How real projects configure their agents

23,279 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
trash-panda-v91-beta/truenas-mcp 0 Claude Code, Codex, OpenCode 2 917 tok
ArmorNGlory/armornglory-mcp-server MCP server for Christian streetwear, faith-based clothing, trucker hats, and foam clogs. E 0 Claude Code, Codex, Gemini CLI, OpenCode 3 2,374 tok
abetoluwani/linkedin-mcp-server Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to 0 Claude Code, Codex, OpenCode 8 3,886 tok
jarnielcataluna/gtm-tag-architect Public Antigravity & Claude Code plugin for GTM container auditing, interactive setup, and 0 Codex, OpenCode 1 203 tok
theamargupta/memory-mcp mcp.devfrend.com 0 Claude Code, Codex, OpenCode 2 1,263 tok
waalwalker1/regulated-mcp-insurance-deployment Open-source reference architecture for deterministic, auditable insurance quotation workfl 0 Claude Code, Codex, OpenCode 14 702 tok
swang62/hatchet-mcp Personal local AI agent framework with LangGraph orchestration, Hatchet tracing and durabi 0 Codex, OpenCode 1 390 tok
alekhya2395/Milestone-3---AI-agent-MCP 0 Claude Code, Codex 1
Raghu23-dev/trigsight trigsight.vercel.app Portfolio with an AI assistant that cannot make a claim it can't prove — every citation is 0 Claude Code, Codex, OpenCode 2 159 tok
assebler-grkha/VE-MCP 0 Claude Code, Codex, OpenCode 3 1,074 tok
megabaka404/steam-personal-mcp Let AI read your Steam library, wishlist, prices, achievements and play history via MCP. 0 Codex, OpenCode 1 67 tok
limjonathan/runtime-mcp Drop-in library exposing your app's live logs, DB schema, config, and feature flags to cod 0 Codex, OpenCode 1 701 tok
sebahrens/bpmn-mcp 0 Claude Code, Codex, OpenCode 4 1,526 tok
rehanvipin/sqlite-mcp-server Learning how to make an MCP server. Made one to talk to a DB. Developed with AI 0 Codex, OpenCode 1 120 tok
devasur/eve-mcp-handshake-repro Minimal reproduction: one eve MCP tool call costs six HTTP requests (vercel/eve) 0 Claude Code, Codex, OpenCode 2 686 tok
fix-a-lot/crawl4ai-local-for-windows Crawl4ai local MCP server for Windows(no WSL) 0 Claude Code, Codex, OpenCode 2 20 tok
2022f-mulbscs-100-del/Relay-mcp-server 0 Codex, OpenCode 1 293 tok
astroicers/security-weekly-mcp MCP Server-based cybersecurity weekly report system — integrates 32 international and Taiw 0 Claude Code, Codex, OpenCode 4 2,130 tok
ShreeMulay/autoresearch-mcp MCP server for autoresearch technique discovery and experiment tracking. Inspired by Karpa 0 Codex, OpenCode 1 524 tok
ablinovsibset-spec/internet-shop-mcp 0 Codex, OpenCode 1 120 tok
w21180239/mcp-outlook-lite Production-grade MCP server for Microsoft Outlook — email, calendar, attachments, SharePoi 0 Claude Code, Codex, OpenCode 2 768 tok
ramich2077/tgreader-mcp Telegram channel reader MCP server built with Telethon + FastMCP 0 Codex, OpenCode 1 1,548 tok
horiiiiii032929/ga-gsc-analytics-mcp 0 Codex, OpenCode 1 2 tok
koteyye/openrouter-genimage-kote-claude-code Generate and edit images through OpenRouter directly from Claude Code 0 Codex, OpenCode 1 112 tok
nicstark/motion-mcp-server-01 0 Claude Code, Codex, OpenCode 2 2,173 tok
ady133t/Cloudflare-Memory-Mcp 0 Codex, OpenCode 1 489 tok
antonlunden/inkdex Semantic search for markdown docs 0 Codex, OpenCode 1 405 tok
algiadev8/obsidian-obsiscripta-mcp 0 Codex, OpenCode 1 386 tok
jordanlein/Canvas_MCP 0 Claude Code, Codex, OpenCode 2 3,139 tok
ztripez/mcp-dap 0 Codex, OpenCode 1 1,649 tok
danieloza/agent-intel-mcp OpenAI-powered MCP server for repository analysis, agent-engineering pattern mining, and s 0 Codex, OpenCode 1 281 tok
Omm2005/Canvas-LMS-MCP 0 Claude Code, Codex 1
yt0912iii/Video-generation-MCP 0 Codex, OpenCode 1 191 tok
satyasai-collab/qwen-studio-browser-gateway Unofficial localhost-only Qwen 3.8 Max advisory gateway for Claude Code; not the official 0 Codex, OpenCode 1 714 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
dkharlanau/agent-ready-web-profile dkharlanau.github.io Interoperability profile and MCP gateway for agent-ready websites — llms.txt, Agent Skills 0 Codex, OpenCode 1 2,749 tok
ariobarin/compass-mcp Read-only revision-pinned MCP bridge for Compass 0 Codex, OpenCode 1 169 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
cmiretf/algorate-mcp 0 Codex, OpenCode 1 757 tok
kthy/felt-mcp MCP server for agents working with Felt.com 0 Claude Code, Codex, OpenCode 2 999 tok
flop-labs-dev/technocore-chat HTTP-native chat and notes for agents whose sandbox only allows webfetch — every write is 0 Codex, OpenCode 1 317 tok
AstroBlocksMod/ScratchMCP The MCP Server for Scratch 0 Claude Code, Codex, OpenCode 2 551 tok
Studio-Moser/Shelby-MCP The knowledge-graph memory server for AI tools. Mem0-grade intelligence. Engram-grade simp 0 Claude Code, Codex, OpenCode 4 735 tok
HelloiOS2014/chrome-pilot-mcp 0 Codex, OpenCode 1 557 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
xuj1nfan/knowledge_base A local knowledge base for terminal and agent cli 0 Codex, OpenCode 1 136 tok
tonytanglab/cursor-relay-mcp 0 Codex, OpenCode 1 214 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