How real projects configure their agents

32,008 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
arikw/claude-code-matrix-bridge arikw.github.io Live two-way Matrix ↔ Claude Code TUI bridge via the Channels API research preview. Plugin 2 Claude Code 4
rikdc/ai-skills My personal claude plugins 2 Claude Code, Codex, OpenCode 2 2,442 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
teranos/ground Ground Control for Claude Code 2 Claude Code 1 531 tok
cahenesy/throughline Claude Code plugin: a PRD/TDD/ADR design-doc pipeline with phase-gate PRs, an independent 2 Claude Code 1
10CG/Aria Make AI a genuine collaborator in your software projects — AI-DDD methodology for Claude C 2 Claude Code 2 4,270 tok
lemon-etvibe/prompt-vault Phase-based conversation logging plugin for Claude Code with context protection and HTML r 2 Claude Code 1 737 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
AgentureHQ/agenture-loop agenture.dev Claude Code plugin that enables AI agents to own full SDLC phases 2 Claude Code 2 1,963 tok
sling86/it-cli-plugin Claude Code plugin for the its IT-systems CLI — drive RMM, Entra ID, Intune, Microsoft 365 2 Claude Code 1 200 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
tai2/aco npmjs.com Appium Command-line Operator 2 Claude Code 1 4,695 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
chickenyoutoo-beautiful/oneapichat Self-hosted multi-model AI chat platform — 69 MCP tools, agent sub-agents, resumable strea 2 Claude Code 1 43,403 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
LeszczynskiKarol/mcp-server mcpservers.org Self-hosted MCP server for Claude.ai. Give Claude direct access to your AWS, SSH, local sh 2 Claude Code 1 4,100 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
bryankthompson/chroma-mcp-custom This is an enhanced fork of the original chroma-core/chroma-mcp project, featuring FastMCP 2 Claude Code 1 1,499 tok
hbarbosa02/alaz-mcp-nestjs MCP Server that exposes the live context of any NestJS project to AI agents (Cursor, Claud 2 Claude Code, Cursor 3
ahmedtawfeeq1/loredex Universal control system for coding agents: shared memory, cross-project handoffs, researc 2 Claude Code, Codex, OpenCode 2 243 tok
jbwinters/tmuxcontrollib Python Library and MCP server enabling agents to control and communicate with Tmux session 2 Claude Code 1 382 tok
nanohype/nanohype Template catalog and SDK for AI subsystems — agents, RAG, MCP servers, eval harnesses, inf 2 Claude Code, Codex, OpenCode 2 4,225 tok
augmnt/mindcache usemindcache.com Your Obsidian vault, connected to AI. Open-source MCP server. 2 Claude Code 1 542 tok
SanDiegoAIStudio/mcp-context-manager Automated MCP discovery and context optimization for Claude Code. Save 90% of your context 2 Claude Code, Codex, OpenCode 2 1,387 tok
rolandreads/bazzite-mcp MCP server providing AI-native awareness and control of Bazzite OS 2 Claude Code 1 195 tok
pbv7/worksection-mcp Unofficial multi-tenant MCP server for the Worksection API — not affiliated with Worksecti 2 Claude Code 1 2,032 tok
synapticore-io/dust-analyzer synapticore-io.github.io European air quality MCP server — Saharan dust, SO₂, PM2.5 from CAMS/Copernicus as interac 2 Claude Code 1 1,259 tok
mihaelamaciuca/knowledge-layer Knowledge layer for AI-native teams 2 Claude Code 2 955 tok
JosephOIbrahim/Hanna Always-on AI producer that surfaces decisions across a creative portfolio. Producer-rhythm 2 Claude Code 2 699 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
gyozalab/focustodo-mcp MCP Server for Focus To-Do (Focus List) — Control your Pomodoro timer & tasks via AI 2 Claude Code, Codex, Gemini CLI, OpenCode 3 245 tok
hegner123/tui-test-ghost Zig-native TUI testing toolkit built on Ghostty's terminal emulation core 2 Claude Code 1 1,425 tok
rahulcvwebsitehosting/wayfinder Local-first open-source browser agent with MCP server & visual workflows 2 Claude Code 17
Adjoint-uk/plc-toolkit LLM-native IEC 61131-3 PLC development toolkit with MCP server 2 Claude Code 1 336 tok
kannkyo/e-gov-law-mcp An MCP server wrapping the e-Gov Law API v2 2 Claude Code 1 59 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
r0shi/harborclerk An MCP server that lets AI agents query your document archive instead of uploading it — wi 2 Claude Code, Codex, OpenCode 9 2,536 tok
Anselmoo/mcp-zen-of-languages anselmoo.github.io 🌍 Multi-language architectural and idiomatic code analysis via MCP server 🔧 and CLI 💻. 2 Claude Code, GitHub Copilot 13 7,421 tok
Dreamfutura-Stephen/oh-my-deepseek A zero‑dependency DeepSeek multi‑agent framework: autonomous pipeline, recursive sub‑agent 2 Claude Code 1 886 tok
Vvkmnn/claude-orator-mcp 🪶 An MCP server for prompt optimization in Claude Code 2 Claude Code 1
chew-z/GeminiMCP MCP (Model Control Protocol) server integrating with Google's Gemini API 2 Claude Code 1 571 tok
lreimer/sonar-mcp-server A MCP server implementation for the SonarQube Cloud API in Golang. 2 Claude Code 1 734 tok
mattias242/protonmail-mcp-server MCP server for ProtonMail Bridge — lets Claude read, search and send email via local Bridg 2 Claude Code 1 1,310 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
Zenotech-bv/teslafi-mcp teslafi.com MCP server for the TeslaFi API - ask Claude about your Tesla's live status, drive & charge 2 Claude Code 1 1,927 tok
Knuckles-Team/fan-manager Manager your Dell PowerEdge Fan Speed with this handy tool! 2 Claude Code, Codex, OpenCode 2 3,981 tok