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 |
|---|---|---|---|---|
| namp10010/notes-mcp | 0 | Claude Code | 1 | 997 tok |
| rwking/wellness_planner Testing MCP servicer + tools + interacting with data | 0 | Cursor | 4 | — |
| yardz/ayrshare-unofficial-mcp Unofficial MCP for Ayrshare | 0 | Claude Code | 1 | 963 tok |
| duhman/volterra-knowledge-engine Enterprise Document Ingestion with AI Embeddings — Multi-source ingestion pipeline with pg | 0 | Codex, OpenCode | 1 | 659 tok |
| camilojourney/holusight codesight-nine.vercel.app MCP server for semantic code search — hybrid BM25 + vector retrieval with RRF | 0 | Claude Code, Codex, OpenCode | 16 | 7,782 tok |
| ChrisLAS/podhome-mcp | 0 | Codex, OpenCode | 1 | 3,679 tok |
| Data-Nexus-Web3/thegraph-mcp An MCP server that powers AI agents with indexed blockchain data from The Graph. | 0 | Claude Code | 1 | 484 tok |
| NimbleBrainInc/mcp-bash Bash MCP Server - Execute bash commands via MCP | 0 | Claude Code | 1 | 305 tok |
| Enockkipkoech/project-planner-ai-MCP project-planner.nodeg.workers.dev A Model Context Protocol (MCP) server for AI-powered project and task management — create | 0 | Codex, OpenCode | 1 | 293 tok |
| agsinghmac/bom-mcp Sample code to test MCP server that have tools to list products and BOM components | 0 | Claude Code, GitHub Copilot | 21 | 1,134 tok |
| sohumsuthar/portfolio-mcp portfolio-mcp.vercel.app | 0 | Claude Code | 1 | 1,573 tok |
| xydong-web/mcp-nexus MCP Nexus release repository | 0 | Claude Code, Codex, OpenCode | 2 | 286 tok |
| mkoziel2000/mcp-fabric-api | 0 | Claude Code | 1 | 1,829 tok |
| ianball99/remote-mcp-server-authless | 0 | Claude Code | 1 | 1,551 tok |
| mhtb32/reminders-mcp A mcp server using apple script to communicate with apple reminders on Mac OS | 0 | Claude Code | 1 | 467 tok |
| nhanngo-fastboy/mcp-gold-price | 0 | Claude Code | 1 | 489 tok |
| tonygod/SharkMath-MCP MCP server with mathematical functions across multiple domains | 0 | GitHub Copilot | 1 | 1,861 tok |
| Bolo10/mcp-tools | 0 | Claude Code | 1 | 247 tok |
| anggakawa/sonarqube-ce-mcp A MCP for sonarqube CE server | 0 | Claude Code | 1 | 508 tok |
| JMRussas/ollama-mcp MCP server exposing local Ollama instances as tools for AI coding assistants. Multi-host r | 0 | Claude Code | 1 | 656 tok |
| obisagno/Apple-mcp | 0 | Claude Code | 1 | 271 tok |
| cmillstead/basalt-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 2,380 tok |
| Legolasan/snowflake_mcp | 0 | Claude Code | 1 | 1,446 tok |
| nolan57/opencode-mcp-cron mcp corn on opencode | 0 | Codex, OpenCode | 1 | 2,396 tok |
| kaihendry/uk-weather-mcp-via-skill | 0 | Claude Code | 2 | 91 tok |
| SajidAlee1/expo-mcp | 0 | Codex, OpenCode | 1 | 2,028 tok |
| dragomirweb/gitlab-review-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 3,024 tok |
| halans/evlife-mcp-server Simple MCP server implementation for electricvehicle.life for use with a static Hugo blog | 0 | Claude Code | 1 | 1,032 tok |
| sruckh/aiimagemultistyle A Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's | 0 | Claude Code | 1 | 368 tok |
| jairosoft-com/mcp-server-outlook-calendar | 0 | Claude Code | 6 | 631 tok |
| agencian1/mcp-runrunit MCP runrunit para utilização interna dos colaboradores | 0 | Codex, OpenCode | 1 | 561 tok |
| jhubbardsf/dfns-mcp A Model Context Protocol (MCP) server that provides AI agents with access to the DFNS docu | 0 | Claude Code | 1 | 934 tok |
| w01fgang/mcp-design-comparison | 0 | Codex, OpenCode | 1 | 1,306 tok |
| amenke-lang/bigquery_mcp | 0 | Claude Code | 1 | 919 tok |
| mistakeknot/interdeep Deep research plugin — content extraction and research orchestration via MCP tools | 0 | Claude Code, Codex, OpenCode | 2 | 1,761 tok |
| chinmay4382/gmail-mcp-server | 0 | Claude Code | 5 | 431 tok |
| yarang/discord-decision-mcp Discord-based decision system for Claude Code tmux teammate mode | 0 | Claude Code | 1 | 2,741 tok |
| urbushey/mcp-db instant-db: MCP server for SQLite database management | 0 | Claude Code | 1 | 1,175 tok |
| d3v1an/ssh-mcp MCP multi tenant | 0 | Claude Code | 1 | 1,551 tok |
| traikdude/enhanced-multimedia-analysis-mcp 🎬 A Model Context Protocol (MCP) server for professional multimedia content analysis and | 0 | Claude Code | 1 | — |
| nludd25/Figma-Context-MCP | 0 | Claude Code | 2 | 1,982 tok |
| markschaake/brain-mcp MCP server for persistent semantic memory via PostgreSQL + pgvector | 0 | Claude Code | 1 | 2,095 tok |
| Meowrium/GITCG-MCP1st 【Deprecated】First-generation Genius Invocation TCG MCP implementation — see Meowrium/geniu | 0 | OpenCode | 3 | — |
| rajkumar-madhu/mcp DevOps Nexus - 21 AI-powered MCP servers | 0 | Claude Code | 1 | 1,155 tok |
| maderwin/pinchtab-mcp maderwin.github.io MCP server for PinchTab — control Chrome (or any Chromium browser) via accessibility tree | 0 | Codex, OpenCode | 1 | 728 tok |
| bb-sdk/bb-api-mcp | 0 | Claude Code | 1 | 289 tok |
| xbotlive/btse-mcp MCP for BTSE | 0 | Claude Code | 1 | 171 tok |
| adrighem/domoticz-mcp A Model Context Protocol (MCP) server for integrating with the Domoticz home automation sy | 0 | Gemini CLI | 1 | 245 tok |
| ekmungi/smart-search Local-first MCP server for semantic search over PDF and DOCX documents | 0 | Claude Code | 1 | 881 tok |
| w36zl/NA_MCP_server | 0 | Claude Code | 1 | 504 tok |