How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
maoxiangzhe/board-mcp A small MCP utility, an MCP bulletin board that enables AI tools to coordinate their work 1 Claude Code, Codex, OpenCode 2 1,008 tok
tuxevil/tuxnews An agent-native, AI-powered news engine that learns your taste, eliminates clickbait, arch 1 Claude Code, Codex, OpenCode 5 2,152 tok
pureia/wechat-devtools-mcp Local MCP server for the WeChat Mini Program automation tool miniprogram-automator, wrappi 1 Codex, OpenCode 1 120 tok
ncleton-petitmaker/leclerc-drive-mcp Unofficial E.Leclerc Drive MCP server and CLI backed by an isolated persistent browser ses 1 Claude Code, Codex, OpenCode 2 313 tok
harshitagarwal2/StockResearchAgents Harness-neutral, evidence-first company research with versioned contracts, MCP adapters, a 1 Claude Code, Codex, OpenCode 2 702 tok
Enthusiasm23/abacus Local Excel automation framework named after Chinese mathematical culture, providing three 1 Codex, OpenCode 1 1,637 tok
getpostern/postern getpostern.com The personal context gateway — connect the sectors of your life once, reach them from any 1 Claude Code, Codex, OpenCode 4 2,361 tok
ishan-parihar/facebook-lyr Facebook / Messenger MCP server for AI agents (cookie-based web scraping) 1 Claude Code, Codex, OpenCode 3 1,456 tok
monroedean/doctor-of-credit-mcp Source-backed bank bonus and credit-card offer research through MCP. 1 Codex, OpenCode 1 79 tok
GeniusTechnoMystic/ossinsight-mcp MCP server wrapping the OSSInsight REST API — GitHub repo analytics, trending, collections 1 Codex, OpenCode 1 319 tok
26BB/agentic-awesome-skills-mcp Remote MCP SSE Server wrapper for agentic-awesome-skills 1 Codex, OpenCode 1 1,425 tok
andreibrosmaster/ph-compliance-mcp 1 Codex, OpenCode 1 1,187 tok
gaabrielrd/local-model-workers-mcp Servidor MCP para delegar tarefas de exploração e criação de testes a um modelo local 1 Claude Code, Codex, OpenCode 2 1,373 tok
tao-io/foldcase The typed, headless test loop for Foldkit components: Effect Schema reports, Model and Mes 1 Claude Code, Codex, OpenCode 2 2,332 tok
codeyogi911/able codeyogi911.github.io Agent-first, open-source ERP for service businesses. Able Desk — a support desk and CRM on 1 Claude Code, Codex, OpenCode 3 771 tok
jcmaker/just-study Pick a topic and an agent researches sources, scores them, and builds a 30-day course you 1 Claude Code, Codex 1
seokh1213/unity-my-mcp 1 Codex, OpenCode 1 1,415 tok
shbernal/caniemail-ai-tooling An agent skill and an MCP server giving AI agents correct access to email client HTML/CSS 1 Claude Code, Codex, OpenCode 2 4,538 tok
erikvankempen/bukio-cli agentic.bukio.nl Agent-first double-entry bookkeeping for SMEs — 31 jurisdictions, Peppol BIS 3.0 ready, lo 1 Codex, OpenCode 1 24,897 tok
Hackerprod/Agent-Orchestrator Shared MCP hub that lets multiple coding-agent CLIs (opencode, and others via adapters) re 1 Codex, OpenCode 1 60 tok
dkdottk/obsidian-bridge Connect Cursor agents to your local Obsidian vault via Local REST API — MCP tools, setup s 1 Codex, OpenCode 1 158 tok
Happypig375/vscode-jupyter-mcp-server 1 Codex, OpenCode 1 651 tok
John-CEO-HQ/cockroachdb-x-aws-hackathon john.ceo The memory layer behind John CEO - durable agent memory with CockroachDB VECTOR + AWS Lamb 1 Codex, OpenCode 1 530 tok
hadidwirsty/intervals-icu-mcp 1 Claude Code, Codex 14
lenhonbp/codex-memory-intelligence Persistent project memory and intelligence layer for Codex and AI coding agents. 1 Codex, OpenCode 1 803 tok
Ylyass/mcp-privilege-profiler Task-scoped least-privilege security proxy and Wazuh detection bridge for MCP-based AI age 1 Codex, OpenCode 1 172 tok
Valdivia94x/tizon-mcp tizon-mcp.vercel.app Servidor Model Context Protocol para operar un restaurante ficticio, con un playground que 1 Claude Code, Codex, OpenCode 2 159 tok
benkipnis/virtual_engineer AI-assisted chiller troubleshooting demo powered by MongoDB Atlas, MCP tools, and an LLM a 1 Codex, OpenCode 1 493 tok
sandraschi/rtorrent-mcp rTorrent MCP server: torrent management, multi-source search, post-processing, and Austria 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 2,804 tok
psychofanPLAYS/gemini4codex-mcp Model Context Protocol (MCP) server bringing Gemini's advanced agentic capabilities to Cod 1 Codex, Gemini CLI, OpenCode 2 601 tok
epi13/gimp-local-mcp Local-first MCP server providing structured natural-language control of GIMP 3 while keepi 1 Codex, OpenCode 1 472 tok
Vivswan/chromium-bridge Authenticated MCP bridge to your real Chromium browsers (Brave, Chrome): Rust native-messa 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,307 tok
nabheet/google-services-mcp MCP server for Google consumer services — Gmail, Calendar, Drive, Sheets, Docs, Slides, Yo 1 Codex, OpenCode 1 1,393 tok
toyro396133/freebuff-bridge Programmatic bridge between tools/scripts and Freebuff Desktop sessions: REST API, MCP ser 1 Codex, OpenCode 1 259 tok
oshriagronov/braude-mcp braude-mcp.oshri-mcp.workers.dev Remote MCP server for Ort Braude College deployed on Cloudflare Workers 1 Codex, OpenCode 1 3,053 tok
LatinumLabs/QBO-Multicompany-MCP 1 Codex, OpenCode 1 672 tok
randomparity/hmc-mcp Experimental MCP Server for IBM PowerVM HMC Control 1 Claude Code, Codex, OpenCode 2 5,435 tok
daodaobing/codex-project-context Portable Codex Project Context MCP Server and project-context skill 1 Codex, OpenCode 1 116 tok
perfsage/perfsage-jmeter-mcp perfsage.com Self-healing JMeter MCP for LLM agents — heal runtimes, auto-correlate scripts, discover c 1 Codex 1
Hakurei-git/minecraft-codex-companion Local-first Minecraft Forge 1.20.1 AI NPC companion with T-chat, crafting, building, deep 1 Codex 1
celados/wbot wwbot.celados.com Agent-first read-only CLI and MCP for authorized WeChat conversations 1 Codex, OpenCode 1 380 tok
zaimokuza-yoshiteru/atlassian-server-mcp npmjs.com Unified stdio MCP server for Jira, Confluence, and Bitbucket Data Center — 499 policy-gate 1 Codex, OpenCode 1 2,031 tok
harnios/harnios-mcp harnios.com Self-hosted, MCP-based storage system — one shared knowledge base, skills, projects, and r 1 Claude Code, Codex 14 49 tok
rookie136/bg-tasks-mcp MCP server for background task management in AI coding agents. Start, monitor, and stop de 1 Codex, OpenCode 1 410 tok
Nolane-x/Nolane-habitat Semantic project intelligence and governed workflows for agents 1 Codex, OpenCode 1 384 tok
regaing/devbelt-mcp devbelt-mcp packages 53 everyday online utilities (with 164 granular capabilities) into in 1 Codex, OpenCode 1 470 tok
techkwon/comci-agent comci-agent-timetable-20260807.techkwon.chatgpt.site Unofficial local-first Python CLI, REST API, and MCP server for Korean Comci school timeta 1 Codex, GitHub Copilot, OpenCode 2 1,609 tok
yuyi-clip/ssh-mcp-server A structured SSH MCP service for Codex 1 Codex, OpenCode 1 584 tok
gugu9999gu/PC-CONTROL-MCP 1 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,466 tok
kizz-tech/vault-mcp-bridge Self-hosted, read-only Obsidian vault bridge for ChatGPT over Secure MCP Tunnel 1 Codex, OpenCode 1 343 tok