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 |
|---|---|---|---|---|
| casterkay/ruminer-browser-agent chrome.ruminer.app The AI agent you love with central long-term memory integrating from all your AI chat plat | 0 | Claude Code, Codex | 18 | — |
| jashwanth0712/runpod-image-mcp MCP server for RunPod image generation (Seedream V4) and editing (Nano Banana Pro) APIs | 0 | Claude Code | 1 | 437 tok |
| obrien-matthew/mcp-garmin MCP server for Garmin Connect health and fitness data | 0 | Claude Code, Codex, OpenCode | 2 | 300 tok |
| FojleRabbiRabib/gemini-bridge A lightweight MCP server bridging AI agents to Google's Gemini AI via official CLI | 0 | Claude Code, Codex, OpenCode | 2 | 3,602 tok |
| nickshffer/graph-rag-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 2,966 tok |
| sondt2709/cloud-vm-mcp-py | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 25 | 1,650 tok |
| ribsousa/sigmaui-ds-mcp mcp server | 0 | Claude Code | 2 | 269 tok |
| norm613/cpp-espace-mcp MCP server exposing the eSpace facilities management REST API to Claude Code or any MCP cl | 0 | Claude Code | 1 | 432 tok |
| hirurg-lybitel/MCP-Nexus mcp-nexus-fgka.onrender.com A comprehensive demonstration of Model Context Protocol (MCP) server with universal access | 0 | Claude Code, Codex | 1 | — |
| Luffy610/f1-mcp Formula 1 MCP server that exposes race data, driver stats, and team information for AI-pow | 0 | Claude Code | 1 | 611 tok |
| flyearth9981/matlab-mcp-server Matlab MCP Server in python | 0 | Claude Code | 1 | — |
| IceWreck/SearxNG-MCP-Server MCP Server for SearxNG | 0 | Claude Code, Codex, OpenCode | 2 | 863 tok |
| deeprave/mcp-guide MCP server for handling guidelines, project rules and controlled development workflow acro | 0 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 30 | 1,465 tok |
| aliwatters/rod-mcp Model Context Protocol Server of Rod | 0 | Claude Code, GitHub Copilot | 2 | 820 tok |
| tterrasson/mcp-searxng MCP Server for SearXNG | 0 | Claude Code, Codex, OpenCode | 2 | 98 tok |
| bazhuayu-team/bazhuayu-mcp | 0 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 16,803 tok |
| rubenlangeweg/productive-mcp | 0 | Claude Code | 34 | 5,400 tok |
| bitbankinc/bitbank-mcp-server MCPserver for bitbank | 0 | Claude Code, Codex, Cursor, OpenCode | 7 | 720 tok |
| leongxj123/entrez-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 2,428 tok |
| henrikogaard/mcp-polvenn Local-first MCP server for Vinmonopolet beer releases and stock lookups | 0 | Claude Code, Codex, OpenCode | 2 | 3,456 tok |
| jinho-waah/icloud-mcp Personal iCloud MCP | 0 | Claude Code | 1 | 526 tok |
| prod-broke-again/weeek-mcp Read-only MCP server for Weeek (tasks, projects, attachments, comments) | 0 | Claude Code | 1 | 921 tok |
| unitycoder/YetAnotherUnityMcp Yet Another Unity Mcp client / server | 0 | Claude Code | 1 | 1,150 tok |
| SBecraft/mcp-hayabusa This repo is my working space for Modules 3 & 4 - MCP Hayabusa in AI Cyber Defense Ops, a | 0 | Claude Code | 3 | 6,135 tok |
| chaitanya-jadhav11/notes-mcp Notes Model-Context-Protocol (MCP) | 0 | Claude Code | 1 | 593 tok |
| alejandro-cedeno-10/contextforge-cli | 0 | Claude Code, Codex, OpenCode | 9 | 586 tok |
| getledric/ledric getledric.com Self-hosted, MCP-native CMS. One Node process, one SQLite file, structured tools for agent | 0 | Claude Code | 1 | 4,235 tok |
| iceycn/juejin-release-mcp Juejin MCP server, an MCP protocol-based integration service for the Juejin platform that | 0 | Claude Code | 1 | 912 tok |
| windboyk0/table-context-mcp An MCP server that converts Excel-based table definition documents into knowledge for LLMs | 0 | Claude Code | 1 | 2,547 tok |
| CodingWithCalvin/VSC-MCPServer marketplace.visualstudio.com A Visual Studio Code extension that exposes an MCP (Model Context Protocol) server, giving | 0 | Claude Code | 1 | 1,123 tok |
| Jamie-BitFlight/git-project-xray-mcp XRAY MCP provides progressive code intelligence and navigation capabilities for AI assista | 0 | Claude Code, GitHub Copilot | 51 | 3,692 tok |
| stefanwille/anki-mcp-server MCP server for Anki flashcards app | 0 | Claude Code | 1 | 344 tok |
| rorygeddes/luni_mcp luni-mcp.vercel.app | 0 | Claude Code, Codex | 1 | — |
| nareshnavinash/dobbe-mcp nareshnavinash.github.io AI-powered MCP server + Claude Code skills - scan vulnerabilities, fix dependencies, revie | 0 | Claude Code | 1 | 590 tok |
| u9401066/asset-aware-mcp u9401066.github.io Agent document collaboration: versioned PDF pages/annotations/forms, raster frames, DOCX/P | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 16 | 18,489 tok |
| vngcloud/greennode-mcp | 0 | Claude Code | 3 | 2,232 tok |
| LuiInventions/Bitunix-MCP Mcp server for bitunix, model context protocol | 0 | Claude Code | 1 | 1,479 tok |
| pramodmisra/carrier-accounting-mcp MCP Server for insurance carrier accounting — ingest, reconcile, and post to Applied Epic | 0 | Claude Code | 1 | 2,176 tok |
| luciVuc/shell-mcp lucivuc.github.io A production-ready MCP (Model Context Protocol) server that provides shell command executi | 0 | Claude Code | 1 | 1,484 tok |
| cuongph-dev-work/jira8_mcp | 0 | Claude Code, Codex, OpenCode | 2 | 5,381 tok |
| vaporif/mcp-server-qdrant Rust MCP server for Qdrant with local embeddings (Candle/ONNX) | 0 | Claude Code | 1 | 794 tok |
| Picaresco/MCP-ZTE-F680 MCP Server para gestionar NAT/port forwarding en router ZTE ZXHN F680. | 0 | Claude Code | 1 | 2,342 tok |
| criblio/ultra-confluence-mcp MCP server for Confluence Cloud - Full API access for AI models | 0 | Claude Code | 1 | 880 tok |
| compasify/redmine-mcp-server Model Context Protocol (MCP) server for Redmine that provides comprehensive access to the | 0 | Claude Code | 2 | 741 tok |
| untitled-developers/shopify-mcp untitled-developers.github.io | 0 | Claude Code, Codex, OpenCode | 2 | 784 tok |
| DanMeon/hatchet-mcp Operational MCP server for Hatchet — read-only by default, with opt-in run control over th | 0 | Claude Code | 1 | — |
| wernerglinka/metalsmith-plugin-mcp-server | 0 | Claude Code | 2 | 1,636 tok |
| connxio/cli Connxio CLI and MCP server for AI-assisted Connxio management workflows | 0 | Claude Code, Codex, OpenCode | 2 | 1,849 tok |
| owrede/vault-memory Local-first semantic memory MCP server for Obsidian vaults | 0 | Claude Code, Codex, OpenCode | 2 | 5,944 tok |
| moxellabs/atlas moxellabs.github.io Local-first documentation ingestion, retrieval, and MCP/server access for multi-repo engin | 0 | Claude Code | 1 | 723 tok |