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
phxwang/feishuchannel-for-claudecode Feishu channel plugin for Claude Code — route Feishu groups to isolated Claude Code instan 2 Claude Code 1 559 tok
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 2,648 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
10CG/Aria Make AI a genuine collaborator in your software projects — AI-DDD methodology for Claude C 2 Claude Code 2 4,489 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
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
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
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
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 4,423 tok
augmnt/mindcache usemindcache.com Your Obsidian vault, connected to AI. Open-source MCP server. 2 Claude Code 1 542 tok
AzureManagedRedis/mcp-amr 2 Gemini CLI 1 1,534 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
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
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
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 —
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
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 7,430 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
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
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 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