31,986 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.
Building agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736
All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| ChaseWNorton/shopify-admin-mcp Production-grade MCP server for the Shopify Admin GraphQL API | 0 | Claude Code | 2 | — |
| GalaxyXieyu/Image-This-MCP | 0 | Claude Code | 1 | 3,038 tok |
| masseater/n8n-mcp-server | 0 | Claude Code | 2 | 8,993 tok |
| tjun1/mcp-jira | 0 | Claude Code | 1 | 427 tok |
| VitalyOstanin/sentry-mcp MCP server for Sentry: list organizations and projects, query issues with filters and pagi | 0 | Claude Code, Codex, OpenCode | 2 | 1,905 tok |
| carlosventurar/mcp-typebot-startchat-fix MCP Typebot con solución para startChat y funcionalidad getChatUrl | 0 | Claude Code | 1 | 104 tok |
| renga92/bio-intelligence-mcp | 0 | Claude Code, Codex | 1 | — |
| happyvertical/smrt-docs-mcp MCP server for SMRT framework documentation | 0 | Claude Code | 1 | 3,328 tok |
| msilverblatt/wiki-mcp An MCP server for accessing Wikipedia | 0 | Claude Code | 1 | 700 tok |
| AtefAndrus/mcp-ripgrep npmjs.com MCP server providing ripgrep search capabilities | 0 | Claude Code, Codex, OpenCode | 2 | 892 tok |
| AnxiangTechnology/ai-design-expert-mcp AI Design Expert MCP Server with multi-image support | 0 | Claude Code | 1 | 2,384 tok |
| luquitared/duckduckgo-image-mcp | 0 | Claude Code | 1 | 642 tok |
| sweeden-ttu/canvas-lms-mcp MCP Server for connecting agents to Instructure Canvas LMS | 0 | Claude Code, Cursor | 10 | 4,747 tok |
| roman-vm/ask-me-mcp | 0 | Claude Code | 4 | 2,475 tok |
| RajuSudhar/atlassian-bitbucket-mcp | 0 | Claude Code | 1 | 580 tok |
| hongxianzhi/seedream-image-mcp mcp.pixelark.art 🚀 PixelMCP | Integrate AI image generation into Cursor, Claude Code, and more, so AI-gene | 0 | Claude Code | 1 | 700 tok |
| bowbozaa/api-weaver API Weaver - MCP Architecture Monorepo with Gateway, Content MCP, and Integration MCP | 0 | Claude Code, Codex | 3 | — |
| devlitus/mcp-strapi | 0 | Claude Code | 1 | 2,312 tok |
| honeyvig/ai-vision-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 2,960 tok |
| diatonic-codes/ninetn-mcp-server | 0 | Claude Code | 1 | 214 tok |
| xstraven/mcp-server-learning | 0 | Claude Code | 1 | 1,106 tok |
| jpcanter/sql-server-mcp MS SQL Server MCP for searching across schema and programmability (stored procedures, etc. | 0 | Claude Code | 1 | 1,944 tok |
| peacockery-studio/sharepoint-mcp MCP server enabling Claude to manage SharePoint documents and folders via OAuth | 0 | Claude Code | 1 | 1,044 tok |
| maxturazzini/claude-viewer Multi-user Claude Code conversation viewer with analytics dashboard and MCP server | 0 | Claude Code | 1 | 1,061 tok |
| AngDrew/todoist-mcp | 0 | Claude Code | 1 | 692 tok |
| dennisonbertram/mcp-anvil-tools | 0 | Claude Code | 1 | 882 tok |
| codewithpassion/cf-mcp-server-clerk | 0 | Claude Code | 2 | 1,949 tok |
| Mo3g4u/mcp-server-sample | 0 | Claude Code | 1 | 2,982 tok |
| surajmandalcell/pgsql-mcp Postgres MCP Pro provides configurable read/write access and performance analysis for you | 0 | Claude Code | 1 | 147 tok |
| unforced/suno-mcp MCP server for Suno music generation | 0 | Claude Code | 1 | 924 tok |
| marcelkurvers/local-testing-agent Multi-language testing automation MCP server for Claude Code and AI assistants. Supports P | 0 | Claude Code | 1 | 2,058 tok |
| fabiovige/mcp-mysql-simple | 0 | Claude Code | 1 | 713 tok |
| AaronGoldsmith/mcp-remote-control MCP server that enables AI assistants and agentic systems to control Roku TVs on your loca | 0 | Claude Code | 1 | 1,051 tok |
| Agoric/agoric-dev-mcp agoric-dev-mcp.agoric-core.workers.dev | 0 | Claude Code | 1 | 116 tok |
| i11v/fastmail-mcp fastmail-mcp.i11v.com An unofficial Fastmail MCP server | 0 | Claude Code | 2 | 896 tok |
| strzhao/video-to-text-mcp video-to-text-mcp | 0 | Claude Code | 1 | 998 tok |
| esola-thomas/your-docs-mcp | 0 | Claude Code, GitHub Copilot | 22 | 1,051 tok |
| brianprost/endoflife-mcp | 0 | Claude Code | 1 | 382 tok |
| htakeda777/fal_openai_image1 fal.ai openai image1 api mcp | 0 | Claude Code | 1 | 323 tok |
| jauinones/xlsx-MCP | 0 | Claude Code | 1 | 1,147 tok |
| simplicianokelly52/comet_mcp Comet mcp | 0 | Claude Code | 1 | 962 tok |
| essos-bot/eastmoney-skills2mcp | 0 | Claude Code | 1 | 1,152 tok |
| unstrike/attackforge-mcp An unoffical AttackForge MCP server that covers the full SSAPI and adds a layer of context | 0 | Claude Code, Codex, OpenCode | 2 | 810 tok |
| JoeCardoso13/mcp-resend | 0 | Claude Code | 1 | 672 tok |
| keboola/keboola-api-documentation-mcp-server | 0 | Claude Code | 1 | 654 tok |
| ohkyuetaek/korea-realestate-mcp | 0 | Claude Code | 1 | 4,428 tok |
| ryan-norman-cmm/principal-architect-service MCP server for managing product initiatives, technical requirements, and architecture deci | 0 | Claude Code | 8 | — |
| JoeCardoso13/mcp-google-calendar | 0 | Claude Code | 1 | 675 tok |
| khill1269/servalsheets Production-grade Google Sheets MCP server — 25 tools, 410 actions, TypeScript strict mode | 0 | Claude Code | 27 | 4,253 tok |
| petems/genz-mcp-server | 0 | Claude Code | 2 | 2,494 tok |