How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
digimetalab/dml-bps-mcp MCP (Model Context Protocol) server for BPS (Badan Pusat Statistik) Indonesia statistical 0 Codex, OpenCode 1 251 tok
hakatashi/slack-patron-mcp 0 Claude Code, Codex, OpenCode 2 1,307 tok
kcw2034/toss-invest-mcp MCP server for the Toss Securities Open API (market data, accounts, guardrailed order exec 0 Claude Code 1 522 tok
smk-h/embedded-mcp-toolkit Embedded MCP service 0 Claude Code 3 —
bankableco/mcp-google-sheets 0 Codex 1 —
orangeZSCB/trader-mcp OpenAlice Trading MCP Server - Trade-as-Git workflow for AI agents 0 Claude Code 1 2,490 tok
l3wi/homekit-cli Local-first HomeKit CLI, MCP server, and signed macOS bridge 0 Codex, OpenCode 1 123 tok
PigeonAI-Yang/pyaireader Local AI Evidence Reader MCP for AI agents 0 Codex, OpenCode 1 579 tok
ThatDayneGuy/autotask-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 22,920 tok
camoran89/mcp-code-review 0 GitHub Copilot 1 2,147 tok
camoran89/mcp-commits 0 GitHub Copilot 1 1,995 tok
camoran89/mcp-docs 0 GitHub Copilot 1 1,287 tok
camoran89/mcp-scaffold 0 GitHub Copilot 1 3,035 tok
geoffbelknap/limacharlie-mcp Geoff's LimaCharlie MCP server with Vault-first auth, focused profiles, review tools, and 0 Codex, OpenCode 1 624 tok
j84077200345-dotcom/Enterprise-Knowledge-MCP-Server A production-ready data pipeline that transforms enterprise documents into a hybrid search 0 Claude Code 1 1,759 tok
Sayalab/agy_in_claude_mcp 0 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 7 1,420 tok
okrealai/kb-gateway HTTP MCP gateway: Pinecone + Neo4j + agentic router for Keyflo learning KB 0 Claude Code, Codex, OpenCode 2 437 tok
mlger/nakama-mcp MCP server for Heroic Labs Nakama — drive the client (:7350) and console (:7351) APIs via 0 Claude Code, Codex, OpenCode 2 3,859 tok
Perseus-Computing-LLC/slack-perseus-agent slackhack.devpost.com Perseus-powered Slack agent via MCP — live project context for developer teams. Built for 0 Codex, OpenCode 1 474 tok
wilf974/MultiServices-AI A sovereign memory layer for LLMs: provenance, bi-temporal corrections, replay, recall and 0 Claude Code 2 —
Zrzzzz/Cairn Cross-AI coding tool, cross-session project progress hub — Claude Code / Codex / Cursor sh 0 Claude Code 1 110 tok
James-Server-Admin/kb-gateway Learning KB MCP gateway 0 Claude Code, Codex, OpenCode 2 472 tok
andre20356/tradingview-mcp TradingView MCP Bridge — Claude Code integration 0 Claude Code 1 1,873 tok
rafaself/aws-mcp-gateway Self-hosted AWS MCP Gateway, for safe AWS visibility, diagnostics, and controlled operatio 0 Codex, OpenCode 1 1,400 tok
tatemz/habitica-mcp Habitica Model Context Protocol server 0 Codex, OpenCode 1 1,612 tok
10xtechnology/linear-mcp Fork of dvcrn/linear-mcp with paginated Linear issue comment reading support. 0 Claude Code 1 1,809 tok
zcc-cddg-mx/claude-mcp-jira 0 Claude Code 1 4,390 tok
amal-alexander/mcp 0 Claude Code, Codex 1 —
myaier/agxp-claude agxp.ai AGXP Claude Code channel plugin (MCP) 0 Claude Code, Codex, OpenCode 3 1,019 tok
feng111222-113/mcp-memory 0 Claude Code, Codex, OpenCode 2 2,781 tok
coderifts/api-governance coderifts.com Contract-change authorization for AI agents. Only a granted change can proceed: one grant 0 GitHub Copilot 1 1,095 tok
aniirude/xarticle-mcp MCP server that saves X Articles as Obsidian-friendly Markdown with local assets 0 Claude Code, Codex, Gemini CLI, OpenCode 3 83 tok
NightDevilPT/stock-mcp 0 Codex, OpenCode 1 6,284 tok
workfromrome/HotelAI Pipeline RAG modulare per estrarre, indicizzare e ricercare hotel da cataloghi PDF tramite 0 Codex, OpenCode 1 3,421 tok
yadenmustopa/mcp-environtment-browser 0 Codex, OpenCode 1 2,683 tok
Zonxpk/opengpt ChatGPT Developer Mode MCP bridge over OpenHarness tools 0 Codex, OpenCode 1 94 tok
1artik1/ComboPizzaSushiMCP 0 Codex, OpenCode 1 2,963 tok
abap0917/abap-mcp-adt-main abap-mcp-adt-main 0 Claude Code 1 1,203 tok
yongkyu4803/gqai-law-mcp gqai-law-mcp.vercel.app 0 Claude Code 1 3,911 tok
tetracoralla/math-anchor Math Anchor — safe exact and scientific math, units, and dimensional analysis for humans a 0 Claude Code, Codex, OpenCode 2 476 tok
Association-of-stupid-people/cocos-mcp-server 0 Claude Code, Codex, OpenCode 11 2,510 tok
truongvanhaoem-0111/mcp-server-python-msx1l7h1 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
episodic-rush/korean-law-mcp-unclean 0 Claude Code 2 3,444 tok
guangyusong/meta-business-mcp Open-source MCP skeleton for an auditable Meta Business operations gateway 0 Codex, OpenCode 1 132 tok
Muraty6242/notebooklm-claude-integration NotebookLM integration for Claude Code CLI and Claude Desktop MCP - /nlm commands, researc 0 Claude Code, Codex, OpenCode 3 3,194 tok
adrianba/edge-browser-mcp Stdio MCP server exposing Microsoft Edge browsing history per profile 0 Codex, OpenCode 1 3,580 tok
masamnisakasama/invoice-selfserve-mcpb 0 Claude Code 2 —
tbui17/manifold-market-api OpenClaw tool plugin + standalone MCP server wrapping the Manifold Markets public REST API 0 Claude Code, Codex, OpenCode 3 87 tok
Gafoor2005/LAM-mcp MCP Server for web browser automation, achieving Large Action Model capabilities with pret 0 GitHub Copilot 1 802 tok
huginnnx/mcp-jira-tempo 0 Claude Code, Cursor 8 —