How real projects configure their agents

45,053 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
inprimex/otaman-plugin Otaman Claude Code plugin: slash commands, skills, agents, hooks, stdio MCP, launcher scri 3 Claude Code 1 858 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
Valyay/nanostores-mcp The MCP server for Nanostores that scans your codebase with AST analysis to find stores, s 3 Claude Code 1 70 tok
Bigred97/ausdata-mcp-client ausdata.io Official npm MCP client for ausdata.io — 28 tools across 9 AU government data sources 3 Claude Code 3 1,756 tok
OTSkit/OTSkit-MCP OpenTimestamps MCP server — stamp, upgrade and verify Bitcoin timestamps via AI agents 3 Claude Code 1 —
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
fastslack/kernl lifekernl.com Self-hosted agent teams that do your work — and hand any LLM your real data (tasks, mail, 3 Claude Code 5 2,526 tok
Eszetael/postgres-mcp-hardened Secure read-only PostgreSQL MCP server in Rust — a hardened alternative to the deprecated 3 Claude Code 1 —
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/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 13,714 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 17,758 tok
cyanheads/openstates-mcp-server npmjs.com Search bills, legislators, committees, and events across all 50 US states, DC, and Puerto 3 Claude Code 1 9,453 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 17,032 tok
cyanheads/imf-mcp-server npmjs.com Query IMF SDMX 3.0 macroeconomic data — hundreds of dataflows across 190 countries, WEO pr 3 Claude Code, Codex, OpenCode 2 18,320 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
BigfootBytes/threatlocker-mcp-server 3 Claude Code 2 7,124 tok
ttpears/mysql-mcp 3 Claude Code 1 3,996 tok
bvandevliet/betaflight-mcp npmjs.com MCP server for Betaflight flight controllers, live CLI configuration, and an expert PID tu 3 Claude Code 1 2,906 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
glbforge/glbforge glbforge.dev Make AI-generated 3D assets web-ready. Analyze against performance budgets, auto-optimize 3 Claude Code 1 2,447 tok
A1-x-Tech/mcp-google-business t.me MCP server for Google Business Profile (Google My Business): reply to reviews, performance 3 Claude Code 1 2,178 tok
ContentWriterco/Compabase-MCP compabase.com Polish Companies MCP Server — 3M+ entities from KRS and CEIDG, financials, people, and pub 3 Gemini CLI 1 94 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 1,947 tok
numbererikson/shinobi shinobi-apps.com Task spine + dead-end search + approvals for AI coding agents. Past dead ends are semantic 3 Claude Code 1 1,118 tok
nublson/purl purl.live A home for your pearls 3 Claude Code, Codex, OpenCode 2 36,951 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
reesehammer/umbra-py umbra-py.space A Python-first toolkit to make Umbra SAR open data easy to discover, load, process, and an 3 Claude Code, Codex, OpenCode 4 7,315 tok
snoozelieb/coach-mcp 3 Claude Code 11 4,501 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 3,657 tok
textbee/textbee-mcp textbee.dev MCP server for textbee.dev: give your AI agent a phone number 3 Claude Code 1 728 tok
ApurvBazari/claude-plugins apurvbazari.github.io A curated collection of plugins for Claude Code — powering AI-driven development and agent 3 Claude Code 1 2,964 tok
Sarks0/mcp-ShellGateway A secure Model Context Protocol (MCP) server that provides Linux shell command execution c 3 Claude Code, GitHub Copilot 2 1,413 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
sshh12/windows-computer-use-mcp Full computer-use for Windows over MCP: multi-monitor screen capture, scan-code keyboard/m 3 Claude Code 1 2,413 tok
klausagnoletti/e-conomic-mcp-server e-conomic.com e-conomic MCP server for customers, products, invoices, and bookkeeping automation. Not af 3 Claude Code 1 1,039 tok
lyndonkl/graphragmcp A comprehensive Model Context Protocol (MCP) server providing structured access to knowled 3 Claude Code 3 —
Syndicats/mcp-initializer POC on how to use an mcp server as project initialization tool for agentic coding 3 Claude Code 1 381 tok
prandogabriel/ieee2030.5-mcp A MPC server to interact with your IEEE 2030.5 server to enable AI integration in micro gr 3 Claude Code 3 942 tok
flrngel/mcp-master-puppeteer An advanced MCP server for browser automation using Puppeteer, optimized for minimal token 3 Claude Code 1 1,337 tok