent clients. Use when explicitly invoked via /mcp-qa or when asked to QA MCP tool changes end-to-end.

Guide for migrating forms from the legacy JsonForm/FormModel system to the new TanStack-based form system.

Next.js best practices - file conventions, RSC boundaries, data patterns, async APIs, metadata, error handling, route handlers, image/font optimization,…

Build and deploy universal JavaScript servers with Nitro v3. Use when working with nitro.config.ts, defineNitroConfig, defineHandler, defineConfig, server.ts…

Guide for adding notifications, custom renderers, or new providers to Sentry's NotificationPlatform. Use when asked to "add notification", "new notification",…

High-precision bug detection. Every report is a proof, not a suspicion. Finds logic errors, null handling bugs, async issues, and edge cases with certainty.

Implement tasks from an OpenSpec change. Use when the user wants to start implementing, continue implementation, or work through tasks.

Archive a completed change in the experimental workflow. Use when the user wants to finalize and archive a change after implementation is complete.

Enter explore mode - a thinking partner for exploring ideas, investigating problems, and clarifying requirements. Use when the user wants to think through…

Propose a new change with all artifacts generated in one step. Use when the user wants to quickly describe what they want to build and get a complete proposal…

Sync delta specs from a change to main specs. Use when the user wants to update main specs with changes from a delta spec, without archiving the change.

Integrate `@mariozechner/pi-agent-core` as the agent abstraction inside another library or runtime. Use when implementing or refactoring Pi Agent wrappers,…

Append a GitHub issue link and its Linear ticket to the current PR's description. Use when asked to "link issue to pr", "fill in issue and linear in pr", "add…

Create and update pull requests following Sentry conventions. Use when opening a PR or refreshing an existing PR after material changes.

Create data-driven presentation slides using React, Vite, and Recharts with Sentry branding. Use when asked to "create a presentation", "build slides", "make a…

When the user wants to create SEO-driven pages at scale using templates and data. Also use when the user mentions "programmatic SEO," "template pages," "pages…

Creates, optimizes, and iteratively refines agent prompts, system prompts, developer prompts, and reusable prompt templates. Use when asked to improve a…

Create and maintain public, user-facing product documentation for this repo's `packages/docs` app. Use when asked to write, revise, or review docs pages…

QA test changes against the local dev server. Use when explicitly invoked via /qa to verify changes work end-to-end.

Create or update component documentation in Sentry's MDX stories format. Use when asked to "document a component", "add stories", "write component docs",…

Publish a new Sentry JavaScript SDK release. Use when preparing a release, updating the changelog, or creating a release branch.

Analyze Sentry session replays to surface UX patterns, pain points, and user journeys for a given product area. Use when asked to "show me how users use", "day…

Implement a feature across Sentry SDK repositories by spawning parallel agents. Use when you have Linear initiatives/projects/issues and want to create draft…

Finds exploitable application security vulnerabilities in code changes. Use for Warden security scans, appsec review, OWASP-style checks, authentication or…

Security code review for vulnerabilities. Use when asked to "security review", "find vulnerabilities", "check for security issues", "audit security", "OWASP…

Systematic security code review identifying high-confidence vulnerabilities with data-flow verification. Focuses exclusively on HIGH CONFIDENCE findings: vulnerable patterns with confirmed attacker-controlled input, skipping theoretical issues and framework-mitigated code Requires codebase research before reporting: traces data flow, checks for validation/sanitization, and verifies exploitability rather than pattern-matching alone Covers 14 vulnerability categories (injection, XSS,...

Security code review for vulnerabilities. Use when asked to "security review", "find vulnerabilities", "check for security issues", "audit security", "OWASP…

Full Sentry SDK setup for Android. Use when asked to "add Sentry to Android", "install sentry-android", "setup Sentry in Android", or configure error…

Review Sentry Python and Django changes for bug patterns drawn from real production issues. Use when reviewing a backend diff or PR, checking Warden findings,…

Full Sentry SDK setup for browser JavaScript. Use when asked to "add Sentry to a website", "install @sentry/browser", or configure error monitoring, tracing,…

Guide for using the Sentry CLI to interact with Sentry from the command line. Use when the user asks about viewing issues, events, projects, organizations,…

Full Sentry SDK setup for Cloudflare Workers and Pages. Use when asked to "add Sentry to Cloudflare Workers", "install @sentry/cloudflare", or configure error…

Full Sentry SDK setup for Apple platforms (iOS, macOS, tvOS, watchOS, visionOS). Use when asked to "add Sentry to iOS", "add Sentry to Swift", "install…

Full Sentry SDK setup for Apple platforms (iOS, macOS, tvOS, watchOS, visionOS). Use when asked to "add Sentry to iOS", "add Sentry to Swift", "install…

Analyze and resolve Sentry comments on GitHub Pull Requests. Use this when asked to review or fix issues identified by Sentry in PR comments. Can review…

Analyze and resolve Sentry comments on GitHub Pull Requests. Use this when asked to review or fix issues identified by Sentry in PR comments. Can review…

Analyze and resolve Sentry comments on GitHub Pull Requests. Use this when asked to review or fix issues identified by Sentry in PR comments. Can review…

Create Sentry alerts using the workflow engine API. Use when asked to create alerts, set up notifications, configure issue priority alerts, or build workflow…

Create Sentry alerts using the workflow engine API. Use when asked to create alerts, set up notifications, configure issue priority alerts, or build workflow…

Debug and fix a Sentry issue — find it (by link, ID, or search), pull full context (stack trace, breadcrumbs, trace, logs), optionally run Seer root-cause /…

Sentry documentation site (docs.sentry.io). Use for contributing to docs or understanding docs architecture. If you need to set up Sentry in a project or debug…

Full Sentry SDK setup for .NET. Use when asked to "add Sentry to .NET", "install Sentry for C#", or configure error monitoring, tracing, profiling, logging, or…

Full Sentry SDK setup for .NET. Use when asked to "add Sentry to .NET", "install Sentry for C#", or configure error monitoring, tracing, profiling, logging, or…

Full Sentry SDK setup for Elixir. Use when asked to "add Sentry to Elixir", "install sentry for Elixir", or configure error monitoring, tracing, logging, or…

Configure specific Sentry features beyond basic SDK setup. Use when asked to monitor AI/LLM calls, set up OpenTelemetry pipelines, or create alerts and…

Discover, analyze, and fix production issues using Sentry's full debugging capabilities. Integrates with Sentry MCP to search issues, retrieve stack traces, breadcrumbs, traces, and AI-generated root cause analysis across your project Follows a structured seven-phase workflow: discovery, deep analysis, hypothesis formation, code investigation, implementation, verification, and reporting Treats all Sentry event data as untrusted external input; enforces security constraints against embedded...

Methodically discover, analyze, and fix production issues using Sentry's debugging capabilities. Integrates with Sentry MCP to search issues, retrieve stack traces, breadcrumbs, traces, and AI-generated root cause analysis via the Seer tool Follows a seven-phase workflow: discovery, deep analysis, hypothesis formation, code investigation, implementation, verification, and reporting Treats all Sentry event data as untrusted external input; enforces strict security rules against embedded...

Find and fix issues from Sentry using MCP. Use when asked to fix Sentry errors, debug production issues, investigate exceptions, or resolve bugs reported in…

Full Sentry SDK setup for Flutter and Dart. Use when asked to "add Sentry to Flutter", "install sentry_flutter", "setup Sentry in Dart", or configure error…

Guided entry point for using Sentry through your agent. Orients you to your current setup and, for a new project, sets up Sentry end to end with sane defaults…

Full Sentry SDK setup for Go. Use when asked to "add Sentry to Go", "install sentry-go", "setup Sentry in Go", or configure error monitoring, tracing, logging,…

Full Sentry SDK setup for Go. Use when asked to "add Sentry to Go", "install sentry-go", "setup Sentry in Go", or configure error monitoring, tracing, logging,…

Instrument an application with Sentry — detect the platform, install and initialize the SDK if needed, and wire up any signal — error monitoring,…

Instruments structured Sentry logs in a new or existing application.

Decide which Sentry signal to reach for when instrumenting code — error, span, span attribute, log, or metric. Use when adding instrumentation and unsure…

Setup Sentry in iOS/Swift apps. Use when asked to add Sentry to iOS, install sentry-cocoa SDK, or configure error monitoring for iOS applications using Swift…

Setup Sentry in iOS/Swift apps. Use when asked to add Sentry to iOS, install sentry-cocoa SDK, or configure error monitoring, tracing, session replay, logging,…

Setup Sentry in iOS/Swift apps. Use when asked to add Sentry to iOS, install sentry-cocoa SDK, or configure error monitoring, tracing, session replay, logging,…

Review Sentry React and TypeScript changes for bug patterns drawn from real production issues. Use when reviewing a frontend diff or PR, checking Warden…

Full Sentry SDK setup for NestJS. Use when asked to "add Sentry to NestJS", "install @sentry/nestjs", "setup Sentry in NestJS", or configure error monitoring,…

Full Sentry SDK setup for Next.js. Use when asked to "add Sentry to Next.js", "install @sentry/nextjs", or configure error monitoring, tracing, session replay,…

Full Sentry SDK setup for Next.js. Use when asked to "add Sentry to Next.js", "install @sentry/nextjs", or configure error monitoring, tracing, session replay,…

Full Sentry SDK setup for Node.js, Bun, and Deno. Use when asked to "add Sentry to Node.js", "add Sentry to Bun", "add Sentry to Deno", "install @sentry/node",…

Configure the OpenTelemetry Collector with Sentry Exporter for multi-project routing and automatic project creation. Use when setting up OTel with Sentry,…

Configure the OpenTelemetry Collector with Sentry Exporter for multi-project routing and automatic project creation. Use when setting up OTel with Sentry,…

Full Sentry SDK setup for PHP. Use when asked to "add Sentry to PHP", "install sentry/sentry", "setup Sentry in PHP", or configure error monitoring, tracing,…

Review a project's PRs to check for issues detected in code review by Seer Bug Prediction. Use when asked to review or fix issues identified by Sentry in PR…

Review a project's PRs to check for issues detected in code review by Seer Bug Prediction. Use when asked to review or fix issues identified by Sentry in PR…

Full Sentry SDK setup for Python. Use when asked to "add Sentry to Python", "install sentry-sdk", "setup Sentry in Python", or configure error monitoring,…

Full Sentry SDK setup for Python. Use when asked to "add Sentry to Python", "install sentry-sdk", "setup Sentry in Python", or configure error monitoring,…

Setup Sentry in Python apps. Use when asked to add Sentry to Python, install sentry-sdk, or configure error monitoring, profiling, or logging for Python…

Full Sentry SDK setup for React Native and Expo. Use when asked to "add Sentry to React Native", "install @sentry/react-native", "setup Sentry in Expo", or…

Full Sentry SDK setup for React Native and Expo. Use when asked to "add Sentry to React Native", "install @sentry/react-native", "setup Sentry in Expo", or…

Setup Sentry in React Native using the wizard CLI. Use when asked to add Sentry to React Native, install @sentry/react-native, or configure error monitoring…

Full Sentry SDK setup for React Router Framework mode. Use when asked to "add Sentry to React Router Framework", "install @sentry/react-router", or configure…

Full Sentry SDK setup for React. Use when asked to "add Sentry to React", "install @sentry/react", or configure error monitoring, tracing, session replay,…

Full Sentry SDK setup for React. Use when asked to "add Sentry to React", "install @sentry/react", or configure error monitoring, tracing, session replay,…

Sentry error monitoring, session replay, and tracing for React applications. Install @sentry/react and initialize via instrument.js (imported first in your entry point) with DSN configuration Supports error capture via React 19+ error hooks or ErrorBoundary component for earlier versions Includes browser tracing, session replay, and Redux integration; router integrations available for React Router (v4–v7) and TanStack Router Source map upload via @sentry/wizard enables readable stack traces...

Full Sentry SDK setup for Ruby. Use when asked to add Sentry to Ruby, install sentry-ruby, setup Sentry in Rails/Sinatra/Rack, or configure error monitoring,…

Full Sentry SDK setup for Ruby. Use when asked to add Sentry to Ruby, install sentry-ruby, setup Sentry in Rails/Sinatra/Rack, or configure error monitoring,…

Setup Sentry in Ruby apps. Use when asked to add Sentry to Ruby, install sentry-ruby gem, or configure error monitoring for Ruby applications, Rails, or…

Set up Sentry in any language or framework. Detects the user's platform and loads the right SDK skill. Use when asked to add Sentry, install an SDK, or set up…

Create a complete Sentry SDK skill bundle for any platform. Use when asked to "create an SDK skill", "add a new platform skill", "write a Sentry skill for X",…

Create a complete Sentry SDK skill bundle for any platform. Use when asked to "create an SDK skill", "add a new platform skill", "write a Sentry skill for X",…

Upgrade the Sentry JavaScript SDK across major versions. Use when asked to upgrade Sentry, migrate to a newer version, fix deprecated Sentry APIs, or resolve…

Sentry-specific security review based on real vulnerability history. Use when reviewing Sentry endpoints, serializers, or views for security issues. Trigger…

Automatically detect and configure Sentry monitoring for LLM calls, agents, and AI SDKs. Auto-detects installed AI packages (OpenAI, Anthropic, LangChain, Google GenAI, Vercel AI, Pydantic AI, and others) and enables appropriate integrations with zero manual registration in Python Requires tracing enabled ( tracesSampleRate > 0 ) and supports manual span instrumentation via gen_ai.* operation types for unsupported SDKs Captures model, token counts, and latency by default; prompt and output...

Setup Sentry AI Agent Monitoring in any project. Use when asked to monitor LLM calls, track AI agents, or instrument OpenAI/Anthropic/Vercel…

Setup Sentry AI Agent Monitoring in any project. Use this when asked to add AI monitoring, track LLM calls, monitor AI agents, or instrument…

Setup Sentry Logging in any project. Use when asked to add Sentry logs, enable structured logging, capture console logs, or integrate logging libraries…

Setup Sentry Logging in any project. Use this when asked to add Sentry logs, enable structured logging, setup console log capture, or integrate logging with…

Setup Sentry Metrics in any project. Use when asked to add custom metrics, track counters/gauges/distributions, or instrument application performance. Supports…

Setup Sentry Metrics in any project. Use this when asked to add Sentry metrics, track custom metrics, setup counters/gauges/distributions, or instrument…

Setup Sentry Tracing (Performance Monitoring) in any project. Use when asked to enable tracing, track transactions/spans, measure latency, or add performance…

Setup Sentry Tracing (Performance Monitoring) in any project. Use this when asked to add performance monitoring, enable tracing, track transactions/spans, or…

Full Sentry Snapshots setup for Apple/Cocoa projects. Use when asked to "setup SnapshotPreviews", "setup Apple snapshot testing", "upload Apple snapshots to…

Migrate to Sentry span streaming (span-first trace lifecycle). Use when asked to "enable span streaming", "migrate to span streaming", "use traceLifecycle…

Migrate Dart/Flutter SDK to Sentry span streaming (span-first trace lifecycle). Use when asked to "enable span streaming", "migrate to span streaming", "use…

Migrate JavaScript SDK to Sentry span streaming (span-first trace lifecycle). Use when asked to "enable span streaming", "migrate to span streaming", "use…

Migrate Python SDK to Sentry span streaming (span-first trace lifecycle). Use when asked to "enable span streaming", "migrate to span streaming", "use…

Full Sentry SDK setup for Svelte and SvelteKit. Use when asked to "add Sentry to Svelte", "add Sentry to SvelteKit", "install @sentry/sveltekit", or configure…

Full Sentry SDK setup for Svelte and SvelteKit. Use when asked to "add Sentry to Svelte", "add Sentry to SvelteKit", "install @sentry/sveltekit", or configure…

Full Sentry SDK setup for TanStack Start React. Use when asked to "add Sentry to TanStack Start", "install @sentry/tanstackstart-react", or configure error…

Fix production issues and review code with Sentry context. Use when asked to fix Sentry errors, debug issues, triage exceptions, review PR comments from…

Setup Sentry Logging in any project. Use this when asked to add Sentry logs, enable structured logging, setup console log capture, or integrate logging with Sentry. Supports JavaScript, TypeScript, Python, Ruby, React, Next.js, and other frameworks.

Setup Sentry Metrics in any project. Use this when asked to add Sentry metrics, track custom metrics, setup counters/gauges/distributions, or instrument application performance metrics. Supports JavaScript, TypeScript, Python, React, Next.js, and Node.js.

Setup Sentry Tracing (Performance Monitoring) in any project. Use this when asked to add performance monitoring, enable tracing, track transactions/spans, or instrument application performance. Supports JavaScript, TypeScript, Python, Ruby, React, Next.js, and Node.js.

Set up and manage the Sentry development environment using devenv. Handles fresh setup, updating existing environments, starting dev services, and…

Generate valid Warden skill definitions from natural language descriptions

Alias for sentry-skills:skill-writer. Use when users explicitly ask for "skill-creator" or reference the legacy skill name. Redirects to the canonical skill…

Alias for sentry-skills:skill-writer. Use when users explicitly ask for "skill-creator" or reference the legacy skill name. Redirects to the canonical skill…

Create new agent skills following the Agent Skills specification. Use when asked to "create a skill", "add a new skill", "write a skill", "make a skill",…

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an…

Create new agent skills following the Agent Skills specification. Use when asked to "create a skill", "add a new skill", "write a skill", "make a skill",…

Scan agent skills for security issues. Use when asked to "scan a skill",

Scan agent skills for security issues. Use when asked to "scan a skill",

Automated security scanning for agent skills before installation, detecting prompt injection, malicious code, excessive permissions, and supply chain risks. Runs static analysis via bundled Python scanner that outputs structured JSON findings with severity levels and URLs Validates SKILL.md frontmatter (required fields, tool justification, model overrides) and checks for config poisoning or scope creep in instructions Analyzes scripts for data exfiltration, reverse shells, credential theft,...

Scan agent skills for security issues. Use when asked to "scan a skill",

Create, synthesize, and iteratively improve agent skills following the Agent Skills specification. Use when asked to "create a skill", "write a skill",…

Implement Slack bot behavior with correct Slack-documented message formats, inbound mention/event routing, and long-running task UX. Use when asked to "format…

Author Slack HTTP integration tests using the repository MSW harness and fixture factories. Use when asked to add a Slack integration test, mock Slack API…

Review OpenTelemetry tracing span changes in SDK repositories for conformance to Sentry Conventions and OTel Semantic Conventions. Use when reviewing span…

Take a list of projects and their related documentation, and organize them into the SRED format for submission.

Go back through the previous year of work and create a Notion doc that groups relevant links into projects that can then be documented as SRED projects.

Go back through the previous year of work and create a Notion doc that groups relevant links into projects that can then be documented as SRED projects.

Write and review technical documentation for Sentry SDK docs. Use when creating, editing, or reviewing documentation pages, especially MDX files in…

Guide for writing tests. Use when adding new functionality, fixing bugs, or when tests are needed. Emphasizes integration tests, real-world fixtures, and…

Guide for writing tests. Use when adding new functionality, fixing bugs, or when tests are needed. Emphasizes integration tests, real-world fixtures, and…

Produce a weekly digest of upstream framework/library activity (releases, Discussions, RFCs, RSS) for the Sentry JS SDK. Use when asked to "track framework…

Triage new issues in the Sentry `javascript` project by archiving non-actionable noise. Use when asked to "triage issues", "triage the javascript project",…

Triage GitHub issues with codebase research and actionable recommendations

Triage GitHub issues with codebase research and actionable recommendations

Python typing exclusion worker: remove assigned mypy exclusion modules in small scoped batches, fix typing issues, run validation, and produce a structured…

Upgrade a dependency in the Sentry JavaScript SDK. Use when upgrading packages, bumping versions, or fixing security vulnerabilities via dependency updates.

Upgrade OpenTelemetry instrumentations across the Sentry JavaScript SDK. Use when bumping OTel instrumentation packages to their latest versions.

Vendor an OpenTelemetry instrumentation package into the Sentry JavaScript SDK. Use when vendoring, inlining, or copying an @opentelemetry/instrumentation-*…

React composition patterns that scale. Use when refactoring components with

Detects broad web application security vulnerabilities using the Vercel DeepSec benchmark prompt. Use when benchmarking security review coverage or running an…

Build and operate Vercel Queues with @vercel/queue across push and poll consumers. Use when users ask about "vercel queues", "@vercel/queue", "queue/v2beta",…

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js…

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js…

Investigate Vercel Sandbox lifecycle, timeout, snapshot, and persistence behavior. Use when users ask about Vercel Sandbox, `@vercel/sandbox`,…

Regenerate and commit dist/index.js when source files or runtime deps change

Use when authoring, reviewing, or debugging harness-backed vitest-evals suites, custom Harness adapters, first-party ai-sdk or pi-ai harness integrations,…

Run Warden to analyze code changes before committing. Use when asked to "run warden", "check my changes", "review before commit", "warden config",…

Run Warden to analyze code changes before committing. Use when asked to "run warden", "check my changes", "review before commit", "warden config",…

Run Warden to analyze code changes before committing. Use when asked to "run warden", "check my changes", "review before commit", "warden config",…

Warden skill: evaluates first-pass findings and proposes deterministic lint rules that could permanently catch the same patterns. Requires Warden's multi-pass…

Warden skill: evaluates first-pass findings and proposes deterministic lint rules that could permanently catch the same patterns. Requires Warden's multi-pass…

Guide for using Warden CLI locally to analyze code changes. Use when running warden commands, configuring warden.toml, creating custom skills, understanding…

Guide for using Warden CLI locally to analyze code changes. Use when running warden commands, configuring warden.toml, creating custom skills, understanding…

Full-repository code sweep. Scans every file with warden, verifies findings via deep tracing, creates draft PRs for validated issues. Use when asked to "sweep…

Full-repository code sweep. Scans every file with Warden, verifies findings through deep tracing, creates draft PRs for validated issues. Use when asked to…

Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility", "audit design", "review UX", or "check my site…

Detects bugs where untrusted input reaches a sink that produces code or command execution on the server. Covers command/shell injection, unsafe…

Detects exploitable GitHub Actions workflow vulnerabilities, including pull_request_target pwn requests, unsafe PR checkout, expression injection in run steps…

Detects real personally identifiable information, customer identifiers, and customer-confidential business data in code changes. Use when asked to find PII,…

Create or update documentation pages for the Abacus docs site. Use when adding new documentation, updating existing pages, or ensuring docs stay in sync with…

Tests are not production code. They are documentation — each one is a tiny executable spec that says "this system does X." A reader should grasp the intent in seconds. A failure should point to exactly one broken behavior, not leave you going through a 40-line test body.

Write tests following project conventions. Use when adding new tests or modifying existing ones.

Create or improve AI productivity tips and guides for the Abacus dashboard. Use when writing new tips, editing existing tips, or reviewing tip content for…

Official skill for XcodeBuildMCP. Use when doing iOS/macOS/watchOS/tvOS/visionOS work (build, test, run, debug, log, UI automation).

Official skill for the XcodeBuildMCP CLI. Use when doing iOS/macOS/watchOS/tvOS/visionOS work (build, test, run, debug, log, UI automation).

Use when reviewing XcodeBuildMCP changelog CLI command references for invalid current guidance while allowing historical migration examples.

Use when reviewing XcodeBuildMCP documentation, CLI command references, website manifest generation, changelog, release notes, and release script changes.

Use when reviewing XcodeBuildMCP packaging, resource-root, build artifact, bundled AXe, schema, manifest, and portable macOS distribution changes.

Use when reviewing XcodeBuildMCP rendering, streaming fragment, next-step, and CLI output mode changes for boundary violations.

Use when reviewing XcodeBuildMCP runtime boundary changes across MCP, direct CLI invocation, daemon-routed tools, and Xcode IDE bridge routing.

Use when reviewing XcodeBuildMCP snapshot fixture changes for MCP, CLI, and JSON output contract integrity.

Use when reviewing XcodeBuildMCP structured output schema changes, schema versioning, manifest outputSchema metadata, and JSON fixture compatibility.

Use when reviewing XcodeBuildMCP tests for correct unit, snapshot, schema, smoke, and external process boundaries.

Use when reviewing XcodeBuildMCP tool contract changes across implementation, manifests, workflow membership, output schema metadata, and next-step templates.