The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.
Every Agent Skill we could find on GitHub, deduplicated by content. 79 437 files from 1 744 authors, of which 61 785 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.
Designs software architecture and selects appropriate patterns for projects. Use when designing systems, choosing architecture patterns, structuring projects, making technical decisions, or when asked about microservices, monoliths, or architectural approaches.
Designs and implements testing strategies for any codebase. Use when adding tests, improving coverage, setting up testing infrastructure, debugging test failures, or when asked about unit tests, integration tests, or E2E testing.
Guides Docker, CI/CD pipelines, deployment strategies, infrastructure as code, and observability setup. Use when writing Dockerfiles, configuring GitHub Actions, planning deployments, setting up monitoring, or when asked about containers, pipelines, Terraform, or production infrastructure.
Implements error handling patterns, structured logging, retry strategies, circuit breakers, and graceful degradation. Use when designing error handling, setting up logging, implementing retries, adding error tracking, or when asked about error boundaries, log aggregation, alerting, or resilience patterns.
Manages Git workflows including branching, commits, and pull requests. Use when working with Git, creating commits, opening PRs, managing branches, resolving conflicts, or when asked about version control best practices.
Analyzes and optimizes application performance across frontend, backend, and database layers. Use when diagnosing slowness, improving load times, optimizing queries, reducing bundle size, or when asked about performance issues.
Patterns for parallel subagent execution using Task tool with run_in_background. Use when coordinating multiple independent tasks, spawning dynamic subagents, or implementing features that can be parallelized.
Implements authentication, authorization, encryption, secrets management, and security hardening patterns. Use when designing auth flows, managing secrets, configuring CORS, implementing rate limiting, or when asked about JWT, OAuth, password hashing, API keys, RBAC, or security best practices.
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.
Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility", "audit design", "review UX", "check my site against best practices", or "web interface guidelines".
Automate 21risk tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate 2chat tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Ably tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Abstract tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Abuselpdb tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Abyssale tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Accelo tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Accredible Certificates tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Acculynx tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate ActiveCampaign tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Addresszen tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Adobe tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Adrapid tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Adyntel tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Aero Workflow tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Aeroleads tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Affinda tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Affinity tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Agencyzoom tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Agent Mail tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Agentql tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Agenty tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Agiled tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Agility CMS tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate SEO research with Ahrefs -- analyze backlink profiles, research keywords, track domain metrics history, audit organic rankings, and perform batch URL analysis through the Composio Ahrefs integration.
Automate AI ML API tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Aivoov tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Alchemy tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Algodocs tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Algolia tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate All Images AI tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Alpha Vantage tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Altoviz tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Alttext AI tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Amara tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Amazon tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Ambee tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Ambient Weather tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Amcards tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Anchor Browser tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Anonyflow tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Anthropic Admin tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Anthropic Admin tasks via Rube MCP (Composio): API keys, usage, workspaces, and organization management. Always search tools first for current schemas.
Automate Apaleo tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate Apex27 tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate API Bible tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate API Labz tasks via Rube MCP (Composio). Always search tools first for current schemas.
Automate API Ninjas tasks via Rube MCP (Composio). Always search tools first for current schemas.
Answers built from the skills we actually parsed.