How real projects configure their agents

43,813 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
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
ulinycoin/shadow-tg MCP server for public Telegram channels via t.me web preview — no MTProto, no api_id 0 Claude Code 1 585 tok
wayknow/clearjson 0 Claude Code 1 1,244 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
InfiniteRoomLabs/gunio-mcp Unofficial local MCP server + CLI for gun.io, authed via your browser session (Python/Fast 0 Claude Code 1 1,393 tok
victor-halla/wwebjs-mcp 0 Claude Code 1 —
dvaJi/elysiajs-mcp 0 OpenCode 1 —
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 2,546 tok
kfulljames/mcp-scaffolding 0 Claude Code 7 1,186 tok
sixflower666/claude-codex-orchestrator-mcp MCP server for orchestrating local Claude to Codex worker workflows on Windows. 0 Codex, OpenCode 1 417 tok
rithikathena-cmyk/MCP-Server-Builder 0 Claude Code 2 391 tok
GAJYA/customer-mcp-apps 0 Codex, OpenCode 1 1,331 tok
ummjevel/voice-announce-mcp 0 Claude Code 1 84 tok
masternazz/halo-windows Windows on-screen click guidance for AI coding agents (Claude Code + Codex): ask 'what do 0 Claude Code, Codex, OpenCode 2 382 tok
sasuketorii/notebooklm_mcp_with 0 Claude Code, Codex, OpenCode 2 103 tok
ameyg23/githubMcpServer 0 Claude Code 2 —
ruifelixpereira/mcp-http-example 0 GitHub Copilot 1 176 tok
ql0202cocou/Worker-MCP 0 Codex, OpenCode 1 1,373 tok
Techmatic-sys/Indiamart-mcp-server 0 Claude Code 1 465 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
LesterAJohn/openshift-mcp 0 Claude Code 1 —
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
jaisimha18/nebula-ninjas Sentinel Gateway — an MCP zero-trust gateway that sits in front of every internal MCP serv 0 Claude Code, Codex 5 —
apps-in-toss-community/debugger Debugging harness for Apps in Toss mini-apps — MCP debug server, on-device CDP relay, test 0 Claude Code 1 2,414 tok
zzhao-ashai/mcp-server-typescript-ms1xwj2n Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
zzhao-ashai/mcp-server-typescript-ms1zmvm7 Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
aiagate/memtree Local session-log memory for Codex and Claude Code, exposed through MCP 0 Codex, OpenCode 1 119 tok
GuenoleK/consilium Une table ronde web et MCP pour faire collaborer plusieurs agents avec l’utilisateur. 0 Claude Code, Codex, OpenCode 6 160 tok
retemper/litmus Never let a test plan slip. A Claude Code plugin that watches your edits, infers which tes 0 Claude Code 1 573 tok
zzhao-ashai/mcp-server-typescript-ms1y5ib1 Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
zzhao-ashai/mcp-server-typescript-ms1ybxn7 Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
allisonbit/tradingview-mcp AI-assisted TradingView Desktop automation via MCP + Chrome DevTools Protocol: 78 MCP tool 0 Claude Code 1 1,873 tok
jaydeepgami56/SandboxCompute MCP server that runs an AI agent's compute tasks in a secure sandbox (microVM/Docker) and 0 Claude Code 1 —
LeonardPuettmann/texbook-agent-mcp 0 Codex, OpenCode 1 1,022 tok
sandraschi/bluesky-mcp FastMCP Bluesky / AT Proto client with SOTA webapp and a human-approved outbox for fleet p 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,199 tok
alessandrodalpozzo/sacred-texts-mcp A normalized, citable corpus of sacred and foundational texts across 15+ traditions, embed 0 Claude Code, Codex, OpenCode 2 678 tok
HellButcher/devdocs-mcp KnowledgeBase MCP server for Developer Documentation 0 Codex, OpenCode 1 663 tok
devjourney/unifi-mcp Personal fork of sirkirby/unifi-mcp with local security hardening 0 Claude Code, Codex, Gemini CLI, OpenCode 13 4,926 tok