How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
Thachx/dashboard-agent-mcp 0 Codex, OpenCode 1 666 tok
praneshnikhar/gws_mcp mcp server for google workspace 0 Codex, OpenCode 1 1,514 tok
yar822/tv_history_mcp TradingView MCP to get charts and bars for a particular date and time 0 Codex, OpenCode 1 300 tok
Mistyovo/gdb-mcp 0 Codex, OpenCode 1 326 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
ulinycoin/shadow-tg MCP server for public Telegram channels via t.me web preview — no MTProto, no api_id 0 Claude Code, Codex, OpenCode 2 588 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
honlnk/picsense picsense.honlnk.com Picsense - vision-based image analysis MCP server with multi-turn iteration 0 Codex, OpenCode 1 370 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 6 3,818 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 2 382 tok
sasuketorii/notebooklm_mcp_with 0 Claude Code, Codex, OpenCode 2 103 tok
ql0202cocou/Worker-MCP 0 Codex, OpenCode 1 1,373 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 2 708 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 2,073 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 —
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
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
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
shanewiseman/atlassian-mcp 0 Codex, OpenCode 1 50 tok
TheNickSanchez/passkey-mcp Cross-platform secrets manager for AI coding assistants — stores secrets in system keychai 0 Claude Code, Codex, Cursor, OpenCode 6 1,231 tok
GSA-TTS/mcp-server-blm-mlrs 0 Claude Code, Codex 1 —
MO-Umer977/MCP-Server-for-Airflow 0 Codex, OpenCode 1 1,369 tok
teomanS/terraform-assistant bmad method created mcp for terraform script 0 Claude Code, Codex 52 —
BernydotJar/cloud-sandbox-mcp-v2 Persistent MCP-managed development workstations runtime 0 Codex, OpenCode 1 1,068 tok
Anionix/datahub-okf-governed-query Fail-closed DataHub MCP and OKF governed query adapter 0 Codex, OpenCode 1 379 tok
SIM-DAD/tass TASS Community Edition: deterministic, provenance-first text analysis for social scientist 0 Codex, OpenCode 1 1,174 tok
rodcordeiro/habitica-mcp TypeScript MCP server for Habitica daily execution items (habits, dailies, todos) with con 0 Codex, OpenCode 1 464 tok
MehrozeKhan73/MCP-Server-for-Airflow 0 Codex, OpenCode 1 1,369 tok
dinglebear-ai/connexin Connexin — human-approved SSH shell and file transfer as an MCP App 0 Claude Code, Codex, Gemini CLI, OpenCode 3 265 tok