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 |
|---|---|---|---|---|
| kassol/memory-mcp | 0 | Codex, OpenCode | 1 | 2,162 tok |
| ChaseWNorton/shopify-admin-mcp Production-grade MCP server for the Shopify Admin GraphQL API | 0 | Claude Code | 2 | — |
| GalaxyXieyu/Image-This-MCP | 0 | Claude Code | 1 | 3,038 tok |
| thesammykins/context-mcp | 0 | Codex, OpenCode | 1 | 495 tok |
| masseater/n8n-mcp-server | 0 | Claude Code | 2 | 8,993 tok |
| tjun1/mcp-jira | 0 | Claude Code | 1 | 427 tok |
| DailyNoBug/PlaywrightBrowserMCPServer PlaywrightBrowserMCPServer | 0 | Cursor | 1 | — |
| nandanv99/aaddyy-mcp | 0 | Cursor | 1 | 867 tok |
| VitalyOstanin/sentry-mcp MCP server for Sentry: list organizations and projects, query issues with filters and pagi | 0 | Claude Code, Codex, OpenCode | 2 | 1,905 tok |
| carlosventurar/mcp-typebot-startchat-fix MCP Typebot con solución para startChat y funcionalidad getChatUrl | 0 | Claude Code | 1 | 104 tok |
| renga92/bio-intelligence-mcp | 0 | Claude Code, Codex | 1 | — |
| happyvertical/smrt-docs-mcp MCP server for SMRT framework documentation | 0 | Claude Code | 1 | 3,328 tok |
| msilverblatt/wiki-mcp An MCP server for accessing Wikipedia | 0 | Claude Code | 1 | 700 tok |
| AtefAndrus/mcp-ripgrep npmjs.com MCP server providing ripgrep search capabilities | 0 | Claude Code, Codex, OpenCode | 2 | 892 tok |
| AnxiangTechnology/ai-design-expert-mcp AI Design Expert MCP Server with multi-image support | 0 | Claude Code | 1 | 2,384 tok |
| luquitared/duckduckgo-image-mcp | 0 | Claude Code | 1 | 642 tok |
| rintaro-s/sisterd_lite A MCP server | 0 | GitHub Copilot | 1 | 71 tok |
| sweeden-ttu/canvas-lms-mcp MCP Server for connecting agents to Instructure Canvas LMS | 0 | Claude Code, Cursor | 10 | 4,747 tok |
| sholtomaud/ir-mcp | 0 | Codex, OpenCode | 1 | 474 tok |
| roman-vm/ask-me-mcp | 0 | Claude Code | 4 | 2,475 tok |
| EzeLLM/tessie_mcp An mcp interface to use tessie with llms (claude, gpt, echosee) | 0 | Codex, OpenCode | 1 | 1,048 tok |
| RajuSudhar/atlassian-bitbucket-mcp | 0 | Claude Code | 1 | 580 tok |
| hongxianzhi/seedream-image-mcp mcp.pixelark.art 🚀 PixelMCP | Integrate AI image generation into Cursor, Claude Code, and more, so AI-gene | 0 | Claude Code | 1 | 700 tok |
| bowbozaa/api-weaver API Weaver - MCP Architecture Monorepo with Gateway, Content MCP, and Integration MCP | 0 | Claude Code, Codex | 3 | — |
| devlitus/mcp-strapi | 0 | Claude Code | 1 | 2,312 tok |
| honeyvig/ai-vision-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 2,960 tok |
| diatonic-codes/ninetn-mcp-server | 0 | Claude Code | 1 | 214 tok |
| xstraven/mcp-server-learning | 0 | Claude Code | 1 | 1,106 tok |
| jpcanter/sql-server-mcp MS SQL Server MCP for searching across schema and programmability (stored procedures, etc. | 0 | Claude Code | 1 | 1,944 tok |
| peacockery-studio/sharepoint-mcp MCP server enabling Claude to manage SharePoint documents and folders via OAuth | 0 | Claude Code | 1 | 1,044 tok |
| maxturazzini/claude-viewer Multi-user Claude Code conversation viewer with analytics dashboard and MCP server | 0 | Claude Code | 1 | 1,061 tok |
| AngDrew/todoist-mcp | 0 | Claude Code | 1 | 692 tok |
| j0hanz/playwright-mcp | 0 | Codex, OpenCode | 1 | 930 tok |
| dennisonbertram/mcp-anvil-tools | 0 | Claude Code | 1 | 882 tok |
| codewithpassion/cf-mcp-server-clerk | 0 | Claude Code | 2 | 1,949 tok |
| Mo3g4u/mcp-server-sample | 0 | Claude Code | 1 | 2,982 tok |
| complyue/jupyter-collaboration-mcp | 0 | Codex, OpenCode | 1 | 1,965 tok |
| surajmandalcell/pgsql-mcp Postgres MCP Pro provides configurable read/write access and performance analysis for you | 0 | Claude Code | 1 | 147 tok |
| kaz29/mcp-server-example | 0 | GitHub Copilot | 1 | 1,442 tok |
| unforced/suno-mcp MCP server for Suno music generation | 0 | Claude Code | 1 | 924 tok |
| CashLabs-Dev/bch-mcp | 0 | Codex, OpenCode | 1 | 3,894 tok |
| marcelkurvers/local-testing-agent Multi-language testing automation MCP server for Claude Code and AI assistants. Supports P | 0 | Claude Code | 1 | 2,058 tok |
| fabiovige/mcp-mysql-simple | 0 | Claude Code | 1 | 713 tok |
| AaronGoldsmith/mcp-remote-control MCP server that enables AI assistants and agentic systems to control Roku TVs on your loca | 0 | Claude Code | 1 | 1,051 tok |
| Agoric/agoric-dev-mcp agoric-dev-mcp.agoric-core.workers.dev | 0 | Claude Code | 1 | 116 tok |
| i11v/fastmail-mcp fastmail-mcp.i11v.com An unofficial Fastmail MCP server | 0 | Claude Code | 2 | 896 tok |
| strzhao/video-to-text-mcp video-to-text-mcp | 0 | Claude Code | 1 | 998 tok |
| esola-thomas/your-docs-mcp | 0 | Claude Code, GitHub Copilot | 22 | 1,051 tok |
| brianprost/endoflife-mcp | 0 | Claude Code | 1 | 382 tok |
| htakeda777/fal_openai_image1 fal.ai openai image1 api mcp | 0 | Claude Code | 1 | 323 tok |