43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751
All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| 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 |
| OtterBub/file_search_mcp | 0 | GitHub Copilot | 1 | 561 tok |
| QuentinCody/civic-mcp-server | 0 | Gemini CLI | 1 | 479 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 |
| uniquename/mcp-bvg I just vibe coded a mcp server to query Berlin public transport. | 0 | GitHub Copilot | 1 | 341 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 |
| almahdi/mcp-terminal PTY MCP Server - Manage pseudo-terminal sessions via Model Context Protocol | 0 | Codex, OpenCode | 1 | 686 tok |
| niradler/mcp-planer | 0 | Cursor | 1 | 28 tok |
| moki74/mysql-mcp | 0 | Codex, OpenCode | 1 | 338 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 |
| JoaoA1egre/mcp-app Testing MCP logic | 0 | Cursor | 1 | 494 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 |
| botwith/xiaozhi-mcp XiaoZhi MCP | 0 | Codex, OpenCode | 1 | 1,305 tok |
| ngpestelos/readwise-mcp-server Token-efficient MCP server for Readwise | 0 | Claude Code | 3 | 3,130 tok |
| gcorroto/dba-mcp dba-mcp | 0 | GitHub Copilot | 1 | 2,751 tok |
| byjit/toolkits-mcp | 0 | Codex, OpenCode | 1 | 783 tok |
| gabrielalmir/mcp-animaginexl FastMCP server for the Animagine XL 4.0 image generation experience, providing prompt vali | 0 | Claude Code | 1 | 846 tok |
| dot-do/mcp | 0 | Claude Code, Codex, OpenCode | 2 | 2,189 tok |
| kumr192/oracle-ar-mcp-server | 0 | Claude Code | 1 | 1,920 tok |
| BreezeWind889988/python-mcp | 0 | Cursor | 1 | 117 tok |
| kiranprakashkm/classavo-mcp MCP Server for Classavo Education Platform - Connect Claude/ChatGPT to manage courses, ass | 0 | Claude Code | 1 | 845 tok |
| tomtomjskim/db-mcp Database MCP Server - Enterprise-ready Model Context Protocol server for multi-database ma | 0 | Claude Code | 1 | 1,220 tok |
| sebszczec/pihole-mcp | 0 | GitHub Copilot | 1 | 109 tok |
| makaveli006/mcp-sentry | 0 | Claude Code | 3 | 5,279 tok |
| fritzprix/chess-mcp-server pypi.org A Model Context Protocol (MCP) server for playing Chess with AI Agents, featuring an inter | 0 | Cursor | 1 | — |
| gardner/mcp-postgres | 0 | Claude Code | 1 | 327 tok |