How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
WIndFate/legal-ai-agent Production-grade legal AI agent reference implementation — LangGraph + pgvector RAG + MCP 2 Claude Code, Codex, OpenCode 2 1,994 tok
resq-software/pypi pypi.org Python packages for the ResQ disaster response platform: resq-mcp (FastMCP server connecti 2 Claude Code, Codex, OpenCode 2 1,308 tok
piyushptiwari1/mcpkernel pypi.org The Security Kernel for AI Agents — MCP/A2A gateway with policy enforcement, taint trackin 2 Claude Code, Codex, GitHub Copilot 8 2,161 tok
chriswu727/sibyl pypi.org Research MCP for AI agents: persistent evidence, counterevidence, gap tracking, and option 2 Codex, OpenCode 1 2,354 tok
unvus/neosql-mcp Bridging NeoSQL and LLMs. Execute via npx to give your AI tools full access to NeoSQL's in 2 Claude Code, Codex, OpenCode 2 3,591 tok
tubealfred/mcp tubealfred.com Bring YouTube transcripts, comments and channel data into Claude, ChatGPT and Cursor. No Y 2 Codex, OpenCode 1 549 tok
sandraschi/streamfog-mcp Fastmcp 3.2 server plus webapp for controlling streamfog ar facefilter 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,755 tok
Raed2180416/holt raed2180416.github.io See what coding agents changed across Git worktrees. Inspect duplicates, collisions and de 2 Claude Code, Codex, OpenCode 5 1,120 tok
dpup/meshcore-mcp Model Context Protocol (MCP) server exposing a MeshCore node — and the mesh reachable thro 2 Claude Code, Codex, OpenCode 2 3,316 tok
gaato/kbbi-mcp simple MCP server for querying KBBI (Indonesian dictionary) 2 Codex, GitHub Copilot, OpenCode 2 519 tok
dreamiurg/mountaineers-mcp npmjs.com MCP server for The Mountaineers (mountaineers.org) — search activities, courses, trip repo 2 Codex, OpenCode 1 333 tok
ellisp97/FlightFinderMCP MCP server enabling Claude to search and compare flights across multiple providers with s 2 Codex, OpenCode 1 4,310 tok
amonstack/gitea_mcp MCP server that exposes Gitea and GitLab repository operations — issues, labels, milestone 2 Codex, OpenCode 1 4,619 tok
PurdueRCAC/globus-mcp Model Context Protocol server implementation to manage Globus endpoints and transfers 2 Claude Code, Codex, OpenCode 10 7,786 tok
mohsinsheikhani/tutorclaw-mcp MCP server for TutorClaw, an AI-powered tutoring system that teaches programming through P 2 Claude Code, Codex, OpenCode 2 746 tok
zachspar/fred-mcp FRED Python MCP server using fred-py-api 2 Codex, OpenCode 1 1,394 tok
torsday/omnifocus-mcp An MCP server exposing the full OmniFocus surface to LLM agents. 2 Codex, OpenCode 1 6,885 tok
0xSplits/splits-cli A command line interface and MCP server for Splits 2 Claude Code, Codex, OpenCode 2 1,620 tok
conorbronsdon/yt-analytics-mcp chainofthought.show Curated read-only YouTube Analytics MCP server — owner-side channel, video, and playlist a 2 Claude Code, Codex, OpenCode 2 824 tok
playforge-coding/scratch4js Edit Scratch .sb3 projects from JavaScript, plus an MCP server! 2 Claude Code, Codex, OpenCode 6 166 tok
techniondigitalsolutions/odoo-mcp Safety-first MCP server for Odoo 16-19 with controlled changes, audit journaling, rollback 2 Codex, OpenCode 1 115 tok
WillHsiaoNYC/NYC-Opendata-Capital-Projects-MCP willhsiaonyc.github.io MCP server over NYC Open Data's Capital Projects Dashboard — 4 Socrata datasets in a local 2 Claude Code, Codex, OpenCode 2 2,508 tok
iamseyhmus7/mcp-codebase-oracle 2 Claude Code, Codex, OpenCode 8 5,471 tok
linxxcat000/autodoubao Local Windows MCP bridge that automates Doubao web image generation for Codex, Hermes Agen 2 Codex, OpenCode 1 667 tok
davidsolheim/grok-chrome-bridge Chrome extension that lets Grok Build attach to the profile you mark Active. 2 Codex, OpenCode 1 152 tok
postalform/agent-mail-mcp postalform.com Send physical mail from an AI agent. An open MCP server for agent-payable mail - print and 2 Codex, OpenCode 1 279 tok
HappyMonkeyAI/agent-coordination-mcp An experimental local MCP server for coordinating installed CLI agents across projects tha 2 Codex, OpenCode 1 214 tok
mr-mihu/dsh-dbhub-live DSH database MCP bridge plugin: persistent multi-source dbhub service + workspace-specific 2 Codex, OpenCode 1 3,602 tok
baiehclaca/service npmjs.com > The only MCP server your AI agent needs — unified MCP hub & real-time notification gatew 2 Codex, OpenCode 1 1,065 tok
adibirzu/mcp-oci-logan-server 2 Codex, OpenCode 1 814 tok
ucodia/plotter-studio-mcp Plotter Studio MCP server that gives AI agents eyes and a robotic arm. 2 Claude Code, Codex, OpenCode 2 1,648 tok
snow-wind-001/CodeRecoder CodeRecoder: MCP for recode the Code 2 Claude Code, Codex, OpenCode 2 1,280 tok
m2ux/workflow-server A Model Context Protocol (MCP) server for AI agent workflow orchestration. Create high-fid 2 Codex, OpenCode 1 1,057 tok
JonusNattapong/MCPSearch Hybrid crawling + Stealth browser + Social media scraping + Anti-bot bypass - all free, no 2 Codex, OpenCode 1 1,584 tok
developerz-ai/ai-gaming-agent-mcp 2 Claude Code, Codex, OpenCode 10 5,845 tok
rementum/rementum rementum.dev Self-hosted shared memory infrastructure for AI agents with versioned knowledge and confli 2 Claude Code, Codex, OpenCode 2 2,174 tok
JorgeSintes/puregym-mcp 2 Codex, OpenCode 1 768 tok
tszaks/imessage-mcp MCP server that lets AI agents read, search and send iMessages and SMS on macOS, with phot 2 Codex, OpenCode 1 544 tok
lbruton/claude-context Code search MCP for Claude Code. Make entire codebase the context for any coding agent. 2 Claude Code, Codex, OpenCode 32 1,915 tok
SinoEdwards/mail-agent-mcp Local-first email MCP server for Gmail and QQ Mail with secure OAuth, IMAP search/read, at 2 Claude Code, Codex, OpenCode 2 967 tok
artificemachine/obsidian-semantic-mcp MCP server for Obsidian with semantic search, vector embeddings via pgvector, and Claude C 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,253 tok
MT-gar/Nexus Multi-Agent Coordination System — Enables multiple Claude Code sessions to collaborate lik 2 Claude Code, Codex 9 1,792 tok
Hanzhi0807/document-buddy Serverless MCP toolkit for Feishu/Lark project memory: turn docs, wiki pages, chats, meeti 2 Codex, OpenCode 1 295 tok
krondor-corp/libre-mcp stdio MCP server for controlling LibreOffice (Writer & Calc) over UNO — macOS & Linux 2 Claude Code, Codex, OpenCode 3 1,613 tok
amxv/agentbox agentbox.ashray.xyz shared message board for agents and humans - remote mcp, cli, web, raycast 2 Codex, OpenCode 2 1,148 tok
negm17111995/mcp-server mcp.maqami.co Remote MCP server for hotel and flight search on MAQAMI (3M+ hotels). Search live rates, r 2 Codex, Gemini CLI, OpenCode 2 1,966 tok
MSNP1381/mcp-notes-tools 2 Codex, OpenCode 1 2,219 tok
oscarjpicazo/spacedata Aggregated public space data (satellite orbits, catalogs, conjunctions, launches) as an AI 2 Claude Code, Codex, OpenCode 2 1,594 tok
ashishpatill/tell-proof tell-proof.vercel.app Tell reads your rendered UI, names what makes it look AI-generated, and helps you art-dire 2 Claude Code, Codex, Cursor, OpenCode 61 1,825 tok
nobulart/octane-mcp Octane MCP for Hermes 2 Codex, OpenCode 1 2,000 tok