How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
r0shi/harborclerk An MCP server that lets AI agents query your document archive instead of uploading it — wi 2 Claude Code, Codex, OpenCode 7 2,528 tok
Fast-Transients/lodgify-mcp-server A Model Context Protocol (MCP) server for the Lodgify vacation rental API. Provides tools 2 Codex, OpenCode 1 298 tok
JunMystery/Agent-Guidance-Python This project has been discontinued. On-going: Rust version 2 Claude Code, Codex, Cursor, OpenCode 3 2,888 tok
ulises-jeremias/agentic-workstation AI-native workstation provisioning layer — chezmoi, host policies and tooling that install 2 Claude Code, Codex, OpenCode 2 1,509 tok
Knuckles-Team/fan-manager Manager your Dell PowerEdge Fan Speed with this handy tool! 2 Claude Code, Codex, OpenCode 2 3,981 tok
foxj77/mcp-memory-server Persistent shared knowledge graph memory for AI agents via MCP — built for kagent, compati 2 Claude Code, Codex, OpenCode 2 1,562 tok
my-mcp-hub/node-mcp-server A Model Context Protocol (MCP) server template for Node.js applications 2 Codex, OpenCode 1 649 tok
meitalbensinai/rate-limit-monitor Claude Code plugin: statusline usage meter + a prompt-submit guard that stops you from bur 2 Claude Code, Codex, OpenCode 1 428 tok
danilods/matilha-skills You lead. Agents hunt. Cognitive + methodological harness for AI-assisted software — 139 s 2 Claude Code, Codex, Gemini CLI, OpenCode 3 2,563 tok
msshives-gif/claude-plugins claude context tools — a Claude Code plugin marketplace: subagent context reporting, cross 2 Claude Code, Codex, OpenCode 2 383 tok
punt-labs/biff Team (human+agent) coordination and communication that works across git-repositories and h 2 Claude Code, Codex, OpenCode 3 8,016 tok
Knuckles-Team/audio-transcriber Transcribe audio into text. Agentic AI supported through MCP Server. 2 Claude Code, Codex, OpenCode 2 3,918 tok
philipnee/mvmt security layer between your data and agent! 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 805 tok
SkS-Other/ocserv-admin-mcp It is not a bot, chat runtime, or general agent framework. It provides a constrained local 2 Claude Code, Codex, OpenCode 20 1,724 tok
Cratis/VerticalSlices 2 Claude Code, Codex, GitHub Copilot, OpenCode 75 12 tok
subhangadirli/kagi-translate-mcp npmjs.com Model Context Protocol (MCP) server for Kagi Translate. 2 Claude Code, Codex, OpenCode 2 1,361 tok
alemdarlabs/sage-unreal-mcp npmjs.com MCP server and Unreal Editor bridge for AI-assisted Unreal Engine inspection, automation, 2 Claude Code, Codex, OpenCode 16 2,309 tok
antonio-mello-ai/mcp-google MCP server for google 2 Claude Code, Codex, Gemini CLI, OpenCode 3 336 tok
nichsedge/ksei Unofficial MCP server for AKSes KSEI (akses.ksei.co.id) portfolio data 2 Claude Code, Codex, OpenCode 2 425 tok
gamaze-labs/hicortex hicortex.gamaze.com Self-learning memory for AI agents — experience captured automatically, distilled into les 2 Codex, OpenCode 1 291 tok
bootpay/bootpay-mcp mcp.bootpay.ai MCP server for Bootpay — Korea's payment platform. AI tools (Claude, Cursor, Windsurf) can 2 Codex, OpenCode 1 3,376 tok
sandraschi/xkcd-mcp MCP server plus mini webapp for showing xkcd comics. uses official api 2 Claude Code, Codex, Cursor, OpenCode 3 636 tok
tendant/postgres-mcp-go A PostgreSQL MCP (Model Context Protocol) server implementation in Go that provides secure 2 Codex, OpenCode 1 576 tok
carmentacollective/carmenta carmenta.ai A heart-centered AI for creating at the speed of thought 2 Claude Code, Codex, OpenCode 25 950 tok
am-space/own-planner controlcode.space Personal AI strategist & mentor — goals-first planning with an agentic loop. .NET 10 + Mod 2 Claude Code, Codex, GitHub Copilot, OpenCode 8 4,961 tok
gkzhb/crawl4ai-mcp-py A collection of MCP Servers 2 Codex, OpenCode 1 38 tok
beingmartinbmc/jambavan npmjs.com Local-first MCP server that gives any coding agent a persistent memory of your repo: AST c 2 Claude Code, Codex, OpenCode 2 3,396 tok
SohrabZ/x-browser-mcp Read and post to X from your own logged-in browser session, exposed to local AI agents ove 2 Claude Code, Codex, OpenCode 2 1,760 tok
TadMSTR/ollama-queue-proxy Drop-in HTTP proxy for Ollama with priority queuing, per-client auth, and model-aware fail 2 Codex, OpenCode 1 792 tok
Knuckles-Team/searxng-mcp Searxng MCP Server 2 Claude Code, Codex, OpenCode 2 3,920 tok
hexxla/mcp-ratchet Go package for enforcing tool call order in MCP servers. Token-based dependency system wit 2 Claude Code, Codex, OpenCode, Windsurf 17 1,910 tok
dreliq9/llm-intentions An open protocol for turning Android apps into MCP tool servers. CapApps + Hub gateway + I 2 Codex, OpenCode 1 1,679 tok
salingnh/android-reverse-engineering-mcp Claude Code skill to support Android app's reverse engineering. (Safe) 2 Codex, OpenCode 1 1,089 tok
smithaldon1/deltav-mcp DeltaV MCP Server for Edge API and OPC-UA. Contains a REST API and OPC-UA server with simu 2 Codex, OpenCode 1 3,183 tok
cafeTechne/ableton-11-mcp-for-windows-codex-and-antigravity AI-to-Ableton Live 11 bridge with 220+ MCP tools, music theory generators, and agentic wor 2 Codex, OpenCode 1 2,985 tok
reearth/reearth-cms-mcp cms.reearth.io MCP server for Re:Earth CMS 2 Claude Code, Codex, OpenCode 2 799 tok
dev-manul/kartograf Code map & call-graph MCP server for AI agents. Tree-sitter + SQLite index of PHP/Go/TS co 2 Codex, OpenCode 1 1,319 tok
totalcms/totalcms totalcms.co Project skeleton for Total CMS — install with: composer create-project totalcms/totalcms 2 Codex, OpenCode 1 1,628 tok
varienos/agentic-journal Local, observer-first activity journal for AI coding agents with MCP tools, CLI wrappers, 2 Codex, Gemini CLI, OpenCode 2 548 tok
itallstartedwithaidea/claude-googleadsagent ahmeego.com Google Ads Agent — Buddy. The most comprehensive Google Ads + advertising plugin for Claud 2 Claude Code, Codex, OpenCode 2 1,597 tok
caotrongphuoc/11m-game epcb.vn A penalty shootout game for the AK Base Kit (STM32L151), built with an AI agent using AK M 2 Codex, OpenCode 1 2,112 tok
Morningstar202604/ScholarSeed gitcode.com Scholarly pipeline with proof-carrying paper processing. 2 Codex, OpenCode 1 1,546 tok
eksdev007/xcodeinstrumentmcp CLI and MCP server for parsing Xcode Instruments traces, ranking hotspots, and generating 2 Codex, OpenCode 6 622 tok
simozampa/clankerchat npmjs.com comms for your coding agents 2 Claude Code, Codex, OpenCode 2 94 tok
JonusNattapong/mcp-mt5 Institutional MetaTrader 5 (MT5) MCP Server — 67 Tools, ICT & SMC Models, Risk Credit Scor 2 Codex, OpenCode 1 2,234 tok
adder-factory/cartograph Semantic code intelligence for AI coding agents — 45% fewer tool calls, 17% faster explora 2 Claude Code, Codex, OpenCode 2 4,181 tok
wqjuser/AIQuantificationTools myqt.zxai.fun An auditable quantitative research workstation for individual researchers, featuring marke 2 Codex, OpenCode 1 87 tok
aarnadlr/mcu-mcp-server mcu-mcp.vercel.app MCPServer which uses Google's Material Color Utilities library to generate a core palette 2 Codex, OpenCode 1 590 tok
Coding-Dev-Tools/deploydiff coding-dev-tools.github.io Preview infrastructure cost and configuration changes before deploying 2 Codex, OpenCode 1 434 tok
listlessbird/dbml-viz dbml-viz.com simple tool to visualise and share ER diagrams 2 Codex, OpenCode 1 458 tok