How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
RetireGolden/RetireGolden-MCP 0 Claude Code, Codex, OpenCode 2 2,854 tok
abekek/personal-intelligence-system Conversation-first personal knowledge ledger: event-sourced capture of Claude Code + claud 0 Claude Code 1 387 tok
zaalipro/llmotions-agentfarm-claude-plugins farm.llmotions.com Claude Code marketplace for five paid LLMotions AgentFarm coding agents 0 Codex, OpenCode 1 63 tok
smartsys/changelog-mcp Ein universeller MCP-Server für das Changelog-Management. Er funktioniert mit allen MCP-fä 0 Claude Code 1 —
nethra-vp/project-planner-mcp 0 Codex, OpenCode 1 293 tok
jnpacker/gmail-mcp-server This is a purpose built MCP server, for reviewing all unread Gmail email and either skip ( 0 Claude Code, Gemini CLI 3 1,299 tok
DevNarayanU/MCP-Nitro 0 Claude Code, Codex 5 —
kylemabry95/intervals.icu_to_claude_mcp_connection A standalone desktop application + Model Context Protocol (MCP) server that gives you comp 0 Claude Code, GitHub Copilot 13 1,346 tok
lightlord77/pokemon-mcp MCP server exposing PokéAPI (core games) and PoGo API (Pokémon GO) data as tools 0 Claude Code 2 495 tok
claudechen95/provenance-mcp 0 Claude Code 1 —
aphollis/fusion-spatial-mcp Fusion 360 MCP server with the spatial reasoning harness (sibling of rhino-gh-mcp) 0 Claude Code 1 427 tok
kzkymn/place-ratings-analyzer An MCP server that fetches and analyzes Google Maps review ratings — not just the average 0 Claude Code, Codex, Gemini CLI, OpenCode 13 1,139 tok
lorenzomicheli/bedrock-kb-mcp-server A managed knowledge base for Claude Code, powered by Amazon Bedrock Managed Knowledge Base 0 Codex, OpenCode 1 379 tok
utinou1860938/redmine-mcp-server MCP→Redmine API 0 Claude Code 1 260 tok
bensons/mcp-exec 0 Claude Code 1 1,662 tok
dannychou7911/jira-mcp 0 Claude Code 1 1,001 tok
laschopin/better-email-mcp-worker 0 Claude Code, Codex, OpenCode 2 3,364 tok
nehabhigna21/incident-commander mcp server 0 Claude Code, Codex 5 —
Alexisb1988/hevy-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 10 7,262 tok
soyalumno/chouseisan-mcp A local MCP server for reading and writing to 調整さん (chouseisan.com) from AI agents and the 0 Claude Code 1 516 tok
pa1ch/yandex360-mcp MCP server for Yandex 360 services (Wiki, and more) — tools for AI assistants. Yandex Trac 0 Claude Code 1 1,005 tok
milhous/foundry-sandbox-mcp 0 Codex, OpenCode 1 6,073 tok
nealpro/timex Native, project-based work-session timer controlled by coding agents through MCP. 0 Codex, OpenCode 1 23 tok
suitable-adventures/suitable-loop Local production engineering MCP server — semantic code analysis, git risk scoring, and lo 0 Claude Code 7 —
A2C-SMCP/theseus-kit MCP server for safely inspecting, editing, templating, and publishing TFRobot configuratio 0 Claude Code 2 2,827 tok
cornerblue/aibtc-mcp-server-orphan Bitcoin-native MCP server for AI agents: BTC/STX wallets, DeFi yield, sBTC peg, NFTs, and 0 Claude Code 1 4,300 tok
MarcoValdiviesoB/mcp-dashboard Interactive MCP Dashboard - AI workspace manager with real-time widgets, charts, and colla 0 Claude Code 1 317 tok
Gaurav7974/agent-regress npmjs.com MCP server for regression-testing AI agents — deterministic checks (regex, exact-match, JS 0 Codex, OpenCode 1 400 tok
jhurleyai/irishtaxhub-mcp Irish Tax Hub — MCP server for Claude Code integrations 0 Claude Code, Codex, OpenCode 3 1,030 tok
kdowding/Stela Self-hosted home for agent-built artifacts - publish over MCP from any agent; stable URLs, 0 Claude Code 1 1,002 tok
isityael/apple-mail-mcp MCP server for local Apple Mail automation: read, search, compose, organize, and analyze m 0 Claude Code 7 1,077 tok
toddgilbert93/Horatio Horatio — a flight recorder for MCP-driven Blender work: capture traffic, distill with NVI 0 Claude Code 1 2,212 tok
likidu/mcp-server-tidbcloud tidb.link MCP server for interacting with TiDB Cloud OpenAPI and databases 0 Claude Code, Codex 2 663 tok
dkasipovic/pik-mcp olx.ba MCP koji dozvoljava različitim AI agentima da pretražuju OLX radnju 0 Claude Code 1 3,565 tok
davidesg/art-python ART (art-tseries) — Box-Jenkins-Treadway model-building toolkit + MCP server; includes the 0 Codex, OpenCode 1 1,042 tok
funkyfunc/flutter-driver-mcp 0 Codex, OpenCode 1 3,885 tok
Dreamshot-io/mcp-server MCP server for Dreamshot AI image and video generation 0 Claude Code 1 358 tok
Adriftnote/tool-box-mcp Central MCP registry for AI tools with Vector Search + Knowledge Graph 0 Claude Code 1 147 tok
bphillab/somethingawful_forums_mcp mcp for something awful forums 0 Claude Code 1 808 tok
danielyayla/kiln AI-native SDLC tool: a knowledge graph linking intent → requirement → blueprint → work ord 0 Claude Code, Codex, OpenCode 2 2,878 tok
Rbillon59/vinted-mcp-server 0 Claude Code 1 962 tok
alejamorenovallejo/visa-dispute-advisor Servidor MCP en Python que permite consultar reglas de disputas VISA y el historial de mer 0 Codex, OpenCode 1 1,442 tok
martoc/mcp-a2a-documentation MCP server for Agent-to-agent docs 0 Claude Code 1 2,059 tok
ArdaUzun/drawio-desktop-mcp draw.io Desktop with built-in MCP server for AI agent diagram creation 0 Claude Code 1 1,861 tok
ravi-03/netscribe A Chrome (Manifest V3) extension that captures network traffic across your tabs — HTTP, Gr 0 Claude Code 2 —
feli0x/docfs DocFS is a Model Context Protocol (MCP) server that exposes read-only file system tools to 0 Codex, OpenCode 1 457 tok
licc168/htmltolink-mcp 0 Cursor 1 701 tok
ivan1911/eva-custom-mcp MCP server for EvaTeam that exposes project tasks and wiki documents to AI agents via JSON 0 Codex, OpenCode 1 70 tok
CoolThingsInc/huddora-omp huddora.coolthings.fyi Public OMP plugin for Huddora (MCP + live room inject) 0 Codex, OpenCode 1 454 tok
CaseyRo/mcp-timely MCP server for Timely time tracking — question-shaped read tools (projects overview, time 0 Claude Code 1 1,277 tok