How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
a-25/ios-mcp-code-quality-server This server enables AI assistants to run Xcode tests, perform linter analysis, and provide 10 GitHub Copilot 1 1,476 tok
hjsh200219/korea-public-data-mcp A Korean public data MCP (Model Context Protocol) server. Integrates APIs from the Ministr 10 Claude Code, Codex, Cursor, OpenCode 3 3,125 tok
fugle-dev/fugle-mcp-server 10 Claude Code 1 595 tok
Legorobotdude/yt-analysis-mcp MCP server for YouTube video analysis using Gemini API 10 Claude Code 1 741 tok
EgorKurito/apple-calendar-mcp 10 Claude Code 1 890 tok
elgatosf/elgato-mcp-server A Model Context Protocol (MCP) server that provides automation capabilities with Elgato ap 10 Claude Code 1 962 tok
pvoo/bigquery-mcp Practical MCP server for large BigQuery datasets. Supports vector search. Keep LLM context 10 Claude Code 2 1,465 tok
thomaswitt/mcp-agents npmjs.com MCP server that wraps the Claude Code and Gemini CLI so any MCP client (e.g. codex) can ca 10 Claude Code, Codex, OpenCode 2 2,889 tok
nic01asFr/QgisStreamMCP QGIS Desktop as an MCP Server — Full GUI via noVNC, PyQGIS scripting, 1000+ Processing alg 10 Claude Code 1 2,355 tok
RS-Nocsi/codex-cua-mcp MCP server wrapping Codex Computer Use — bring Codex Computer Use to any MCP-compatible ag 10 Claude Code 1 928 tok
Sqcows/forgejo-mcp A Model Context Protocol (MCP) server for Forgejo and Gitea instances. Provides 103 tools 10 Claude Code 1 1,025 tok
blindpaylabs/blindpay-mcp blindpay.com BlindPay's MCP Server. 10 Claude Code 1 1,604 tok
henryiii/skills Some agent skills that are useful for coding. 10 Codex, OpenCode 1 381 tok
serkanhaslak/meta-mcp Comprehensive Meta Ads MCP Server — 77 tools for full campaign lifecycle management 10 Claude Code 2 1,724 tok
alexsmirnov/obsidian-second-brain-mcp 10 Claude Code, Codex, GitHub Copilot, OpenCode 3 286 tok
exiao/pm-skills Skills for the whole product R&D process: strategy, UXR, PM, design, QA, launch. For Claud 10 Codex, OpenCode 1 845 tok
lvcoi/solidJSkills A repo intended to be an mcp server for SolidJS Agentic Skills 10 Codex, Gemini CLI, OpenCode 2 534 tok
sinch/skills sinch.com AI agent skills for Sinch communication APIs. Get expert guidance on getting started, best 10 Claude Code, Codex, OpenCode 2 2,639 tok
stackhawk/stackhawk-mcp 10 Claude Code 1 1,055 tok
aibtcdev/skills aibtc.com AI agent skills for Bitcoin, Stacks, and DeFi operations 10 Claude Code 1 2,840 tok
CometWorks/skills Skill library for Space Engineers plugin, mod and in-game script development. Usable with 10 Codex, GitHub Copilot, OpenCode 2 218 tok
zuoyou12/longzu.skillls Jiangnan × Fenghuo Xizhuhou style distillation Agent Skills (universal for Claude Code/Cod 10 Codex, OpenCode 1 629 tok
aoreshkov/kotlin-lib-mcp MCP server: gives your AI agent the real sources, public API and KDoc of any Maven/Gradle- 10 Claude Code 13 3,097 tok
ChanMeng666/archlang archlang.uk 【Star us! ⭐】 A declarative language that compiles to professional SVG floor plans — like T 10 Claude Code, Codex, OpenCode 8 26,700 tok
maojiebc/majia-chatcut-koubo clawhub.ai ChatCut voiceover · Practical production edition|v1.6.0 Reliable one-sentence editing and 10 Codex, OpenCode 1 524 tok
a275618631/codex-antigravity-collaboration a275618631.github.io Reference architecture and working case study for Codex × Antigravity agent-runtime collab 10 Codex, OpenCode 1 216 tok
grimoire-rs/grimoire grimoire.rs Package manager for AI-agent config. grim installs, updates, and publishes skills, rules, 10 Claude Code, Codex, OpenCode 9 4,196 tok
3aKHP/prts-mcp MCP Server for Arknights PRTS Wiki and local game data 10 Claude Code, Codex, OpenCode 2 7,121 tok
cristianoaredes/mcp-dadosbr 🤖 Model Context Protocol (MCP) server for Brazilian public data lookup - Company (CNPJ) a 10 Claude Code, GitHub Copilot 2 3,843 tok
RoxyAPI/astrology-ai-chatbot roxyapi.com Open source AI astrology chatbot. Vedic kundli, Western charts, BaZi, feng shui, tarot, nu 10 Codex, OpenCode 1 2,082 tok
dimitrovakulenko/dwg-mcp-server dmytro-prototypes.net DWG file format access for AI via MCP. Connect DWG files to Claude, ChatGPT, Codex, Cursor 10 Codex, OpenCode 1 1,526 tok
aaif/community-events 10 Claude Code, Codex, OpenCode 2 2,149 tok
conversun/cliproxy-plugin-opencode-cloak CLIProxyAPI request_interceptor plugin: cloaks opencode CLI requests as official Claude Co 10 Codex, OpenCode 1 1,763 tok
arc-mcp/arc1-adt-abap-mcp-ext Eclipse plugin that wakes SAP's dormant ADT MCP server and contributes extra read-only ABA 10 Claude Code 1 4,018 tok
EricAndrechek/Pacer ericandrechek.github.io Native macOS app for tracking Claude Code usage — tokens, cost, rate-limit pacing, per-pro 10 Claude Code, Codex, OpenCode 2 12,177 tok
eugeniughelbur/agents-md eugeniughelbur.github.io Generate and safely maintain AGENTS.md, the cross-tool standard for AI coding agents. Non- 10 Claude Code, Codex, OpenCode 2 1,012 tok
PLUG-OpenAPI/nhplug-sdk nhplug.com NH Investment & Securities PLUG Open API Python SDK — samples, stock master parser, and AI 10 Codex, OpenCode 1 5,695 tok
stag-build/phonebook stag-build.github.io The StoryBook for native mobile applications 10 Claude Code 4 235 tok
conorbronsdon/gws-mcp-server conorbronsdon.com Curated MCP server for Google Workspace: Gmail, Calendar, Drive, Sheets, Docs, and Tasks v 10 Claude Code 1 512 tok
SEI-Pro/mcp-seipro 10 Claude Code 1 6,550 tok
RonMizrahi/sdlc-graph-engineering Turn any multi-step process into a guarded graph a machine can actually execute — typed no 10 Claude Code 1 896 tok
Ferousco-dev/ilana A software engineering process operating system for coding agents. 11 phases, 9 gates, 13 10 Codex, OpenCode 1 1,735 tok
cskiro/claudex Playground for Claude Code Plugins & Skills 10 Claude Code 1 2,070 tok
chrischall/ofw-mcp MCP for interacting with Our Family Wizard (OFW) 10 Claude Code 1 14,995 tok
TsukumoHQ/trovex trovex.dev Token-efficient MCP doc-router — one canonical doc per query for your coding agents. 10 Claude Code 4
akutishevsky/monobank-mcp-server MCP server for integrating with Monobank API. 10 Claude Code 1 2,291 tok
qdonnars/ohmywind ohmywind.fr MCP server + web app for sailing passage planning, worldwide: per-leg ETA, 1-5 complexity 10 Claude Code 1 1,916 tok
BluesPrince/thiri-mcp mcp.thiri.ai Deterministic music-theory MCP server & API — chord analysis, Roman-numeral analysis, voic 10 Claude Code, Codex, OpenCode 2 181 tok
aydincan/turk-hukuku-ve-claude turk-hukuku.com Türk hukuku için açık kaynak Claude Code eklenti pazarı: 81 eklenti, 1000+ beceri. Metodol 10 Claude Code 1 967 tok
TueJon/webmcpify webmcpify.at WebMCP agent skill — make any web app agent-ready, verifiably: inventory, integrate, verif 10 Codex, OpenCode 1 648 tok