How real projects configure their agents

24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
SagaSmithAI/SagaSmith-narrative-mcp System-neutral authoritative long-form narrative MCP for SagaSmith 0 Codex, OpenCode 1 133 tok
forthy/effect-stateless-mcp 0 Codex, OpenCode 1 588 tok
alexandreumatize/mcpanonimohealth Desidentificação local de documentos clínicos para uso seguro com agentes de IA 0 Claude Code, Codex, OpenCode 2 1,088 tok
mwe-support/DingTalkMCP A self-deployed dingtalk mcp based on DingTalk official OpenAPI 0 Codex, OpenCode 1 2,780 tok
ohnotnow/devnotes Tiny markdown dev notes for small teams - web UI, API and MCP server for agent capture and 0 Claude Code, Codex, OpenCode 12 14,238 tok
aayushchouhan24/limitless-reign-mcp AI-Powered Discord Bot Control | 100+ Tools | Works with Claude, ChatGPT, Cursor 0 Claude Code, Codex, OpenCode 3 731 tok
MrRolie/mm-ibkr-mcp Interactive Brokers MCP server for account monitoring, approvals, and basket trading 0 Claude Code, Codex, OpenCode 5 939 tok
creative-nam/media-gen-mcp An MCP server that allows you to connect your AI Agent to free image and video generation 0 Claude Code, Codex, OpenCode 5 2,182 tok
valrinx/raven-roblox-mcp A fast shared-daemon MCP bridge for Roblox executors, Codex, and multiple AI agents 0 Codex, OpenCode 1 407 tok
Robgonzalez/tenarius-wiki-mcp Community MCP (unofficial) to query the public Tenarius RO wiki via AI agents 0 Codex, OpenCode 1 783 tok
Miguel-Calhabeu/edisciplinas-mcp MCP para agentes de IA acessarem conteúdos do E-Disciplinas da USP com segurança 0 Claude Code, Codex, OpenCode 2 125 tok
vantagemcp/vantage-mcp vantagemcp.dev AI visibility MCP server: checks whether ChatGPT, Gemini, Perplexity and Google AI Overvie 0 Codex, OpenCode 1 463 tok
triplesixmir/reporecall Local-first, model-agnostic memory for coding agents. Markdown source of truth, disposable 0 Codex, OpenCode 1 92 tok
arr-mcps/qbit_manage-mcp Model Context Protocol for StuffAnThings/qbit_manage 0 Codex, OpenCode 1 1,582 tok
reachjalil/openwork-remote-mcp-app-example reachjalil.github.io Forkable monorepo of standard MCP Apps for OpenWork Connect, URL import, and capability ex 0 Codex, OpenCode 1 664 tok
marrinexyq-droid/Rag-Mcp-Server 0 Claude Code, Codex 9 —
marshawcoco/gitmono-agent-team Three-agent, evidence-first collaboration contracts and MCP server for Libra-backed reposi 0 Codex, OpenCode 1 234 tok
nar-oah/pose-mcp 0 Codex, OpenCode 1 218 tok
Nighthawk42/gbdocs-mcp MCP server exposing the Game Boy Pan Docs as structured, citable lookups for decompilation 0 Claude Code, Codex, OpenCode 2 2,006 tok
chansanya/ForgeDeck Lightweight self-hosted DevOps platform for Docker, Compose, SSH, pipelines, and MCP. 0 Codex, OpenCode 1 1,882 tok
bkosciow/mcp_camera REST server for USB cameras + MCP for AI to "see" 0 Claude Code, Codex, OpenCode 2 1,634 tok
deitum/testops-mcp 0 Codex, OpenCode 1 2,139 tok
ABeltramo/mcp-explorer An API controllable and observable general purpose MCP server 0 Claude Code, Codex, OpenCode 2 1,096 tok
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
ryuk3nd0/echarts-mcp Apache ECharts MCP server: type-safe, SVG-first rendering over stdio + Streamable HTTP 0 Claude Code, Codex 1 —
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