How real projects configure their agents

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
luc-me/ltspiceMCP Un servidor MCP (Model Context Protocol) que permite a los LLMs diseñar y simular circuito 1 Gemini CLI 1 981 tok
alDuncanson/gcal-mcp pypi.org Google Calendar MCP server 1 Codex, OpenCode 1 265 tok
quartz-labs-dev/pabal-resource-mcp npmjs.com MCP server for bidirectional conversion between ASO and web SEO data. 1 Codex, OpenCode 1 655 tok
Calq-dev/calq-mcp MCP server for time tracking, project management, memory, and team collaboration 1 Claude Code 1 1,044 tok
DanielRamosAcosta/nixos-mcp NixOS MCP 1 Claude Code 1 1,161 tok
izqui/whoop-mcp 1 Claude Code 1 1,533 tok
geowa4/managed-notifications-mcp An MCP server for searching openshift/managed-notifications 1 Claude Code 1 676 tok
chenqi146/torna-mcp 1 Codex, OpenCode 1 1,637 tok
linonon/mcpbookmarks 1 Claude Code, Gemini CLI 2 16,846 tok
rmstxrx/maestro-mcp Multi-host machine fleet + AI agent orchestra MCP server 1 Claude Code, Codex, Gemini CLI, OpenCode 3 4,715 tok
baxishrey/Coverity-MCP-Server-Typescript 1 Claude Code 1 763 tok
cosmocoder/mcp-web-docs Self-hosted MCP server to index and search any documentation site—public or private 1 Claude Code, Codex, Cursor, OpenCode 3 6,381 tok
woodstocksoftware/student-progress-tracker MCP server that tracks student performance and identifies learning gaps 1 Claude Code 1 1,661 tok
DemandSphereDev/demandsphere-mcp MCP server for the DemandSphere platform 1 Claude Code, Codex, OpenCode 2 1,087 tok
datagen24/World-Anvil-MCP MCP service using the Boramir world Anvil API 1 Claude Code, Codex, OpenCode 2 4,886 tok
DaveDev42/tauri-plugin-mcp 1 Claude Code 1 3,092 tok
MichaelTroelsen/tdz-c64-knowledge MCP server for managing and searching Commodore 64 documentation 1 Claude Code 2 1,755 tok
serenichron/mcp-cloudron MCP server for Cloudron instance management 1 Codex, OpenCode 1 2,644 tok
atsuki-sakai/ai_collaboration_mcp_server 1 Claude Code 1 823 tok
bcharleson/zoom-agent-cli npmjs.com CLI and MCP server for the Zoom API — built for humans and AI agents 1 Claude Code, Codex, OpenCode 2 3,418 tok
aoki-collabo/simple-hono-mcp-server 1 Claude Code 12 1,231 tok
Vvkmnn/claude-senator-mcp [ Under Construction ] 🏛️ An MCP server for inter-Claude communication and context sharin 1 Claude Code 1 764 tok
bobmatnyc/mcp-memory-ts mcp-memory-ts.vercel.app 1 Claude Code 1 9,239 tok
hoyt-harness/ProcExecMCP Process execution MCP server. Archived — superseded by Claude Code's native Bash tool. 1 Claude Code 1
Coykto/debug_mcp 1 Claude Code 1 2,820 tok
gaiaaiagent/regen-python-mcp Python MCP server for Regen Network 1 Claude Code 4 58 tok
takeru/Kagami Claude Code Web exclusive Playwright MCP server. Enables browser automation via JWT authen 1 Claude Code 3 549 tok
u1pns/sqlite-mcp A simple MCP service to create / write / read SQLITE databases... 1 Gemini CLI 1 474 tok
Estaed/Lol_Data_MCP_Server A MCP server for collecting relative data for Project Taric (An Agent that can play Taric 1 Claude Code 1 4,855 tok
lmorchard/oblique-strategies-mcp An MCP (Model Context Protocol) server that provides access to Brian Eno and Peter Schmidt 1 Claude Code 1 774 tok
albertogferrario/business-design-mcp 1 Claude Code 1 530 tok
peerjakobsen/audiogen-mcp MCP server for AI sound effect generation using Meta's AudioGen 1 Claude Code 1 447 tok
NonmaskableInt/alphavantage-mcp This is a working alphavantage working mcp server for working with LLMs 1 Claude Code 1 1,454 tok
Conce-AI/v0.dev Custom MCP implementation for v0.dev — empower your AI models to access real-time context 1 Cursor 1 2,386 tok
wirnat/gibrun MCP for End to End golang testing with DAP debugger, CURL, and PGSQL 1 Codex, OpenCode 1 795 tok
isagasi/codeguard-mcp-server 1 GitHub Copilot 1 810 tok
fabriciofs/mcp-postgres 1 Claude Code 12
Vashistht/harcx-mcp 1 Claude Code 1 39 tok
AshwathDAzur/mcp-localdata-ai-bridge AI-on-LocalData-MCP is a Node.js-based MCP server that connects to a locally hosted Micros 1 Cursor 1 7 tok
locupleto/mcp-strategy-research-db MCP server for strategy research database - analyze trading strategy backtest results with 1 Claude Code 1 1,388 tok
FrontMage/screenshot_mcp macOS screenshot/recording MCP server with a Swift capture CLI and Node MCP wrapper 1 Codex, OpenCode 1 346 tok
OmelchMichael/mcp_agent_mail 1 Codex, OpenCode 1 6,596 tok
mchardysam/reachy-claude-mcp MCP server integrating Reachy Mini robot with Claude Code 1 Claude Code 1 277 tok
mlemos/attio-simple-mcp-server A very simple MCP server for Attio CRM - a starting point if you want to integrate Attio w 1 Claude Code 1 699 tok
SynclyAI/gmail-mcp A Model Context Protocol (MCP) server that provides read-only Gmail access to Claude CLI w 1 Claude Code 1 628 tok
FactrueSolin/image-edit-rmcp Align with the image editing function of OpenAI Web: Provide an MCP (Model Context Protoco 1 Codex, OpenCode 1 29 tok
ysh-fe/content_automation AI-powered content automation for Pinterest and Instagram with MCP integration, automated 1 Claude Code 1 910 tok
scrappymonkey/db-mcp MCP server for governed semantic analytics queries through Cube.js 1 Claude Code 1 1,330 tok
philiphess1/vibecheck-mcp AI-powered security audit MCP server with real-time vulnerability data 1 Claude Code 1 262 tok
kunobi-ninja/mcp MCP server for Kunobi — Kubernetes management from AI assistants 1 Claude Code, Codex, OpenCode 2 137 tok