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
eidos-agi/resume-resume pypi.org Search, read, and merge your Claude Code session history in plain English. MCP server + TU 0 Claude Code 3 —
jordanlein/Canvas_MCP 0 Claude Code, Codex, OpenCode 2 3,139 tok
nishtobehonest/latex-resume-tailor-mcp MCP server that tailors LaTeX resumes to job descriptions via Claude — returns structured 0 Claude Code 1 1,184 tok
HenryKautz/semantic_scholar_ngrok_mcp_server MCP server exposing the Semantic Scholar API, with optional ngrok tunnel 0 Claude Code 1 228 tok
pouriamrt/svgwriter-mcp An MCP server that wraps the svgwrite Python library, enabling LLM agents to create, compo 0 Claude Code 1 773 tok
mohn93/asc-mcp-server 0 Claude Code 1 658 tok
10-gaurav-01/nexus-mcp Universal multi-AI gateway MCP server — 27 providers, orchestration, councils, autonomous 0 Claude Code 1 1,623 tok
samuellawrence/openapi-mcp-bridge A generic MCP server that takes any OpenAPI/Swagger specification and exposes it as MCP to 0 Claude Code 2 689 tok
MacromNex/rosetta_mcp Rosetta MCP server for molecular modeling and protein design 0 Claude Code 1 942 tok
akramlam/cairnos akram-laamache.me Local-first AI productivity desktop app: brain-dump capture into tasks/notes/ideas/reminde 0 Claude Code 1 1,804 tok
g-hyeong/Logging-Advisor-MCP 0 Claude Code 1 1,794 tok
evgenygurin/fastmcp-r2r-openapi-integration MCP server for R2R API using FastMCP - automatically generated from OpenAPI specification 0 Claude Code 1 8,210 tok
radiosilence/mainlymcpfolk MCP server for Mainly Norfolk - British folk music encyclopedia 0 Claude Code 1 723 tok
exe-blue/revaid-mcp-server 0 Claude Code 1 1,983 tok
Omm2005/Canvas-LMS-MCP 0 Claude Code, Codex 1 —
filipecalegario/strateegia-mcp MCP de strateegia 0 Claude Code 1 1,104 tok
Moishe/bear-mcp 0 Claude Code 1 744 tok
lucas-1000/location-history-mcp-server MCP server for personal location tracking with PostgreSQL/PostGIS, place recognition, and 0 Claude Code 1 2,620 tok
J-o-n-a-t-h-a-n-M-u-e-l-l-e-r/lattice Infers the dependency graph hidden in a GitHub backlog, writes it into GitHub's native iss 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 1,948 tok
BlockchainHB/linkedin-scraper-mcp An open source mcp agent platform. Cloudflare agent with access to apify scraping tools 0 Claude Code 4 —
paeyoungpark-web/lupa-mcp lupa.kr MCP server for Lupa — let your AI agent search your Mac's documents by content (PDF, DOCX, 0 Claude Code 1 828 tok
ComputerSaysNull/claude-delegate-local-mcp MCP server that lets Claude Code delegate work to a local model you host yourself. 0 Claude Code 10 2,793 tok
EricYuan2007/GPUPlane Agent-native training control plane for personal GPUs — personal GPU training control plan 0 Claude Code, Codex, OpenCode 5 3,555 tok
bindreams/space-mcp 0 Claude Code 2 1,409 tok
Vince-Yi/-vncy-persona @vncy/persona-mcp — MCP server that maintains a shared persona world-state across agents a 0 Claude Code 1 106 tok
kthy/felt-mcp MCP server for agents working with Felt.com 0 Claude Code, Codex, OpenCode 2 999 tok
AstroBlocksMod/ScratchMCP The MCP Server for Scratch 0 Claude Code, Codex, OpenCode 2 551 tok
CaseyRo/mcp-mockuuups 0 Claude Code 21 861 tok
Studio-Moser/Shelby-MCP The knowledge-graph memory server for AI tools. Mem0-grade intelligence. Engram-grade simp 0 Claude Code, Codex, OpenCode 4 773 tok
WalterP/kimai-mcp 0 Claude Code 1 1,509 tok
eloquentix/metals-mcp 0 Claude Code 1 550 tok
wellingtonlee/esquie An MCP server with utils for helping reverse engineer binaries. 0 Claude Code 1 1,103 tok
colinhauch/scryfall-mcp-server 0 Claude Code 3 2,842 tok
nakanoasaservice/freee-remote-mcp Freee remote MCP server running on Cloudflare Workers 0 Claude Code, Codex, OpenCode 2 325 tok
zinntikumugai/rigol-oscilloscope-mcp 0 Claude Code, Codex, OpenCode 3 1,738 tok
Suryakanta26/mcp-server-python-mt9e4j8z Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
goods9999-ai/personal-file-analysis-mcp_test_20260826 A FastMCP-based test suite for locally reading and analyzing specific files 0 Claude Code, Codex, OpenCode 2 9,797 tok
parmarnaresh86/AgentSphere-MCP 0 Claude Code 2 2,204 tok
Kautiontape/mystic-forge Unified MCP server for Magic: The Gathering — Scryfall, EDHRec, Archidekt, and deck valida 0 Claude Code 1 2,979 tok
seeincodes/skyfi-mcp npmjs.com Remote MCP server for SkyFi satellite imagery platform — search, price, order, and monitor 0 Claude Code, Codex 1 —
fx/mcp-arr 0 Claude Code, Codex, OpenCode 2 87 tok
omalleyandy/kenpom-client Python MCP server and API client for KenPom basketball analytics with automated odds fetch 0 Claude Code, Cursor 10 917 tok
hmcc0/bragdoc-mcp An MCP server that helps you capture professional achievements using the STAR method. 0 Claude Code 1 646 tok
Txpple/fvtt-mcp-artificer MCP server that lets Claude make Foundry VTT art (icons, tokens, portraits, illustrations) 0 Claude Code 2 1,870 tok
ranjanjyoti152/LLM-MCP A unified, persistent memory layer for all your AI coding assistants. Save conversations, 0 Claude Code 2 1,946 tok
CodeAwareness/kawa.mcp kawacode.ai Team-aware memory for AI coding assistants — intent tracking, decision history, real-time 0 Claude Code 1 2,808 tok
slamb2k/glam-mcp Slambed MCP Server - Comprehensive Git Flow Automation with MCP and CLI Support 0 Claude Code 5 3,254 tok
xz0831/openclaw-brain Engineering knowledge-graph + memory served over MCP — ingests semiconductor PDFs into a t 0 Claude Code 1 6,067 tok
inael/agent-walkie-talkie MCP Server for autonomous agent-to-agent communication between Claude Code instances. Your 0 Claude Code 1 657 tok
Digitizers/bunny-mcp my-aura.app MCP server for Bunny.net — secret-redacting, read-only by default. Hardened fork of anvme/ 0 Claude Code 2 —