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Skill catalog

11,625agent skills synced from skills.sh, with their install counts. Read them here, or let your agent fetch the right one through the Graph-of-Skills MCP server.

Want your agent to use these? Set up Graph-of-Skills or get a free key. How these skills are sourced and what we check. Cannot find one? Your agent can write a skill for your own library. Have skills of your own? Install one on another machine. A skill that comes from GitHub shows its npx skills add command on its page.

  1. airflow-dag-patterns wshobson/agents

    Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs.

    11,153 installs
  2. Create structured incident response runbooks with step-by-step procedures, escalation paths, and recovery actions. Use this skill when building a service outage runbook for a payment processing system; creating database…

    11,151 installs
  3. agentmemory-config rohitg00/agentmemory

    Set up and diagnose local agentmemory, including MCP, environment variables, ports, and feature flags. Use when getting started, checking a connection, enabling a feature, configuring auth, or explaining why a feature i…

    11,150 installs
  4. agentmemory-mcp-tools rohitg00/agentmemory

    Map of every agentmemory MCP tool, what each does, and its parameters. Use when choosing which memory tool to call, when a tool name or argument is unclear, or when answering what agentmemory can do via MCP.

    11,142 installs
  5. paypal-integration wshobson/agents

    Integrate PayPal payment processing with support for express checkout, subscriptions, and refund management. Use when implementing PayPal payments, processing online transactions, or building e-commerce checkout flows.

    11,134 installs
  6. Test Temporal workflows with pytest, time-skipping, and mocking strategies. Covers unit testing, integration testing, replay testing, and local development setup. Use when implementing Temporal workflow tests or debuggi…

    11,114 installs
  7. update-implementation-plan github/awesome-copilot

    Update an existing implementation plan file with new or update requirements to provide new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.

    11,112 installs
  8. Understand anti-reversing, obfuscation, and protection techniques encountered during software analysis. Use this skill when analyzing malware evasion techniques, when implementing anti-debugging protections for CTF chal…

    11,095 installs
  9. stitch::generate-design google-labs-code/stitch-skills

    Generate new screens from text prompts or images, edit existing screens with prompts and design system tokens, and generate design variants using Stitch MCP. Includes prompt enhancement pipeline, design mappings, profes…

    11,091 installs
  10. make-repo-contribution github/awesome-copilot

    All changes to code must follow the guidance documented in the repository. Before any issue is filed, branch is made, commits generated, or pull request (or PR) created, a search must be done to ensure the right steps a…

    11,081 installs
  11. sdf earthtojake/text-to-cad

    SDFormat/SDF model and world authoring, validation, and simulator handoff. Use for `.sdf` files, SDFormat XML, models, worlds, links, joints, poses, frames, inertials, visual/collision geometry, mesh URIs, sensors, ligh…

    11,077 installs
  12. agentmemory-rest-api rohitg00/agentmemory

    The agentmemory HTTP REST API surface, the primary protocol for talking to the memory server. Use when calling agentmemory over HTTP, when MCP is unavailable and you need a fallback, or when integrating a host that does…

    11,074 installs
  13. review-and-refactor github/awesome-copilot

    Review and refactor code in your project according to defined instructions

    11,071 installs
  14. urdf earthtojake/text-to-cad

    URDF robot description authoring and validation. Use when creating, editing, inspecting, validating, or debugging `.urdf` files, robot links, joints, limits, inertials, visual/collision geometry, mesh references, frame…

    11,046 installs
  15. angular-migration wshobson/agents

    Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning framework migrations, or modernizing legacy Ang…

    11,043 installs
  16. academic-paper imbad0202/academic-research-skills

    12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-coach/abstract/lit-review/format-convert/citation-check/disclosure/rebuttal-audit). 6 paper types, 5 citation formats, bilingual ab…

    11,041 installs
  17. nx-workspace-patterns wshobson/agents

    Configure and optimize Nx monorepo workspaces. Use when setting up Nx, configuring project boundaries, optimizing build caching, or implementing affected commands.

    11,015 installs
  18. shopify-polaris-app-home shopify/shopify-ai-toolkit

    Build your app's primary user interface embedded in the Shopify admin using the **iframe** model — a web app you host yourself, rendered with `@shopify/polaris-types` and App Bridge. Covers the Intents API (`shopify.int…

    11,015 installs
  19. event-store-design wshobson/agents

    Design and implement event stores for event-sourced systems. Use when building event sourcing infrastructure, choosing event store technologies, or implementing event persistence patterns.

    11,011 installs
  20. postmortem-writing wshobson/agents

    Write effective blameless postmortems with root cause analysis, timelines, and action items. Use when conducting incident reviews, writing postmortem documents, or improving incident response processes.

    11,001 installs
  21. agentmemory-architecture rohitg00/agentmemory

    How agentmemory is built, the iii engine primitives it runs on, its storage model, ports, and the viewer. Use when reasoning about how memory is stored or retrieved end to end, when extending the system, or when answeri…

    10,997 installs
  22. vega-multi-tv-migration amazonappdev/devices-agent-skills

    Migrate Vega OS (Amazon Fire TV) applications to multi-platform React Native monorepo supporting Android TV, Apple TV, and other platforms. Covers analysis, implementation, and native module integration. Use when migrat…

    10,997 installs
  23. agentmemory-hooks rohitg00/agentmemory

    The agentmemory plugin hooks that capture observations automatically across the agent session lifecycle. Use when explaining how memory gets captured without manual saves, when debugging missing observations, or when tu…

    10,987 installs
  24. heroui-native heroui-inc/heroui

    HeroUI Native component library for React Native (Tailwind v4 via Uniwind). Use when building mobile UIs with HeroUI Native — creating Buttons, Cards, TextFields, Dialogs; installing heroui-native; configuring dark/ligh…

    10,976 installs
  25. Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.

    10,976 installs
  26. sast-configuration wshobson/agents

    Configure Static Application Security Testing (SAST) tools for automated vulnerability detection in application code. Use when setting up security scanning, implementing DevSecOps practices, or automating code vulnerabi…

    10,973 installs
  27. web3-testing wshobson/agents

    Test smart contracts comprehensively using Hardhat and Foundry with unit tests, integration tests, and mainnet forking. Use when testing Solidity contracts, setting up blockchain test suites, or validating DeFi protocol…

    10,967 installs
  28. editorconfig github/awesome-copilot

    Generates a comprehensive and best-practice-oriented .editorconfig file based on project analysis and user preferences.

    10,964 installs
  29. csharp-async github/awesome-copilot

    Get best practices for C# async programming

    10,962 installs
  30. write-agentmemory-skill rohitg00/agentmemory

    The house format and rules for writing or updating an agentmemory skill. Use when adding a new skill, restructuring an existing one, or reviewing a skill contribution for consistency.

    10,954 installs
  31. distributed-tracing wshobson/agents

    Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks. Use when debugging microservices, analyzing request flows, or implementing observability f…

    10,938 installs
  32. srdf earthtojake/text-to-cad

    MoveIt2 SRDF authoring, validation, and planning-semantics workflow. Use when creating, editing, inspecting, or validating `.srdf` files, MoveIt planning groups, virtual joints, passive joints, end effectors, group stat…

    10,931 installs
  33. cargo-connection getcargohq/cargo-skills

    Connect Cargo to an external system and find out what it can do — authenticate connectors, browse the integration catalog, and resolve the `connectorUuid` and `actionSlug` a workflow node needs. Triggers: "connect my Hu…

    10,922 installs
  34. create-prd phuryn/pm-skills

    Create a lean, decision-ready Product Requirements Document with an 8-section template: summary, contacts, background, objective, market segments, value propositions (6-part JTBD template), solution, and release. Lean b…

    10,920 installs
  35. screen-reader-testing wshobson/agents

    Test web applications with screen readers including VoiceOver, NVDA, and JAWS. Use when validating screen reader compatibility, debugging accessibility issues, or ensuring assistive technology support.

    10,897 installs
  36. text-to-lottie diffusionstudio/lottie

    Create, edit, or fix Lottie/Bodymovin JSON animations for the local Skia Skottie player. Use for text-to-Lottie, SVG/logo/type animation, loaders/icons, state feedback, UI microinteractions, lower thirds, diagrams, data…

    10,893 installs
  37. stitch::extract-design-md google-labs-code/stitch-skills

    Extract a comprehensive design system (DESIGN.md) directly from frontend source code — React, Vue, Svelte, Angular, plain HTML/CSS, or any web framework. Analyzes component files, stylesheets, Tailwind configs, theme de…

    10,881 installs
  38. saga-orchestration wshobson/agents

    Implement saga patterns for distributed transactions and cross-aggregate workflows. Use this skill when implementing distributed transactions across microservices where 2PC is unavailable, designing compensating actions…

    10,878 installs
  39. Design multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, GCP, and OCI. Use when building multi-cloud systems, avoiding vendor lock-in, or leveraging best-of-breed s…

    10,877 installs
  40. okx-growth-competition okx/onchainos-skills

    List OKX Agentic Wallet exclusive trading competitions, register users for contests, track participation and leaderboard rankings, and claim won rewards. Use when users want to list available trading competitions or tra…

    10,875 installs
  41. scrape brightdata/skills

    Use when the user wants to scrape or extract structured data from any site: profiles, posts, products, reviews, prices, followers, job or property listings. Also for building a scraper, crawling a site for data, discove…

    10,872 installs
  42. autonomous-loops affaan-m/ecc

    Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG systems. Retained for compatibility only: when new autonomous loop guidance is needed, use con…

    10,859 installs
  43. spark-optimization wshobson/agents

    Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines.

    10,858 installs
  44. Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.

    10,854 installs
  45. vector-index-tuning wshobson/agents

    Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.

    10,852 installs
  46. Guides the usage of Gemini Interactions API on Gemini Enterprise Agent Platform. Use when the user wants to use the stateful, server-managed Interactions API for multi-turn conversations, background execution, streaming…

    10,841 installs
  47. apify-actor-development apify/agent-skills

    Create, modify, debug, and deploy Apify Actors, and write their input and output schemas. Use when building an Actor from scratch, changing or troubleshooting Actor code, generating or updating .actor schema files, or p…

    10,840 installs
  48. frost-sequence-camera-orbit heygen-com/hyperframes

    An orbiting camera follows an ice logo as it breaks apart, reforms into two text moments, and fades. HyperFrames block, 1920×1080, 22.5s, 216 variables.

    10,838 installs
  49. cuboid-carousel heygen-com/hyperframes

    A chain of bevelled cuboids rides a travelling wave as a content carousel. HyperFrames block, 1920×1080, 6.666666666666667s, 40 variables.

    10,831 installs
  50. gmgn-holder-analysis gmgnai/gmgn-skills

    Token holder chip analysis — deep analysis of holder structure including chip distribution, entry cost, whale/dev/KOL behavior, risk wallets (rat traders, bundlers, snipers), related wallets, smart money signals, and an…

    10,831 installs