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Rankings

SkillPilot provides transparent, data-driven rankings for AI skills, Cursor rules, MCP servers, and agent tools. Rather than using hidden rating systems, we measure adoption using verified installs, public repository momentum, and static safety scans, allowing developer teams to select trusted ecosystem dependencies.

Data from the 2026-09-07 edition | methodology pulse-v1
METHOD v1.0Every board names its scope

All-time source signal

Most installed skills

20 tracked
  1. #1find-skillsvercel-labs/skillsTrust pending3.3Mverified installs
  2. #2grill-memattpocock/skillsTrust checked1.1Mverified installs
  3. #3grill-with-docsmattpocock/skillsTrust checked917Kverified installs
  4. #4improve-codebase-architecturemattpocock/skillsTrust checked880Kverified installs
  5. #5frontend-designanthropics/skillsTrust checked861Kverified installs
  6. #6tddmattpocock/skillsTrust pending852Kverified installs
  7. #7agent-browservercel-labs/agent-browserTrust pending800Kverified installs
  8. #8setup-matt-pocock-skillsmattpocock/skillsTrust pending786Kverified installs
  9. #9handoffmattpocock/skillsTrust pending753Kverified installs
  10. #10triagemattpocock/skillsTrust pending741Kverified installs
  11. #11prototypemattpocock/skillsTrust pending733Kverified installs
  12. #12vercel-react-best-practicesvercel-labs/agent-skillsTrust pending694Kverified installs
  13. #13lark-docopen.feishu.cnTrust pending663Kverified installs
  14. #14lark-baseopen.feishu.cnTrust pending663Kverified installs
  15. #15lark-driveopen.feishu.cnAvoid662Kverified installs
  16. #16lark-approvalopen.feishu.cnTrust pending662Kverified installs
  17. #17lark-sharedopen.feishu.cnTrust pending662Kverified installs
  18. #18lark-imopen.feishu.cnTrust pending662Kverified installs
  19. #19lark-calendaropen.feishu.cnTrust pending662Kverified installs
  20. #20lark-sheetsopen.feishu.cnTrust pending662Kverified installs

Current source window

Trending skills

20 tracked
  1. #1design-mobile-appsdesigned-by-ai/skillsTrust pending18Ktrending installs
  2. #2video-editgenmedia-labs/skillsTrust pending17Ktrending installs
  3. #3reddit-automationflowkit-labs/skillsAvoid17Ktrending installs
  4. #4wan-3-0-prime-reference-to-videogenmedia-labs/skillsTrust pending17Ktrending installs
  5. #5ai-musicgenmedia-labs/skillsReview17Ktrending installs
  6. #6ai-image-generationgenmedia-labs/skillsReview17Ktrending installs
  7. #7image-to-videogenmedia-labs/skillsAudit conflict17Ktrending installs
  8. #8seedance-2-5-image-to-videogenmedia-labs/skillsTrust pending17Ktrending installs
  9. #9seedance-2-5-reference-to-videogenmedia-labs/skillsTrust pending17Ktrending installs
  10. #10ai-video-generationgenmedia-labs/skillsTrust pending17Ktrending installs
  11. #11find-skillsvercel-labs/skillsTrust pending12Ktrending installs
  12. #12google-agents-cli-scaffoldgoogle/agents-cliTrust pending11Ktrending installs
  13. #13google-agents-cli-deploygoogle/agents-cliAvoid11Ktrending installs
  14. #14google-agents-cli-adk-codegoogle/agents-cliAvoid11Ktrending installs
  15. #15google-agents-cli-observabilitygoogle/agents-cliTrust pending11Ktrending installs
  16. #16google-agents-cli-evalgoogle/agents-cliAvoid11Ktrending installs
  17. #17google-agents-cli-publishgoogle/agents-cliTrust pending11Ktrending installs
  18. #18google-agents-cli-workflowgoogle/agents-cliAvoid11Ktrending installs
  19. #19grill-memattpocock/skillsTrust checked6.7Ktrending installs
  20. #20hyperframesheygen-com/hyperframesTrust pending6.6Ktrending installs

GitHub adoption

MCP servers

10 tracked
  1. #1MCP Reference ServersmodelcontextprotocolTrust pending90KGitHub stars
  2. #2Context7upstashTrust pending62KGitHub stars
  3. #3Codebase Memory MCPDeusDataTrust pending43KGitHub stars
  4. #4Playwright MCPmicrosoftTrust pending37KGitHub stars
  5. #5GitHub MCP ServergithubTrust pending33KGitHub stars
  6. #6FastMCPjlowinTrust pending28KGitHub stars
  7. #7MCP Python SDKmodelcontextprotocolTrust pending24KGitHub stars
  8. #8Figma Context MCPGLipsTrust pending16KGitHub stars
  9. #9IDA Pro MCPmrexodiaTrust pending12KGitHub stars
  10. #10Exa MCPexa-labsTrust pending5.0KGitHub stars

GitHub adoption

Agents

10 tracked
  1. #1AutoGPT Autonomous Agent EngineSignificant-GravitasTrust pending187KGitHub stars
  2. #2LangChainlangchain-aiTrust pending146KGitHub stars
  3. #3Claude CodeanthropicsTrust pending144KGitHub stars
  4. #4Browser Usebrowser-useTrust pending113KGitHub stars
  5. #5OpenHandsAll-Hands-AITrust pending87KGitHub stars
  6. #6MetaGPT Multi-Agent FrameworkgeekanTrust pending70KGitHub stars
  7. #7Open InterpreterOpenInterpreterTrust pending68KGitHub stars
  8. #8Cline VS Code AgentclineTrust pending68KGitHub stars
  9. #9CrewAI Multi-Agent OrchestratorcrewAIIncTrust pending58KGitHub stars
  10. #10Goose On-Device AgentblockTrust pending54KGitHub stars

Updated in 30 days

Fresh breakouts

10 tracked
  1. #1SuperpowersobraTrust pending283KGitHub stars
  2. #2n8nn8n-ioTrust pending204KGitHub stars
  3. #3yt-dlpyt-dlpTrust pending190KGitHub stars
  4. #4AutoGPT Autonomous Agent EngineSignificant-GravitasTrust pending187KGitHub stars
  5. #5OllamaollamaTrust pending180KGitHub stars
  6. #6FirecrawlmendableaiTrust pending178KGitHub stars
  7. #7Anthropic SkillsanthropicsTrust pending175KGitHub stars
  8. #8DifylanggeniusTrust pending155KGitHub stars
  9. #9Langflowlangflow-aiTrust pending154KGitHub stars
  10. #10LangChainlangchain-aiTrust pending146KGitHub stars

Ecosystem Guides

What Are Agent Skills? →

A complete technical overview of AI agent extensibility and Model Context Protocol (MCP) systems.

Vibe Coding Skills →

Developer traction, installation metrics, and prompt injection safety research.

Installing Claude Code Skills →

Step-by-step configuration guide for setting up MCP servers using mcp.json.

Ecosystem Comparisons & Category Hubs