43,761 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731
All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| wjuliein-dotcom/figma-bridge An MCP (Model Context Protocol) tool that retrieves design node data from Figma and conver | 1 | Claude Code | 1 | 3,341 tok |
| hotic/protools An extensible everyday development MCP toolkit. | 1 | Codex, OpenCode | 1 | 671 tok |
| ucodia/plotter-studio-mcp Plotter Studio MCP server that gives AI agents eyes and a robotic arm. | 1 | Claude Code, Codex, OpenCode | 2 | 1,648 tok |
| studykit/mcp-gemini-google-search | 1 | Claude Code | 1 | 647 tok |
| sontanon/docx-mcp Legal document redlining engine with MCP server for AI-powered .docx tracked changes | 1 | Codex, OpenCode | 1 | 1,570 tok |
| yuraist/appstoreconnect-mcp MCP server for App Store Connect API — manage apps, IAPs, subscriptions, TestFlight, and A | 1 | Claude Code, Codex, OpenCode | 2 | 724 tok |
| AmmarJawad/claude-memory MCP server to access Claude Desktop and claude.ai cnversations from Claude Code | 1 | Claude Code | 1 | 1,662 tok |
| h-mergel/bru-mcp MCP server that exposes Bruno CLI (bru) as tools for AI agents | 1 | Codex, OpenCode | 1 | 1,452 tok |
| NetzSicht/amazon_ads_mcp | 1 | Claude Code, Codex, OpenCode | 2 | 4,739 tok |
| aicoder2048/calculator_mcp | 1 | Claude Code | 4 | 339 tok |
| ozmarks/simpro-mcp MCP server for Simpro - exposes Simpro to MCP clients | 1 | Claude Code | 1 | 2,425 tok |
| yuneunmi814-cmyk/legal-navigator-mcp MCP server providing labor dispute information, procedures, and standard forms (submitted | 1 | Claude Code | 1 | 818 tok |
| FiveOhhWon/summarize-mcp An MCP server that converts text summaries to speech using OpenAI TTS and plays them in th | 1 | Claude Code | 1 | 464 tok |
| VXConsulting/claude-rag-mcp MCP server providing RAG context and failure capture for Claude Code | 1 | Claude Code | 1 | 602 tok |
| MDBrothers/ada-mcp-server An MCP server wrapper in Python for the standard Ada Language Server (ALS) | 1 | GitHub Copilot | 1 | 1,009 tok |
| ex-takashima/grok-imagine-video-mcp-server | 1 | Claude Code | 1 | 3,554 tok |
| FlorianSp2000/secure-cluster-mcp MCP Server allowing guarded interaction for coding agents with Slurm Cluster, intended for | 1 | Claude Code | 1 | 312 tok |
| dna-seq/just-prs-mcp Just-PRS MCP server | 1 | Claude Code, Codex, OpenCode | 4 | 3,963 tok |
| stuartbrameld/posthog-mcp | 1 | Claude Code | 1 | 1,242 tok |
| yangzhaoji-dot/AgentBridge Bridge local coding agents with user-authorized web AI through browser extensions and MCP. | 1 | Codex, OpenCode | 1 | 558 tok |
| Nitjsefnie-Harness-Commons/daedalus Browser bridge for agents: drive a real Chrome instance over HTTP, MCP or CLI | 1 | Claude Code, Codex, OpenCode | 3 | 6,962 tok |
| m2ux/workflow-server A Model Context Protocol (MCP) server for AI agent workflow orchestration. Create high-fid | 1 | Claude Code, Codex, Cursor, OpenCode | 3 | 1,959 tok |
| jain-eshan/google-trends-mcp Local MCP server for querying Google Trends (search interest, related queries/topics, regi | 1 | Claude Code | 1 | — |
| bubroz/zget Agentic local media capture: yt-dlp library, CLI, and MCP path handoff for agents and pipe | 1 | Codex, OpenCode | 1 | 521 tok |
| rcz87/McPCG | 1 | Claude Code | 1 | 1,578 tok |
| ShakyPizza/osrs-mcp MCP server for Old School RuneScape. Gives an AI agent eyes and knowledge for OSRS. | 1 | Claude Code | 1 | — |
| Killian-Filippov/CodeGB MCP server that provides structured repository context for AI coding agents. | 1 | Codex, OpenCode | 1 | 1,841 tok |
| Ed-Fi-Exchange-OSS/Ed-Fi-SDK-for-AI-Assistants An MCP Server for building integrations with the Ed-Fi Data Standard | 1 | GitHub Copilot | 1 | 95 tok |
| viktor-silakov/mac-say-mcp | 1 | Cursor | 1 | 1,247 tok |
| neethanwu/joa Persistent activity journal for AI agents. Log decisions, file changes, errors, and observ | 1 | Claude Code | 1 | 408 tok |
| emre6943/TrackFusionMcp trackfusion.me An Mcp for https://trackfusion.me | 1 | Claude Code | 1 | 1,521 tok |
| marcosnunesmbs/mcp_coingecko_price_ts | 1 | GitHub Copilot | 1 | 88 tok |
| bastiaan365/mcp-it-ops MCP server for IT operations — query Active Directory, manage Intune devices, check M365 h | 1 | Claude Code | 2 | 2,036 tok |
| johnzfitch/raley-bot A grocery shopping assistant that wraps a grocery store’s web API with intelligent product | 1 | Claude Code | 1 | 1,211 tok |
| ArtiPyHeart/mcp-jumpserver-gui-sucks | 1 | Codex, OpenCode | 1 | 1,475 tok |
| sweatco/zoom-mcp Zoom MCP by Sweatco Ltd | 1 | Claude Code | 1 | 898 tok |
| sjmatta/gedcom-mcp | 1 | Claude Code | 1 | 4,437 tok |
| JonusNattapong/MCPSearch Hybrid crawling + Stealth browser + Social media scraping + Anti-bot bypass - all free, no | 1 | Codex, OpenCode | 1 | 1,584 tok |
| developerz-ai/ai-gaming-agent-mcp | 1 | Claude Code | 1 | 3,000 tok |
| jessepike/diagram-forge diagram-forge.vercel.app MCP server for generating enterprise-grade architecture diagrams via AI image providers (G | 1 | Claude Code | 2 | 780 tok |
| Unity-Billal-mesloub/mcp-documentation-server unity-billal-mesloub.github.io MCP Documentation Server - Bridge the AI Knowledge Gap. ✨ Features: Document management • | 1 | GitHub Copilot | 1 | 1,147 tok |
| drohi-r/mikrotik-routeros-mcp ecube-entertainment.com MCP server for MikroTik RouterOS with 24 tools for multi-device management, transport fall | 1 | Codex, OpenCode | 1 | 238 tok |
| jesse-smith/dbmcp A Model Context Protocol (MCP) server that enables AI assistants like Claude to explore an | 1 | Claude Code | 24 | 1,231 tok |
| Jordonh18/fastmail-mcp-server fastmail.jordonh.me A Model Context Protocol (MCP) server for Fastmail. Enables any MCP-compatible AI assistan | 1 | GitHub Copilot | 1 | 2,637 tok |
| wallpapa/WhisperCUT whispercut-delta.vercel.app AI-native vertical video factory for Claude Cowork — MCP server with 7 tools: analyze, cut | 1 | Claude Code | 14 | 961 tok |
| kingsword09/ptywright npmjs.com Terminal/TUI automation driver over PTY + xterm, exposed as MCP tools | 1 | Codex, OpenCode | 1 | 1,254 tok |
| Satttoshi/jira-mcp Custom read only atlassian MCP Server for reading Jira Tickets | 1 | Claude Code | 3 | 300 tok |
| alex2zimmermann-ux/strapi-mcp smithery.ai MCP Server for Strapi CMS - AI-powered content management with 20 tools, 3 prompts, 1 reso | 1 | Claude Code | 1 | 1,856 tok |
| brentm5/paprika-mcp-server An MCP Server for the Paprika Recipe Manager | 1 | Claude Code | 2 | 1,221 tok |
| Mittenzx/Adastrea-MCP | 1 | Claude Code | 4 | — |