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
nicolaerusan/agent-draw Agent-first executable technical canvas built with React, TypeScript, and tldraw 0 Claude Code, Codex, OpenCode 2 293 tok
sh7vansh/chrome-orchestrator Unified MCP gateway and dynamic orchestrator for headless AI browser environments. 0 Claude Code, Codex 1
PugzUI/axom 0 Codex, OpenCode 1 35 tok
Sesame2/langfuse-mcp Langfuse MCP Server using the Langfuse Python SDK 0 Codex 1
stromy-org/stromy-workflows-mcp OAuth-scoped MCP facade for hosted Stromy workflow execution 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 7,753 tok
aurelius86/engram Self-hosted, governed long-term memory for teams of AI agents — MCP-native, with hybrid re 0 Codex, OpenCode 1 1,772 tok
smlfg/hai-mcp human-agent-interface.com Open-source MCP control-plane implementation of Human Agent Interface (HAI) by Samuel Flei 0 Codex, OpenCode 1 141 tok
OmriH-Elister/job-search-mcp 0 Claude Code, Codex, OpenCode 2 1,485 tok
feelyourprotocol/mcp-gateway MCP gateway 0 Codex, OpenCode 1 776 tok
Holysmiles/LH_RAG_MCP_server This is my first project of the rag and MCP, at first, I just use RAG and MCP. But I will 0 Claude Code, Codex 9
MarcinHamiga/code-indexing-mcp Local-only Tree-sitter code indexer exposed over MCP 0 Codex, OpenCode 1 113 tok
Hybridenishi/foundryvtt-mcp Personal MCP server for Foundry VTT v14 — connects Hermes to Foundry over Socket.IO with a 0 Codex, OpenCode 1 1,047 tok
SamWongML/testing-mcp 0 Claude Code, Codex 5 1,380 tok
jodycloutier/mcp-server-python-mrwpun0u Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
yangxt65535/gitcode-mcp Node.js-based Gitcode MCP server 0 Codex, OpenCode 1 982 tok
lucasmaher-hash/touch-designer-mcp 0 Claude Code, Codex, OpenCode 3 7,962 tok
Heytish-V/factory-supervisor-mcp 0 Claude Code, Codex 5
SafalBhandari12/stuck-order-mcp stuck-order-mcp.vercel.app 0 Claude Code, Codex, OpenCode 2 79 tok
luannn010/obsidianconnector Local Obsidian MCP server and project context tools 0 Codex 1
peterkolbe/ableton-for-ai Ableton for AI is the bridge between your DAW and AI models. It makes Ableton projects hea 0 Codex, OpenCode 1 2,455 tok
KanonZombie/emulator-mcp 0 Claude Code, Codex, OpenCode 3 584 tok
mwillbanks/ast-mcp mwillbanks.github.io @mwillbanks/ast-mcp is a zero-trust MCP write boundary for coding agents. It combines dete 0 Codex, OpenCode 1 1,734 tok
seanGSISG/onenote-mcp Modern MCP server for Microsoft OneNote with device-code authentication 0 Codex, OpenCode 1 787 tok
NexgenSystemsMX/scopegate Ephemeral credentials & persistent MCP connections for coding agents — the agent never hol 0 Claude Code, Codex, OpenCode 2 3,678 tok
ceweldy/bambu-printer-mcp Privacy-conscious multi-printer MCP server for Bambu Lab 3D printers 0 Claude Code, Codex, OpenCode 2 328 tok
Thachx/dashboard-agent-mcp 0 Codex, OpenCode 1 238 tok
yar822/tv_history_mcp TradingView MCP to get charts and bars for a particular date and time 0 Codex, OpenCode 1 300 tok
AndriiLavrekha/awesome-progress-tracker Project-local Markdown progress tracking for Codex, Claude Code, and MCP-compatible agents 0 Codex, OpenCode 1 488 tok
Jairogelpi/belay-mcp Transaction firewall for AI agents. Preview, govern, verify and rewind MCP and native tool 0 Codex, OpenCode 1 316 tok
ZachDreamZ/agent-api-gateway agent-api-gateway.onrender.com Structured web data for AI agents. One API call. $1 Starter Pack. Live: agent-api-gateway. 0 Codex, OpenCode 1 2,123 tok
NannyKeeper/mcp-server nannykeeper.com MCP server and API examples for NannyKeeper — the household employer tax API. Calculate na 0 Claude Code, Codex, OpenCode 2 536 tok
lucas-r-manoguerra/AutoGodot MCP server for AI-driven Godot game development with Claude Desktop integration 0 Codex, OpenCode 12 3,408 tok
zackbart/connecta A single MCP endpoint that aggregates downstream connectors behind a compact meta-tool int 0 Claude Code, Codex, OpenCode 2 1,970 tok
sixflower666/claude-codex-orchestrator-mcp MCP server for orchestrating local Claude to Codex worker workflows on Windows. 0 Codex, OpenCode 1 417 tok
GAJYA/customer-mcp-apps 0 Codex, OpenCode 1 1,331 tok
masternazz/halo-windows Windows on-screen click guidance for AI coding agents (Claude Code + Codex): ask 'what do 0 Claude Code, Codex, OpenCode 2 560 tok
sasuketorii/notebooklm_mcp_with 0 Claude Code, Codex, OpenCode 2 103 tok
ql0202cocou/Worker-MCP 0 Codex, OpenCode 1 1,373 tok
aveq-research/surfmeter-mcp A Surfmeter MCP Server 0 Claude Code, Codex, OpenCode 2 1,110 tok
Rizz22/fireflyiii-mcp-daften 0 Claude Code, Codex, OpenCode 3 7,788 tok
Guoyin-Wen/mcp-1panel Full-featured 1Panel MCP Server (handwritten in Python) - 543 tools covering all operation 0 Codex, OpenCode 1 1,416 tok
creative-int/sagu-plugins sagu.app Sagu agent skills and MCP plugin manifests for Claude Code, Codex, Cursor, and other MCP-a 0 Claude Code, Codex, OpenCode 2 709 tok
Cuti27/mcp-portainer-lite Lightweight MCP server for Portainer CE focused on Docker Swarm. Features stdio and HTTP t 0 Codex, OpenCode 1 864 tok
edk4971/lyrion-mcp MCP server for controlling a Lyrion Music Server (LMS/Squeezebox) via LLMs 0 Codex, OpenCode 1 923 tok
Jarzembak/calibremcp FastMCP 3.2 server for Calibre e-book library management — AI-assisted search, RAG, and ag 0 Claude Code, Codex, Cursor, OpenCode 4 1,295 tok
vadapallimouli/scamshield ScamShield – WhatsApp fraud prevention assistant powered by NitroStack MCP 0 Claude Code, Codex 5
Aditya201206/Gapfinder Cypher X - Gap Finder AI Competitive Research Assistant Built on NitroStack MCP 0 Claude Code, Codex 5
Ritik-Sharma1/lnm-brain-public Self-hosted, persistent second-brain system for AI coding assistants — auto-capture, compr 0 Claude Code, Codex, OpenCode 2 1,959 tok
1308495420-dotcom/MCP-RAG 0 Claude Code, Codex 9
hehca42y1900/marketplace-mcp-my 0 Codex, Gemini CLI, OpenCode 2 965 tok