How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
MALeitch/live-ketcher-mcp MCP server connecting AI assistants to a live Ketcher structure editor (open-source ChemDr 3 Codex, OpenCode 1 3,063 tok
erikvankempen/bukio-cli agentic.bukio.nl Agent-first double-entry bookkeeping for SMEs — 31 jurisdictions, Peppol BIS 3.0 ready, lo 3 Codex, OpenCode 1 25,056 tok
rookie136/bg-tasks-mcp MCP server for background task management in AI coding agents. Start, monitor, and stop de 3 Codex, OpenCode 1 410 tok
vintik100/bunbrowser Ultra-fast, zero-download Model Context Protocol (MCP) server for browser automation, powe 3 Codex, OpenCode 1 1,008 tok
arr-mcps/qbittorrent-mcp Model Context Protocol for qbittorrent/qBittorrent 3 Codex, OpenCode 1 1,464 tok
adsagents/adsagent-ai-skills adsagent.md AdsAgent hosted MCP for Meta, Google Ads & TikTok — public Chatgpt/Claude/Cursor/Grok skil 3 Codex, OpenCode 1 454 tok
Lazynext-Platform/lazynext lazynext.com Lazynext — The Autonomous Company Operating System. You set the direction; a 12-role AI ag 3 Claude Code, Codex, OpenCode 9 29,905 tok
Arnon-hs/atlasrepo-mcp AtlasRepo MCP — public read-only connector for evidence-backed open-source catalog recomme 3 Codex, OpenCode 1 129 tok
zdrjson/thinking-prompts-skill zdrjson.github.io 12 thinking prompts in English & 中文 — ask, learn, solve, decide, know yourself. Web + MCP 3 Codex, OpenCode 1 1,796 tok
hawkixs/brain-v42 Persistent memory for coding agents over MCP — typed knowledge, semantic search, session l 3 Claude Code, Codex, OpenCode 3 10,480 tok
Kargatharaakash/grok-bot-mcp MCP server for Grok Bot — let any AI agent control your bots: create, message, read transc 3 Codex, OpenCode 1 818 tok
ar-agents/ar-agents ar-agents.ar Open infrastructure for Argentina's sociedades de IA (AI-operated companies, draft General 3 Claude Code, Codex, OpenCode 2 253 tok
YakupEmreYerli/mcp-firefly-iii yakupemreyerli.github.io Security-first, self-hosted MCP server for Firefly III — 152 operations behind 5 scoped to 3 Claude Code, Codex, OpenCode 2 3,976 tok
cyanheads/tmdb-mcp-server npmjs.com Search movies, TV, and people on The Movie Database (TMDB) — credits, ratings, trailers, i 3 Claude Code, Codex, OpenCode 2 16,064 tok
cyanheads/seerr-mcp-server npmjs.com Search Jellyseerr/Overseerr, check availability, and create guarded media requests via MCP 3 Claude Code, Codex, OpenCode 2 17,842 tok
cyanheads/reliefweb-mcp-server npmjs.com Search ReliefWeb humanitarian reports, disasters, jobs, training, and country profiles via 3 Claude Code, Codex, OpenCode 2 15,444 tok
cyanheads/sanctions-screening-mcp-server npmjs.com Screen names against the consolidated OFAC, EU, UK, and UN sanctions lists and resolve leg 3 Claude Code, Codex, OpenCode 2 20,422 tok
cyanheads/usgs-water-mcp-server npmjs.com Query real-time and historical water data from ~8,000 USGS stream gages and groundwater we 3 Claude Code, Codex, OpenCode 2 12,658 tok
cyanheads/noaa-marine-mcp-server npmjs.com Find NOAA tide stations and NDBC buoys, fetch tide predictions, water levels, tidal curren 3 Claude Code, Codex, OpenCode 2 17,760 tok
cyanheads/attack-surface-mcp-server npmjs.com Passive external attack-surface mapping: CT subdomains, DNS, TLS, HTTP posture, RDAP/WHOIS 3 Claude Code, Codex, OpenCode 2 17,564 tok
cyanheads/national-parks-mcp-server npmjs.com Plan US National Park Service trips — find parks, check alerts and closures, find campgrou 3 Claude Code, Codex, OpenCode 2 16,356 tok
cyanheads/nhtsa-vehicle-safety-mcp-server npmjs.com Decode VINs, search recalls, complaints, crash ratings, and investigations via MCP. STDIO 3 Claude Code, Codex, OpenCode 2 15,698 tok
sandraschi/leanforge-mcp Lean theorem prover MCP: automated proof search, mathlib integration, job management 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 3,048 tok
sushiHex/hardline-mcp MCP server that lets local Claude Code, Codex, and Hermes agents message and delegate to e 3 Claude Code, Codex, OpenCode 2 4,851 tok
Melvynx/lumail-skills lumail.io Lumail agent skills, MCP plugins, and setup docs for AI-native email marketing 3 Codex, OpenCode 1 263 tok
ztemerbekov/a1-yandex-kit-skills t.me Tell the assistant in plain language what should be built in the Yandex KIT store, and it 3 Claude Code, Codex, OpenCode 2 1,922 tok
nublson/purl purl.live A home for your pearls 3 Claude Code, Codex, OpenCode 2 36,860 tok
olgasafonova/productplan-mcp-server MCP server for ProductPlan - enables AI assistants to interact with roadmaps, OKRs, and di 3 Claude Code, Codex, OpenCode 5 1,247 tok
r3dz4r/datapulse-my data-pulse.my Open-source trust & interoperability layer for Malaysian public data: freshness monitoring 3 Claude Code, Codex, OpenCode 2 3,314 tok
taux-io/twse-mcp MCP server for Taiwan Stock Exchange (TWSE) open data — Taiwan stock data assistant: lets 3 Claude Code, Codex, OpenCode 2 2,677 tok
yclenove/mysql-mcp-server A Node.js-based MySQL MCP (Model Context Protocol) server that supports operating MySQL da 3 Codex, OpenCode 1 330 tok
beejsbj/melograph melograph-swart.vercel.app Turn a hummed melody into an inspectable pitch contour, editable notes, and Strudel code. 3 Codex, OpenCode 1 250 tok
tolmachov/mcp-telegram MCP server for Telegram: read, search, send and summarize messages, manage chats and folde 3 Codex, OpenCode 1 1,359 tok
buYoung/mcp 3 Claude Code, Codex, OpenCode 2 868 tok
mokhtarabadi/blowsh-mcp Model Context Protocol (MCP) server for terminal-based, JS-capable web browsing via Browsh 3 Codex, OpenCode 1 3,390 tok
vohongtho/code-intel-platform 3 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 44 9,599 tok
ralforion/orionbelt-semantic-layer-mcp ralforion.com MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore semantic models, comp 3 Claude Code, Codex, OpenCode 2 1,763 tok
whoamiTM/bi-mcp MCP server for Blue Iris NVR — exposes the Blue Iris JSON API and .reg config to LLM age 3 Claude Code, Codex, OpenCode 4 9,704 tok
rex/mcp-apple-reminders MCP server for Apple Reminders. Full CRUD via EventKit, no shortcuts hacks. 3 Claude Code, Codex, Gemini CLI, OpenCode 26 3,552 tok
hickeroar/msteams-mcp MCP server for Microsoft Teams — search, message, and manage chats with browser-session au 3 Codex, OpenCode 1 6,925 tok
LVTD-LLC/pgsandbox pgsandbox.dev Agent-facing MCP for disposable Postgres experimentation databases 3 Claude Code, Codex, OpenCode 2 1,576 tok
DeepBlueCoding/mcp-replay-dota2 MCP server for parsing dota2 replay .dem files 3 Claude Code, Codex, OpenCode 7 3,253 tok
dynmie/foolfuuka-mcp-server MCP server for querying 4chan archives via the FoolFuuka API 3 Claude Code, OpenCode 10 —
robotto-xyz/ai-drone-toolkit robotto.xyz AI Drone Toolkit - MCP servers and tools for intelligent drone development (PX4 and beyond 3 Codex, OpenCode 1 3,816 tok
mbe24/zaungast mbe24.github.io zaungast is a read-only, offline MCP server for Teams: search chats, read conversations, s 3 Codex, OpenCode 1 932 tok
CleanCod3Systems/creator-research-mcp 3 Claude Code, Codex, OpenCode 3 1,782 tok
semantic-rails/semantic-rails semantic-rails.com The agentic semantic layer: governed Query IR, explainable plans, and MCP for analytics ag 3 Codex, OpenCode 1 73 tok
Ador-able/tripo-studio-mcp 3 Codex, OpenCode 1 695 tok
1942293420/Evolvmem_MCP A memory management MCP with a vector database 3 Codex, OpenCode 1 1,282 tok
brandon-fryslie/room-eq-wizard-mcp MCP server for Room EQ Wizard — AI-driven room measurement and EQ workflows 3 Claude Code, Codex, OpenCode 3 200 tok