How real projects configure their agents

43,712 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
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
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 4,225 tok
ManSio/mscodebase-intelligence Intelligent codebase search & indexing for Zed. Async MCP server featuring LanceDB/BM25 hy 2 Codex, OpenCode 1 7,445 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
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
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
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
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
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
zircote/json-lsp Claude Code plugin for JSON development with vscode-json-languageserver and schema validat 2 Claude Code 1 201 tok
turfptax/cortex-core Cortex Core: Pi-side memory + overseer plugin. Local-first wearable AI memory: notes, sess 2 Claude Code 1 2,992 tok
RFingAdam/mcp-rs-cmw500 MCP server for Rohde & Schwarz CMW500 radio communication tester 2 Claude Code 1 1,634 tok
my-mcp-hub/node-mcp-server A Model Context Protocol (MCP) server template for Node.js applications 2 Codex, OpenCode 1 649 tok