How real projects configure their agents

22,256 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
mgallmur-glitch/qc41-light Bilingual evidence-first sales-call diagnostic for AI agent harnesses 0 Codex, OpenCode 1 1,075 tok
hanabiovo/Atmosphere777 Self-hosted weather, indoor climate, MCP tools and pixel-style PWA dashboard. 0 Codex, OpenCode 1 649 tok
awnt9/mcp-netsuite-practice 0 Claude Code, Codex, OpenCode 2 1,159 tok
dducsw/vf-stock-agent Nền tảng AI & FastMCP Server phân tích chứng khoán Việt Nam. Tích hợp 144+ chỉ báo kỹ thuậ 0 Codex, OpenCode 1 1,579 tok
barisGultekin/izlek a terminal-first local frontend observability tool for humans and coding agents. It starts 0 Codex, OpenCode 1 165 tok
QuantmindSSI/CTO-MCP 0 OpenCode 2
alexd73/PlanfixMCP 0 Codex, OpenCode 10 1,021 tok
simoncrypta/graphql-mcp MCP server that exposes GraphQL operations as tools for AI models 0 Codex, OpenCode 1 268 tok
gaganjainse/shesh-skills Skill library + note capture MCP server 0 Codex, OpenCode 1 191 tok
azmirizkifar20/RAGBuddy rag.azmirf.my.id 🤖 A multi-project RAG (Retrieval-Augmented Generation) platform that provides project-awa 0 Claude Code, Codex, OpenCode 3 1,034 tok
SavageCore/dashy-mcp Model Context Protocol for Lissy93/dashy 0 Codex, OpenCode 1 956 tok
AutoraLabs/copyq-mcp autoralabs.com CopyQ history for AI agents, with clean dictation routing on Windows. 0 Codex, OpenCode 1 247 tok
ishan-parihar/threads-lyr Threads.net MCP server via anonymous scraping 0 Claude Code, Codex, OpenCode 3 664 tok
paulomanrique/mesen-for-ai MCP server for driving Mesen headlessly in AI-assisted SNES, NES, PC Engine, and GBA rever 0 Codex, OpenCode 1 1,650 tok
gsbenevides2/pr-mcp 0 Claude Code, Codex, OpenCode 6 889 tok
seonglae/openportfolio openportfolio.app Self-hosted portfolio tracker: every account as one net worth, the investor flows behind t 0 Codex, OpenCode 1 1,997 tok
maximyz3d/relaybridge Local Windows PowerShell and multi-AI CLI control plane with browser, REST, and MCP adapte 0 Claude Code, Codex, OpenCode 6 2,534 tok
johnw-max/xero-mcp 0 Codex, OpenCode 1 2,029 tok
kevin511G/mcp_server Minimal Analysis MCP server with stdio and Streamable HTTP transports 0 Codex, OpenCode 1 217 tok
lucianum7/repo-brain Persistent repository memory for coding agents - Codex, Claude Code and MCP. 0 Claude Code, Codex, OpenCode 2 183 tok
tamzrod/mcprelay A general-purpose MCP connectivity layer for securely connecting AI agents to authenticate 0 Codex, OpenCode 1 6,019 tok
EwigMidori/mindmap-mcp Browser mind map + local TypeScript server with MCP (no desktop install) 0 Codex, OpenCode 1 232 tok
phonhay103/maitabi-mcp-server 0 Codex, OpenCode 1 1,255 tok
Olorinm/visual-review-workbench Config-driven UI review CLI and Agent Skill for comparing real frontend pages, native stor 0 Codex, OpenCode 1 205 tok
cyber-lazer-mermicorn/mcp-hub mcp-hub - Cutting-edge AI infrastructure 0 Codex, GitHub Copilot, OpenCode 2 451 tok
rohitcube/mcp-server-python-msmzwqb8 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
chensirui2008/schwab-readonly-mcp 0 Codex, OpenCode 1 577 tok
ketankshukla/learn-mcp-5-year-old learn-mcp-5-year-old.vercel.app MCP explained like you are five - a complete, working Model Context Protocol server built 0 Claude Code, Codex, OpenCode 3 159 tok
LiShuo-Duke/riskprobe-agent Privacy-safe local risk intelligence Agent for explainable rules, PSI drift monitoring, in 0 Codex, OpenCode 1 548 tok
LeeFlannery/slowmcp Blazingly adequate. A framework for building, testing, and shipping MCP servers. Written i 0 Claude Code, Codex, OpenCode 2 2,772 tok
ynfra/ybrain Company knowledge MCP server (prompts, ownership, docs, memory) 0 Claude Code, Codex, OpenCode 2 1,014 tok
zloybest/UnityMCP 0 Codex, OpenCode 1 133 tok
Qalxry/image-viewer-mcp Image recognition MCP server: accepts image paths or URLs, sends them to a vision-language 0 Claude Code, Codex, OpenCode 20 2,123 tok
gmen1057/yandex-direct-mcp Open-source MCP server for Yandex Direct (Yandex Direct) — 80 tools for AI agents 0 Codex, OpenCode 1 1,173 tok
thenpceo/harvey-design-system-mcp harvey-design-system.vercel.app Unofficial Harvey design-system atlas and reusable MCP blueprint for brand-governed UI, im 0 Codex, OpenCode 1 1,196 tok
Remedy92/boxaide boxaide.tech Free, self-hosted multi-mailbox agentic inbox 0 Claude Code, Codex, OpenCode 3 2,060 tok
Naveen-warden/arden-ai-mcp 0 Claude Code, Codex, OpenCode 2 692 tok
arr-mcps/cleanuparr-mcp Model Context Protocol for Cleanuparr/Cleanuparr 0 Codex, OpenCode 1 1,282 tok
MurmuredVelpro/My-Zotero-MCP A personal Zotero utility for Xianyu, compatible with Windows/WSL 0 Codex, OpenCode 1 758 tok
arr-mcps/tracearr-mcp Model Context Protocol for connorgallopo/Tracearr 0 Codex, OpenCode 1 766 tok
udarshmarthala/hybrid-rag-mcp 0 Codex, OpenCode 1 2,538 tok
arr-mcps/qui-mcp Model Context Protocol for autobrr/qui 0 Codex, OpenCode 1 1,106 tok
Tianshang301/TianshangScribe 0 Codex, OpenCode 1 10,691 tok
ketankshukla/learn-mcp-agent-ledger learn-mcp-agent-ledger.vercel.app Project #5 in a learn-MCP series: sampling, where the server borrows the host model instea 0 Claude Code, Codex, OpenCode 3 159 tok
rkuhn153/flash-mod-bridge Live Flash/Ruffle AVM mod bridge for AI agents (MCP). Get/set/call/SharedObject via forked 0 Codex, OpenCode 1 219 tok
joonhyungkimweb/pokemon-champions-mcp 0 Codex, OpenCode 1 325 tok
yaralahruthik/build-an-mcp-server Companion repo for Build an MCP Server on Frontend Hire. A privacy-first analytics API wra 0 Codex, OpenCode 1 171 tok
cyberuni/cyber-figma Figma for agents — axi-style CLI, MCP server, and agent plugin 0 Claude Code, Codex, OpenCode 2 4,532 tok
michelgrolet/tars-location-mcp A private location archive with an MCP server: where you were, when, for how long, and who 0 Codex, OpenCode 1 359 tok
formonkey/knowledge-memory-mcp 0 Codex, OpenCode 1 1,240 tok