How real projects configure their agents

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
agsinghmac/bom-mcp Sample code to test MCP server that have tools to list products and BOM components 0 Claude Code, GitHub Copilot 21 1,134 tok
sohumsuthar/portfolio-mcp portfolio-mcp.vercel.app 0 Claude Code 1 1,573 tok
xydong-web/mcp-nexus MCP Nexus release repository 0 Claude Code, Codex, OpenCode 2 286 tok
mkoziel2000/mcp-fabric-api 0 Claude Code 1 1,829 tok
ianball99/remote-mcp-server-authless 0 Claude Code 1 1,551 tok
mhtb32/reminders-mcp A mcp server using apple script to communicate with apple reminders on Mac OS 0 Claude Code 1 467 tok
nhanngo-fastboy/mcp-gold-price 0 Claude Code 1 489 tok
Bolo10/mcp-tools 0 Claude Code 1 247 tok
anggakawa/sonarqube-ce-mcp A MCP for sonarqube CE server 0 Claude Code 1 508 tok
JMRussas/ollama-mcp MCP server exposing local Ollama instances as tools for AI coding assistants. Multi-host r 0 Claude Code 1 656 tok
obisagno/Apple-mcp 0 Claude Code 1 271 tok
cmillstead/basalt-mcp 0 Claude Code, Codex, OpenCode 2 2,380 tok
Legolasan/snowflake_mcp 0 Claude Code 1 1,446 tok
kaihendry/uk-weather-mcp-via-skill 0 Claude Code 2 91 tok
dragomirweb/gitlab-review-mcp 0 Claude Code, Codex, OpenCode 2 3,024 tok
halans/evlife-mcp-server Simple MCP server implementation for electricvehicle.life for use with a static Hugo blog 0 Claude Code 1 1,032 tok
sruckh/aiimagemultistyle A Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's 0 Claude Code 1 368 tok
jairosoft-com/mcp-server-outlook-calendar 0 Claude Code 6 631 tok
jhubbardsf/dfns-mcp A Model Context Protocol (MCP) server that provides AI agents with access to the DFNS docu 0 Claude Code 1 934 tok
amenke-lang/bigquery_mcp 0 Claude Code 1 919 tok
mistakeknot/interdeep Deep research plugin — content extraction and research orchestration via MCP tools 0 Claude Code, Codex, OpenCode 2 1,761 tok
chinmay4382/gmail-mcp-server 0 Claude Code 5 431 tok
yarang/discord-decision-mcp Discord-based decision system for Claude Code tmux teammate mode 0 Claude Code 1 2,741 tok
urbushey/mcp-db instant-db: MCP server for SQLite database management 0 Claude Code 1 1,175 tok
d3v1an/ssh-mcp MCP multi tenant 0 Claude Code 1 1,551 tok
traikdude/enhanced-multimedia-analysis-mcp 🎬 A Model Context Protocol (MCP) server for professional multimedia content analysis and 0 Claude Code 1
nludd25/Figma-Context-MCP 0 Claude Code 2 1,982 tok
markschaake/brain-mcp MCP server for persistent semantic memory via PostgreSQL + pgvector 0 Claude Code 1 2,095 tok
rajkumar-madhu/mcp DevOps Nexus - 21 AI-powered MCP servers 0 Claude Code 1 1,155 tok
bb-sdk/bb-api-mcp 0 Claude Code 1 289 tok
xbotlive/btse-mcp MCP for BTSE 0 Claude Code 1 171 tok
ekmungi/smart-search Local-first MCP server for semantic search over PDF and DOCX documents 0 Claude Code 1 881 tok
w36zl/NA_MCP_server 0 Claude Code 1 504 tok
delt4d/SankhyaMCP 0 Claude Code 2 1,016 tok
mizuka-wu/mihome-mcp 0 Claude Code, Codex, OpenCode 2 755 tok
NimbleBrainInc/mcp-granola mpak.dev [Archived] Removed from mpak — use Granola's native remote MCP endpoint. 0 Claude Code 1 712 tok
hunterphillips/sn-mcp 0 Claude Code 1 502 tok
marianosalinas/wrds_mcp 0 Claude Code 1 2,452 tok
gregpriday/memory-mcp 0 Claude Code 5 452 tok
zihin-ai/zihin-mcp MCP Server proxy stdio-to-HTTP para a plataforma Zihin.ai 0 Claude Code 1 1,709 tok
bobbyrgoldsmith/lightscout-mcp testscout.dev MCP server for Core Web Vitals analysis powered by Lighthouse. Part of the TestScout MCP S 0 Claude Code 1 2,431 tok
serranom/my-mcp 0 Claude Code 1 1,827 tok
yangwuan55/edge-tts-mcp 0 Claude Code 1 784 tok
tao-Lionel/mcp-browser-logger 0 Claude Code 1 998 tok
sniper35/verda-cloud-mcp 0 Claude Code 1 37 tok
arclightdynamics/lumencore LumenCore: A developer tool providing a memory and context engine via MCP Protocol for AI 0 Claude Code 1 230 tok
bratland/pipedrive-mcp-server pipedrive-mcp-five.vercel.app 0 Claude Code 1 2,063 tok
wty0512/memory-mcp-server 0 Claude Code 1 1,011 tok
fred-drake/gmail-mcp 0 Claude Code 1 798 tok
Shubby98/email-insights MCP server for email signal analytics 0 Claude Code 3 930 tok