32,566 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 agents8,593Claude Code6,906Git and workflow3,640Data and AI3,579Backend and APIs3,563Languages3,497Planning3,327Code review2,909Testing2,708DevOps and cloud2,500Writing and docs2,487Memory and context2,373Frontend2,320Research2,320Security2,182Project management1,993
All Claude Code32,566 Codex24,956 OpenCode23,878 GitHub Copilot3,727 Gemini CLI2,042 Cursor1,771 Windsurf203 Kiro118
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| rdwj/mcp-test-mcp An MCP server for testing MCP servers | 4 | Claude Code | 3 | 1,168 tok |
| progrmoiz/cal-mcp cal-mcp.com Connect your calendar in 30 seconds, not 3 hours. | 4 | Claude Code | 1 | 692 tok |
| dhofheinz/mcp-comfyui-flux A fully containerized MCP (Model Context Protocol) server for generating images with FLUX | 4 | Claude Code | 5 | 4,419 tok |
| ffpy/gitlab-mcp-code-review Allow an AI assistant to fetch merge requests, inspect diffs, post comments, and suggest i | 4 | Claude Code | 1 | 1,145 tok |
| Sheepion/openapi-search-mcp MCP tools for OpenAPI(Swagger) search | 4 | Claude Code | 1 | 3,007 tok |
| smchase/piazza-mcp MCP server for browsing Piazza course forums | 4 | Claude Code | 1 | 1,250 tok |
| ljadach/rtm-mcp | 4 | Claude Code | 1 | 1,203 tok |
| sehmim/mcphy | 4 | Claude Code | 1 | 21 tok |
| CaullenOmdahl/Nextjs-React-Tailwind-Assistant MCP server providing Next.js 15+ and Tailwind CSS documentation, Catalyst UI components, a | 4 | Claude Code | 1 | 2,591 tok |
| back1ply/Excel-Power-Pivot-MCP Excel Power Pivot MCP | 4 | Claude Code | 1 | 2,650 tok |
| ervwalter/mcp-kanka MCP Server for Kanka.io | 4 | Claude Code | 1 | 3,011 tok |
| TomBener/devonthink-mcp DEVONthink MCP Server | 4 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 4 | 5,712 tok |
| paolodalprato/ollama-mcp-server Self-contained MCP server for comprehensive Ollama management with zero external dependenc | 4 | Claude Code | 1 | 1,307 tok |
| jinyiabc/ibkr-mcp MCP server for Interactive Brokers - enables Claude AI to interact with IBKR trading accou | 4 | Claude Code | 1 | 594 tok |
| mideind/icelandic-morphology-mcp MCP server for Icelandic word inflection lookups using BinPackage (islenska) | 4 | Claude Code | 1 | 375 tok |
| toocheap/x-search-mcp X (Twitter) Search MCP Server using xAI Grok API for Claude Desktop | 4 | Claude Code | 1 | 1,953 tok |
| Slaycaster/loom-local-mcp-server An MCP server that lets Claude Code watch your Looms (or local videos) | 4 | Claude Code | 1 | 581 tok |
| khgs2411/memvid_mcp | 4 | Claude Code | 1 | 723 tok |
| shanggqm/awesome-medical-mcp-server awesome medical calculator mcp server | 4 | Claude Code | 1 | 3,225 tok |
| neverl805/ruyipage_mcp An MCP tool built with ruyipage. | 4 | Claude Code | 1 | 1,377 tok |
| pasteai/pasteai Human review of beautiful reports, generated by AI | 4 | Claude Code | 3 | 897 tok |
| AmemiyaLai/grasshopper-mcp-workflow | 4 | Claude Code, Codex, OpenCode | 8 | 857 tok |
| kennic/framelayoutkit-mcp-server | 4 | Claude Code | 1 | 837 tok |
| windoze95/servicewow-mcp ServiceNow MCP Server — per-user delegated access via OAuth 2.0 | 4 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 1,233 tok |
| Jemo69/Appflowy-MCP | 4 | Claude Code, Codex | 1 | — |
| nitzpo/nadlan-mcp MCP server for querying Israeli real estate sales data by AI agents | 4 | Claude Code | 1 | 5,842 tok |
| discohead/textual-mcp-server MCP server for programmatically driving Textual TUI apps headlessly | 4 | Claude Code | 1 | 756 tok |
| codewithcheese/jupyter-kernel-mcp MCP server for stateful Jupyter kernel development with multi-kernel support | 4 | Claude Code | 1 | 285 tok |
| ryantlee25-droid/tages tages.ai Persistent codebase memory for AI coding agents. MCP server + CLI + dashboard. | 4 | Claude Code | 1 | 1,110 tok |
| Paretofilm/amplify-docs-mcp-server MCP server for AWS Amplify Gen 2 documentation - enables smart search, pattern discovery, | 4 | Claude Code | 1 | 909 tok |
| PaulMRamirez/yamcs-mcp-server Model Context Protocol (MCP) Server for Yamcs Mission Control System | 4 | Claude Code | 1 | 2,054 tok |
| basst85/local-memory-mcp Local Memory MCP Server for Coding Agents | 4 | Claude Code | 1 | 154 tok |
| emingenc/smart_glass_mcp smart glasses MCP that any AI can use smart glass which has MCP client | 4 | Claude Code, GitHub Copilot | 2 | 244 tok |
| CalebChristiansen/Memoreei A personal memory backend with MCP as the universal access layer | 4 | Claude Code | 1 | 1,092 tok |
| scvcoder/korean-privacy-law-mcp An MCP for easily explaining privacy to small businesses and individuals, including small | 4 | Claude Code | 1 | 5,915 tok |
| WesleySalzer/GameCodex npmjs.com MOVED → https://github.com/sbenson2/GameCodex | 4 | Claude Code | 2 | 1,291 tok |
| usercourses63/musicbrainz-mcp-server 🎵 A comprehensive Model Context Protocol (MCP) server for querying the MusicBrainz databa | 4 | Claude Code, GitHub Copilot | 2 | 1,742 tok |
| aaronsb/dbus-mcp Model Context Protocol server that bridges AI assistants to Linux D-Bus, enabling system c | 4 | Claude Code | 1 | 1,924 tok |
| aether-platform/supervisord-mcp The Model Context Protocol (MCP) Server for Supervisord. https://supervisord.org/ | 4 | Claude Code | 1 | 1,029 tok |
| Project-Navi/grippy-code-review project-navi.github.io AI-powered PR review agent with security rule engine, structured findings, and a grumpy au | 4 | Claude Code | 1 | 4,304 tok |
| AbianS/code-recall npmjs.com Ultra-fast MCP server for semantic memory and code analysis | 4 | Claude Code | 5 | 813 tok |
| dachivadachkoria/claude-code-starter-kit 🤖 Production-ready boilerplate for Claude Code CLI. Automate unit testing, security check | 4 | Claude Code | 3 | 992 tok |
| ohah/electron-mcp-server | 4 | Claude Code, Cursor | 10 | 132 tok |
| Firnschnee/dual-model-mcp A MCP server that queries at the same time Claude Fable 5.1 high and OpenAI GPT-6 Astra hi | 4 | Claude Code, Codex, OpenCode | 2 | 1,546 tok |
| FerrazPiai/ekyte_mcp_server | 4 | Claude Code, Codex, OpenCode | 2 | 1,234 tok |
| probelabs/big-brain probeai.dev BigBrain MCP Server - When your AI needs a bigger brain. Intelligent context extraction an | 4 | Claude Code | 1 | 864 tok |
| mpessis/supply-ops-agent Supply-side ad ops diagnostic agent built on AAMP standards. MCP server with bid rate anal | 4 | Claude Code | 1 | 137 tok |
| app-sre/proms-mcp A Prometheus Mesh MCP server | 4 | Claude Code, Gemini CLI | 2 | 6 tok |
| quickvm/defined-mcp An unoffical MCP server for defined.net | 4 | Claude Code | 1 | — |
| agenthill/vaultpilot-mcp vaultpilot-mcp.ai Safety first. Hardware-verified DeFi for AI agents — designed for when the AI can be compr | 4 | Claude Code, Codex, OpenCode | 2 | 7,509 tok |