How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
ffleurey/mcpscope Local-first workbench to build, inspect & benchmark MCP servers against local or remote LL 2 Codex, OpenCode 1 1,894 tok
Iyedchebbi/GameSpace game-space-self.vercel.app AI-built futuristic gaming store with 3D Spline hero, cart & checkout system, EmailJS orde 2 Codex, OpenCode 1 1,134 tok
M-T-D-N/agentmemory-codex-windows AgentMemory for Codex on Windows: bundled 0.9.30, patched iii 0.22.1 with durable file flu 2 Claude Code, Codex, OpenCode 1 2,771 tok
AsherDLL/jadx-rpc A headless jadx engine for LLM agents. Answers structured questions about an APK, DEX or J 2 Codex, OpenCode 1 2,099 tok
rikdc/ai-skills My personal claude plugins 2 Claude Code, Codex, OpenCode 2 2,648 tok
zircote-plugins/github-agentic-workflows Claude Code plugin for authoring, validating (via gh aw compile), and improving GitHub Age 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,298 tok
LingFeng-Vels/session-coord-mcp 🚀 Local-first MCP server for multi-session AI coding coordination, task claiming, and con 2 Codex, OpenCode 1 106 tok
JiaWeiXie/swarm-pi-code-plugin connects Claude Code and Codex to a bounded Pi coding worker for repository-grounded analy 2 Claude Code, Codex, OpenCode 2 451 tok
kbichave/skills Claude Code plugin for deep system discovery, implementation planning, and code generation 2 Claude Code, Codex, OpenCode 5 1,952 tok
kimmingul/xllm kimmingul.github.io xllm plugin — cross-vendor LLM advisor plugin for agentic CLIs ( Claude Code, Codex, Grok 2 Claude Code, Codex, OpenCode 2 710 tok
TeamSPWK/nova jay-swk.github.io AI Agent Ops framework for Claude Code — independent evaluator, adversarial review, and pr 2 Claude Code, Codex, OpenCode 3 1,975 tok
khrichtchatyi/ship-it A Claude Code plugin that commits your work and opens pull requests. 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 346 tok
bammt/XuanShu-Agent CrewAI-based team-level multi-tenant agent orchestration and management platform, supporti 2 Codex, OpenCode 1 10,375 tok
servagent/servagent servagent.org Servagent is an MCP (Model Context Protocol) server that enables a remote AI to take full 2 Claude Code, Codex, OpenCode 2 4,481 tok
VitalyOstanin/mcp-chrome-debugger-protocol MCP server for Chrome debugger protocol (Node.js) 2 Claude Code, Codex, OpenCode 2 2,706 tok
shofer-dev/claude-code-second-brain shofer.dev A cheap background model that watches your session over its shoulder and, when — and only 2 Claude Code, Codex, OpenCode 2 516 tok
vaquarkhan/kafka-mcp-enterprise-server vaquarkhan.github.io A production-ready Model Context Protocol (MCP) server for Apache Kafka. Features Informat 2 Codex, GitHub Copilot, Cursor, OpenCode 5 1,155 tok
ahmedtawfeeq1/loredex Universal control system for coding agents: shared memory, cross-project handoffs, researc 2 Claude Code, Codex, OpenCode 2 243 tok
nanohype/nanohype Template catalog and SDK for AI subsystems — agents, RAG, MCP servers, eval harnesses, inf 2 Claude Code, Codex, OpenCode 2 4,423 tok
caitao-ct/knowledge-base caitao-ct.github.io A dual-purpose Knowledge Base and MCP (Model Context Protocol) RAG Server 2 Codex, OpenCode 1 600 tok
CaoMeiYouRen/tinyfish-mcp An MCP (Model Context Protocol) service based on TinyFish's free search API that provides 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 859 tok
xiaojiou176-open/BrewMe xiaojiou176-open.github.io Reader-first source intelligence and MCP server for YouTube, Bilibili, RSSHub, and RSS, wi 2 Claude Code, Codex, OpenCode 2 1,660 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
tusharagg1/aifolimizer Local MCP server that turns Claude into a markets analyst over a live Wealthsimple portfol 2 Claude Code, Codex, OpenCode 32 3,834 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 4,432 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 8,233 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 Codex, OpenCode 1 552 tok
nichsedge/ksei Unofficial MCP server for AKSes KSEI (akses.ksei.co.id) portfolio data 2 Claude Code, Codex, OpenCode 2 425 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 4,286 tok
aloki-alok/mcpify Turn any OpenAPI 3.x or Swagger 2.0 spec into a working MCP server in one command. Give Cl 2 Codex, OpenCode 1 471 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
enkhbold470/zangia-mcp-ai npmjs.com Live job search on zangia.mn, ATS CV matching, and salary benchmarks — MCP server (npx -y 2 Claude Code, Codex 2 1,780 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 5,508 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
circle-rd/upki-ca docs.circle-cyber.com A small PKI dedicated to be used in internal infrastructures and Docker deployment using T 2 Codex, OpenCode 1 1,471 tok