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 |
|---|---|---|---|---|
| santiagopereda/MCP_GoogleSheets Docker-based MCP server bridging Claude Desktop with Google Sheets API. Provides 31 tools | 0 | Claude Code | 1 | 2,608 tok |
| belal-elsabbagh-apex/copilot-mcp | 0 | Claude Code | 1 | 3,516 tok |
| ffylaktis/bsky-mcp-server MCP server for Bluesky - interact with Bluesky/ATProtocol via natural language through Cla | 0 | Claude Code, Codex, OpenCode | 8 | 2,826 tok |
| Harurow/j-quants-doc-mcp | 0 | Claude Code | 1 | 2,942 tok |
| jeanpetitY/mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 1,158 tok |
| ssasuoirafen/remnawave-mcp-server MCP server for Remnawave VPN panel API | 0 | Claude Code, Codex, OpenCode | 2 | 2,357 tok |
| dfeirstein/gemini-image-mcp | 0 | Claude Code | 1 | 459 tok |
| shelbeely/Openrouter-Nano-banana-assets-generator-MCP | 0 | Claude Code | 1 | — |
| LXHeart/hok-skin-extraction-mcp | 0 | Claude Code | 2 | 2,166 tok |
| zmij/appstore-cli CLI client and MCP for Apple AppStore connect | 0 | Claude Code | 1 | 1,626 tok |
| timohaa/simple-jira-mcp Very light MCP server for Jira Cloud integration with Claude, Gemini, Cursor, and other AI | 0 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 962 tok |
| kennethdsheridan/mcp-get A flexible MCP server for accessing multiple task management and productivity services | 0 | Claude Code | 1 | 765 tok |
| philipbrowne/oura-mcp-server MCP Server for Oura API | 0 | Claude Code | 1 | 814 tok |
| mr-azharul/payments-reliability-copilot-mcp mcpize.com MCP server that exposes AI copilot tools for diagnosing payment transaction failures, comp | 0 | Claude Code | 1 | 377 tok |
| AndrewGEvans95/mcp-workflow-orchestrator | 0 | Claude Code | 1 | 1,157 tok |
| sohumsuthar/canvas-mcp Canvas LMS MCP server for Claude Desktop — connects your Canvas Instructure account to Cla | 0 | Claude Code | 1 | 1,289 tok |
| himanshu31shr/linkedin-mcp-server Published npm package (@himanshu31shr/linkedin-mcp-server) exposing LinkedIn OAuth and pro | 0 | Claude Code, Codex, OpenCode | 2 | 1,300 tok |
| ccdatatraits/fmp-mcp-server MCP server for Financial Modelling Prep API integration - provides tools, resources, and p | 0 | Claude Code | 1 | 1,099 tok |
| dlightyupgrade/mcp-tools MCP server with new_ws workstream integration tools | 0 | Claude Code | 1 | 2,762 tok |
| Zaptimist/mcp-proxmox | 0 | Claude Code, Gemini CLI | 2 | 1,370 tok |
| mohsin-zaheer/mcp-server | 0 | Claude Code | 9 | 2,291 tok |
| nobelk/random-number-server MCP server to generate random numbers | 0 | Claude Code | 1 | 921 tok |
| JasserAmri/jira-mcp-quicktext | 0 | Claude Code | 1 | 442 tok |
| ab2005/elevenlabs-mcp-agents | 0 | Claude Code | 1 | 700 tok |
| tjackiet/bitbank-lab-mcp Experimental MCP Server | 0 | Claude Code, Codex, Cursor, OpenCode | 7 | 2,429 tok |
| zeocax/code-mcp | 0 | Claude Code | 1 | 1,894 tok |
| ProjectAtlantis-dev/atlantis-open-weather-mcp A simple OpenWeather MCP server for testing | 0 | Claude Code | 1 | 60 tok |
| cti1650/ovice-mcp-server | 0 | Claude Code | 2 | 150 tok |
| h0ck3ystyx/synergyde-mcp | 0 | Claude Code | 1 | 2,294 tok |
| doubleA411/figma-i18n-mcp Extract text from figma frames / files into a i18n ready json | 0 | Claude Code, Cursor | 1 | — |
| zhigang1992/upload-mcp | 0 | Claude Code | 1 | 700 tok |
| lweight/xbrush-api-mcp MCP server for XBrush AI media generation API | 0 | Claude Code | 1 | 9,975 tok |
| ShirshovDIM/retopoflow_blender_mcp | 0 | Claude Code | 1 | 589 tok |
| lt012071/dam-firebase-mcp-server 🚀 DAM Firebase MCP Server - Model Context Protocol server for dam-next-firebase-app (Digi | 0 | Claude Code | 1 | 1,760 tok |
| delonsp/rlm-mcp-server RLM MCP Server - Recursive Language Model via Model Context Protocol | 0 | Claude Code, Codex, OpenCode | 2 | 3,605 tok |
| draffetseder/sleeper-mcp 🤖 An MCP tool server exposing the Sleeper fantasy sports API, enabling AI models and agen | 0 | Claude Code, Codex, OpenCode | 2 | 2,201 tok |
| pidanmeng/mcp-scan-qr An MCP for scanning QR codes from images | 0 | Claude Code | 1 | 700 tok |
| cateland/poc_todo_mcp_server | 0 | Claude Code, Cursor | 2 | 1,194 tok |
| taxfyle/fxkit-mcp | 0 | Claude Code | 1 | 2,067 tok |
| jlromano/miro-mcp | 0 | Claude Code | 1 | 508 tok |
| Activi-AI/Master-Brain-MCP-Hub | 0 | Claude Code | 1 | 465 tok |
| chengdagong/ue-mcp | 0 | Claude Code | 2 | 2,927 tok |
| pidanmeng/mcp-md2poster | 0 | Claude Code | 1 | 700 tok |
| robmatesick/mkdocs-mcp-example | 0 | Claude Code | 2 | 1,953 tok |
| shanewwarren/mcp-zoom-recordings | 0 | Claude Code | 1 | 632 tok |
| mayronjr/mcp-server-project-tracker | 0 | Claude Code | 1 | 1,912 tok |
| watsona4/mcp-document-server MCP server providing Claude AI with secure, read-only access to local documents | 0 | Claude Code | 1 | 727 tok |
| martoc/mcp-spark-documentation Spark MCP Servers — helping you get the most out of Spark, wherever you use MCP | 0 | Claude Code | 1 | 1,622 tok |
| quaternionmedia/qmcp Quaternion MCP | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 2,808 tok |
| Vadimber2/mcp-prompt-tool | 0 | Claude Code | 1 | 723 tok |