How real projects configure their agents

23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
ESTELLA219/Ariadne-Test-Agent-System Ariadne self-healing UI/API automation testing agent: Planner explores, Generator creates 0 Codex, OpenCode 1 3,858 tok
cryptopepy/chungus-kali-mcp Allows an AI harness to take complete control of your Kali VM and automate CTFs and pentes 0 Codex, OpenCode 1 698 tok
Northern-Lighthouse/swarm-mcp-server MCP server for coordinating swarms of AI coding agents: task queue, messaging, knowledge b 0 Codex, OpenCode 1 608 tok
DannieJWright/planner-mcp 0 Codex, OpenCode 1 822 tok
hexacron/claude-transformatron-9000 A Maltego transform server with MCP and Transform Authoring skill for coding agents 0 Claude Code, Codex, OpenCode 2 1,599 tok
helpdeskllam-art/mcp-server-typescript-mst3xku1 Created from render-examples/mcp-server-typescript template 0 Claude Code, Codex, OpenCode 2 1,069 tok
Johnnyzlee/agent-bridge-for-tab-management-in-firefox Local-first MCP server, Agent Skill, and WebExtension for precise Firefox tab and tab-grou 0 Codex, OpenCode 1 1,451 tok
fauzulkc/blur-studio Coordinate-based selective photo blurring — precisely blur faces, plates, screens, or any 0 Claude Code, Codex, OpenCode 2 5,246 tok
zaynabed/bfxr-mcp MCP server and local web app that generate game sound effects with the Bfxr synth engine. 0 Codex, Cursor, OpenCode 2 90 tok
Bhavanachowdary18/Session-Memory MCP server that stores AI session context locally, enabling cross-IDE continuity for AI-as 0 Claude Code, Codex, OpenCode 2 1,202 tok
nazerim/brave-answers-mcp MCP server (stdio) for the Brave Answers API: cited one-shot answers + async research subm 0 Codex, OpenCode 1 749 tok
LifeAnalysis/company-mesh Secure, local-first MCP collaboration for AI agent teams over Iroh 0 Codex, OpenCode 1 177 tok
Carlos-ortiz23/siigo-mcp Servidor MCP (Model Context Protocol) remoto que conecta la API pública de Siigo Colombia 0 Codex, OpenCode 1 360 tok
garvitkumbhat619/mcp-server-python-msw3oiyy Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
awernick/github-mcp Thin FastMCP server with flat GitHub tools (issues, PRs, code browsing); self-hosted strea 0 Codex, OpenCode 1 172 tok
nate-raubenheimer/lawpracticeza-mcp MCP server for LawPracticeZA — South African legal practice software. 0 Codex, OpenCode 1 601 tok
sultan-programistow/paddling-pl-mcp-server paddling-pl-mcp-server.vercel.app 0 Claude Code, Codex, OpenCode 2 924 tok
alejoacelas/amazing-marvin-mcp Local Amazing Marvin MCP server and Claude Desktop extension 0 Claude Code, Codex, OpenCode 2 84 tok
GetSayAll/sayall-mcp Local-only MCP servers and authorization tooling for SayAll apps 0 Codex, OpenCode 1 157 tok
Demi8-patch/aegis Durable, Evidence-Grounded Knowledge Compiler for AI Agents (MCP 2026-07-28) 0 Codex, OpenCode 1 2,029 tok
IMONsergey/framer-chat-mcp 0 Codex, OpenCode 1 272 tok
SanAntonio021/claude-codex-bridge Local authenticated bidirectional MCP bridge for isolated Claude and Codex peer sessions. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 286 tok
kadalzbaiq/mata-kadalz A local Vision MCP server for any MCP client, using Qwen3-VL through an external llama-ser 0 Codex, OpenCode 1 710 tok
moawhi/Argent Import an OpenAPI spec, pick endpoints for agents, and get a hosted MCP URL — dashboards c 0 Claude Code, Codex, OpenCode 2 159 tok
anshrajore/atelier-mcp Atelier is an MCP server and agent skill pack that adds post-generation quality gates to v 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,967 tok
AaronVick/AGENT_FABLES agentfables.org Machine-readable preflight for software agents: pass the next unsent tool call; receive ≤2 0 Codex, OpenCode 1 408 tok
a895150154-star/ai-video-studio-agent Local AI video-production console with HyperFrames or Remotion, MCP, and isolated workers 0 Codex, OpenCode 1 1,262 tok
ruanderson1/MCP-Server 0 Codex, OpenCode 1 332 tok
Akshit1018/S.HiveDesk Open-source AI ERP desk with confirm-before-write agents. CRM, stock, accounts, HR. Frappe 0 Codex, OpenCode 1 9,260 tok
Dizko-Labs/dizko-mcp mcp.dizko.app Live city-event tools for AI agents through the Model Context Protocol 0 Claude Code, Codex, OpenCode 2 430 tok
JoinSyndicate/hypercrawl Self-hosted, cookie-aware web-automation engine — turns any site into MCP tools, runs head 0 Claude Code, Codex, OpenCode 3 532 tok
uhvogala/azure-devops-mcp-vscode 0 Codex, OpenCode 1 278 tok
srmackey/insitu Insitu gives an AI client a vault of reusable guidance and composes the right piece for th 0 Claude Code, Codex, OpenCode 2 1,001 tok
Noctree/unity-manual-mcp An MCP server for serving local installations of the Unity documentation 0 Codex, OpenCode 1 1,249 tok
ikeike443/fatsecret-mcp fatsecret-mcp.vercel.app 0 Claude Code, Codex, OpenCode 2 725 tok
XiaotaoGuo/qbittorrent-readonly-mcp Local stdio-only, strictly read-only MCP server for qBittorrent 0 Codex, OpenCode 1 274 tok
Salatik98/tilda-mcp Pre-alpha research harness for a safe, machine-verifiable Tilda control plane. 0 Codex, OpenCode 1 423 tok
jamesdsizemore/rush-cli Agentic code-quality CLI and local stdio MCP server for coding agents. 0 Codex, Gemini CLI, OpenCode 2 5,519 tok
gastonrey/licita-app EU Tenders 0 Codex, OpenCode 1 988 tok
lfegg/character-recognize-mcp 0 Codex, OpenCode 1 452 tok
jamesdsizemore/headcleaner-cli Convert documents to Markdown and OKF v0.2 with diagnostics, plugins, MCP, and reports. 0 Claude Code, Codex, OpenCode 2 3,493 tok
talvaknin744/garmin-coach-mcp Local Garmin coaching MCP for Codex, ChatGPT desktop, and Claude 0 Codex, OpenCode 1 134 tok
Cgisclair29/Rapid7-MCP 0 Codex, OpenCode 1 1,947 tok
djsushilkumar/Craftor Universal MCP Platform for WordPress, Elementor & WooCommerce 0 Claude Code, Codex, Gemini CLI, OpenCode 17 1,882 tok
IsoCodeCrafter/PCP Standardize Context, Not Intelligence. An open protocol and MCP server for preserving proj 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,290 tok
primax79/vscode-mcp-dap-debugger VS Code extension and CLI that expose the Debug Adapter Protocol (DAP) as MCP tools, allow 0 Claude Code, Codex, OpenCode 2 5,206 tok
khaosans/operator-etl Agentic ETL pipeline for FOIA & public comments — LangGraph, MCP, PII vault, Medallion war 0 Codex, OpenCode 1 1,026 tok
roxy-plugins/bangumi-mcp 0 Codex, OpenCode 1 416 tok
PCT-BR/n8n-mcp 0 Claude Code, Codex, OpenCode 10 2,867 tok
layermedya/Critic-MCP A Model Context Protocol (MCP) server providing automated, read-only code review and vulne 0 Codex, OpenCode 1 808 tok