How real projects configure their agents

3,700 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
bug-ops/mcpls bug-ops.github.io Universal MCP to LSP bridge - expose Language Server Protocol capabilities as MCP tools fo 81 GitHub Copilot 7 3,708 tok
khengyun/notebooklm-mcp pypi.org Professional Automation for Google NotebookLM 81 GitHub Copilot 1 9,324 tok
claude-world/director-mode-lite claude-world.com Use Claude Code like a Director, not a Programmer. MIT toolkit with Auto-Loop, guided setu 80 GitHub Copilot 1 30 tok
jasonhulbert/jetbrains-trash-panda-theme A theme for raccoons and other creatures of the night 80 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,704 tok
Zizka-ai/ZizkaDB db.zizka.ai Self-hosted DB for AI agents. Prove why an agent did something , causal lineage (why()), 80 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 8 3,871 tok
idoforgod/AgenticWorkflow 79 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 23 24,184 tok
deep-copilot/DeepCopilot marketplace.visualstudio.com Copilot-style AI coding agent for VS Code, powered by DeepSeek V4. 79 GitHub Copilot 1 640 tok
Automations-Project/VSCode-Perplexity-MCP npmjs.com Perplexity AI search, reasoning, research, and compute - MCP server, dashboard, and multi- 79 GitHub Copilot 1 453 tok
ktol1/RedTeam-Agent RedTeam-Agent: AI-Powered Autonomous Red Team Framework via Model Context Protocol. An AI 79 Claude Code, Codex, GitHub Copilot 3 215 tok
tuanductran/hr-skills hr-skills-web.vercel.app AI skills and technical recruiting knowledge for modern HR and talent acquisition teams. 79 Claude Code, Codex, GitHub Copilot, OpenCode 27 1,789 tok
workstream-labs/workstreams IDE for parallel AI coding agents 78 GitHub Copilot 15 9,773 tok
geekfujiwara/CodeAppsDevelopmentStandard An AI-first development standard for building business systems with Power Platform & Azure 78 Claude Code, Codex, GitHub Copilot 35 —
kesha-antonov/react-native-chat kesha-antonov.github.io The most complete chat UI for React Native & Web - streaming AI messages, emoji reactions, 77 Codex, GitHub Copilot, OpenCode 2 7,160 tok
gitmotion/ntfy-me-mcp npmjs.com An ntfy MCP server for sending/fetching ntfy notifications to self-hosted or ANY ntfy.sh s 76 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,692 tok
codescene-oss/codescene-mcp-server The CodeScene MCP Server exposes CodeScene’s Code Health analysis as local AI-friendly too 76 Claude Code, Codex, GitHub Copilot, OpenCode 11 590 tok
calesthio/PhantomReach Free, open-source local business intelligence audits for marketers and agencies. Run on yo 76 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,139 tok
agigante80/actual-mcp-server Talk to your self-hosted Actual Budget from any MCP client: a remote HTTP server for Libre 76 Codex, GitHub Copilot, OpenCode 5 4,349 tok
mturac/everything-openai-codex EOC: open-source operating system for OpenAI Codex workflows with agents, skills, hooks, r 75 Codex, GitHub Copilot, OpenCode 2 3,115 tok
idoforgod/Sermon-Assistant-AgenticWorkflow Sermon assistant AI agent workflow — based on AgenticWorkflow DNA 75 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 56 28,475 tok
oculus-samples/Unity-AppSpaceWarp Application SpaceWarp showcase demonstrating how developers can generate only every other 75 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,063 tok
littlebearapps/untether untether.cc Run your coding agents from Telegram. A bridge for Claude Code, Codex, OpenCode, Pi and An 75 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 36 5,532 tok
avelino/mcp mcp.avelino.run CLI that turns MCP servers into terminal commands, single binary 75 GitHub Copilot 1 1,616 tok
richtabor/agent-skills richtabor.com Agent skills I use every day. 74 Claude Code, Codex, GitHub Copilot, OpenCode 3 362 tok
alperhankendi/Ctxo alperhankendi.github.io MCP server for AI coding agents. Instead of reading files one by one, your agent gets depe 74 Claude Code, GitHub Copilot 5 9,881 tok
Ylsssq926/relic.skill Everything can be Relic — Give your soul a GitHub | Universal Digital Immortality Engine � 73 Codex, GitHub Copilot, OpenCode 2 329 tok
ujjwalredd/Dopamine A human-dopamine-inspired AI agent skill that adapts effort, learns from feedback, and del 73 Codex, GitHub Copilot, Kiro, OpenCode 3 2,989 tok
vahiiiid/go-rest-api-boilerplate vahiiiid.github.io 🚀 Production-ready AI-friendly Go REST API boilerplate with Clean Architecture, JWT auth, 72 Claude Code, Codex, GitHub Copilot, OpenCode 3 9,140 tok
AceDataCloud/SunoMCP platform.acedata.cloud MCP server for Suno AI music generation, lyrics, and cover workflows via Ace Data Cloud. 72 Claude Code, GitHub Copilot 2 883 tok
scylladb/scylla-cluster-tests Tests for Scylla Clusters 72 Claude Code, Codex, GitHub Copilot, OpenCode 7 10,379 tok
rmpowell77/wxUI C++ header-only library to make declarative UIs for wxWidgets. 72 GitHub Copilot 1 910 tok
claude-world/claude-world-studio AI-powered content pipeline: trend discovery → research → social publishing. Built with Cl 71 Claude Code, GitHub Copilot 5 3,037 tok
cortex-works/cortex-scout A unified web extraction and stateful automation engine for AI. Replaces heavy testing fra 71 GitHub Copilot 1 1,394 tok
JBurlison/WoWAddonAPIAgents Entire suite of Copilot/Claude/Codex agents, skills, instructions and prompts for creating 71 GitHub Copilot 1 389 tok
nitinjain999/platform-skills A platform engineering handbook covering Kubernetes, OpenShift, Argo CD, Flux CD, AWS, Azu 71 Claude Code, GitHub Copilot, Cursor 3 8,537 tok
atopile/nonos 71 Claude Code, GitHub Copilot 2 10,286 tok
AlexanderMattTurner/agent-glovebox A minimal-friction secure experience that lets agents do their work. (beta) 70 Claude Code, Codex, GitHub Copilot, OpenCode 46 2,241 tok
monarch-initiative/dismech dismech.monarchinitiative.org Disease Mechanisms KB 70 Claude Code, Codex, GitHub Copilot, OpenCode 43 267 tok
Case211/skill-remnawave-xray Claude Code skill/plugin: Remnawave + Xray Reality/Vision + Caddy selfsteal + mihomo — ref 70 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,844 tok
GregorBiswanger/featherspec A featherweight spec-driven development template with a Memory Bank, for Claude Code, GitH 70 Claude Code, Codex, GitHub Copilot, OpenCode 10 3,280 tok
NuGuardAI/nuguard nuguard.ai AI red-teaming tool and LLM security framework to evaluate agentic AI applications. Tests 70 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,030 tok
kinncj/Heimdall Heimdall is a lightweight, cross-platform hardware monitoring system with a real-time term 70 Claude Code, Codex, GitHub Copilot, OpenCode 7 7,135 tok
brunoborges/jdb-agentic-debugger Agent Skill for debugging Java applications in real time using JDB (Java Debugger CLI) 69 GitHub Copilot 1 714 tok
stbenjam/skillsaw skillsaw.org Keep your skills sharp. Intelligence for agent context. 69 Claude Code, Codex, GitHub Copilot, OpenCode 19 17,185 tok
mikkovihonen/quadletman mikkovihonen.github.io Web application for managing rootless podman containers with quadlets and systemd 69 Claude Code, Codex, GitHub Copilot, OpenCode 3 16,535 tok
Fmarzochi/EGC fmarzochi.github.io EGC gives every AI coding agent the same brain. Shared memory, skills, and live context ac 68 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 20 8,305 tok
strausmann/mcp-dockhand MCP Server for Dockhand Docker Management - exposes 130+ API endpoints as MCP tools 68 Claude Code, GitHub Copilot 4 2,639 tok
KbWen/agent-virtual-office 🏢 Watch your AI coding agents live their office life — Claude Code, Codex & Gemini show u 68 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 54 4,798 tok
omarshahine/apple-pim npmjs.com Native macOS integration for Calendar, Reminders, and Contacts using EventKit and Contacts 68 Claude Code, Codex, GitHub Copilot, OpenCode 18 5,749 tok
boostcampwm-2024/web05-Denamu denamu.dev A place where developers' stories grow, Denamu 🎄 67 Claude Code, GitHub Copilot 12 2,521 tok
chihebnabil/lovable-boilerplate nextlovable.com A Lovable-inspired React boilerplate that brings no-code AI UI generation into clean code. 66 Claude Code, GitHub Copilot 11 14,470 tok