How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
mirno-ehf/ue5-mcp Let AI edit your Unreal Engine Blueprints. MCP server plugin for Claude Code — describe wh 78 Claude Code 1 3,085 tok
doodledood/manifest-dev doodledood.github.io Skills for agentic coding CLIs: output you can ship with minimal review, on work you can t 78 Claude Code, Codex, OpenCode 3 9,696 tok
xorrkaz/cml-mcp A Model Context Protocol (MCP) Server for Cisco Modeling Labs (CML) 78 Codex, OpenCode 1 5,651 tok
appreply-co/mcp-appstore appreply.co This is an MCP server that provides tools to LLMs for searching and analyzing apps from bo 78 Claude Code 1 600 tok
SerendipityOneInc/ZooData-Skills zoodata.ai ZooData Skills - AI Agent skills for e-commerce data intelligence across Amazon, TikTok & 78 Claude Code, Codex, OpenCode 2 441 tok
WeModulate/bitwig-mcp-server MCP Server for Bitwig Studio 78 Claude Code 1 3,433 tok
pulumi/agent-skills Official Pulumi Agent Skills for writing, migrating, and operating infrastructure with AI 78 Claude Code, Codex, OpenCode 2 3,082 tok
escapeboy/agent-fleet-o fleetq.net Open-source AI agent orchestration platform — self-hosted mission control for autonomous m 78 Claude Code 1 10,565 tok
levi-qiao/longgraph-skill Long-horizon agent skill for Claude Code / Cursor / Codex / Grok Build — multi-task ledger 78 Claude Code, Codex, OpenCode 2 1,614 tok
geekfujiwara/CodeAppsDevelopmentStandard An AI-first development standard for building business systems with Power Platform & Azure 78 Claude Code, Codex, GitHub Copilot 35 —
crystian/skill-map skill-map.ai Map, inspect, and audit AI-agent markdown ecosystems (skills, agents, commands, hooks) as 78 Claude Code, Codex, OpenCode 17 10,079 tok
lsszz2100/VibeHacking A Collection of Repositories, Videos, Books, and Lecture Materials to Learn Security & Hac 78 Codex, OpenCode 1 28,786 tok
sands-lab/nika sands-lab.github.io A Network Arena for Benchmarking AI Agents on Network Troubleshooting 78 Claude Code, Codex, OpenCode 3 1,652 tok
kuitos/opencode-claude-memory npmjs.com OpenCode plugin for Claude Code memory: persistent local Markdown memory shared with Claud 78 Codex, OpenCode 1 5,519 tok
SteadfastAsArt/geoscience-skills 🌍 30 AI-powered geoscience skills for Claude Code, Cursor & GitHub Copilot. Seismic, well 78 Claude Code, Codex, OpenCode 4 723 tok
AvdLee/Xcode-Disk-Cleanup-Agent-Skill Audit Xcode developer storage, report recoverable GiB, and clean only explicitly approved 78 Codex, OpenCode 1 123 tok
codescene-oss/codescene-mcp-server The CodeScene MCP Server exposes CodeScene’s Code Health analysis as local AI-friendly too 78 Claude Code, Codex, GitHub Copilot, OpenCode 11 590 tok
agjs/gb10-clock-cap Capping GPU clocks on NVIDIA GB10: -12C peak temp, -36% GPU power, ~1.6% throughput cost. 78 Codex, OpenCode 1 1,319 tok
AMD-AGI/Apex Agents, and RL environment, for optimizing GPU kernels on AMD ROCm using LLM agents. Bench 78 Claude Code, Codex, OpenCode 2 19,966 tok
1475505/Miliastra-toolbox ugc.070077.xyz [Qianxing Qiyu Toolbox] Knowledge-base Q&A for Qianxing Sandbox (Genshin UGC). Provides MC 78 Codex, OpenCode 1 248 tok
rcastley/splunk-custom-visualizations 78 Claude Code, Codex, OpenCode 4 793 tok
MrGo2/icloud-mcp npmjs.com MCP server for Apple services — Mail, Calendar, Contacts, Reminders, Notes, Messages, Safa 78 Claude Code 1 2,712 tok
Wilson520403/fgui-agent-bridge Safely operate FairyGUI Editor through MCP, CLI, and a local JSON queue 78 Codex 1 —
wooter-s/weixin-devtools-mcp 78 Claude Code, Codex, OpenCode 2 6,860 tok
Noveum/orbit orbit.noveum.ai Free, open source, realtime task manager. Issues, boards, sprints, projects and docs that 78 Claude Code, Codex, OpenCode 2 4,616 tok
GabeRealB/parasite-eve-2-decomp Completed decompilation of the US release of Parasite Eve 2 on the Playstation 1. 78 Claude Code, Codex 2 12,399 tok
tmustier/codex-computer-use-mcp Background-safe MCP server for the signed Codex Computer Use broker on macOS. Works with a 78 Codex, OpenCode 1 415 tok
byigitt/postmaker-x Optimize your X (Twitter) posts using the official open-source algorithm. Analyze engageme 78 Claude Code, Codex, OpenCode 2 738 tok
fruktoguo/daojie-yusheng dj.faith.wang 78 Claude Code, Codex, OpenCode 4 3,478 tok
mturac/everything-openai-codex EOC: open-source operating system for OpenAI Codex workflows with agents, skills, hooks, r 77 Codex, GitHub Copilot, OpenCode 2 3,115 tok
serac-labs/serac serac.build A ServiceNow MCP server, and the skill guides that teach an agent to use it. 400+ snow_* t 77 Claude Code, Codex, OpenCode 1 1,554 tok
benjaminshoemaker/vibecode_spec_generator vibescaffold.dev Wizard-style app to help people generate specs that AI coding agents can execute & keep tr 77 Codex, OpenCode 1 4,606 tok
tech4idea/viforge ViForge is a local-first AI collaboration workbench for creative and knowledge work. It he 77 Codex, OpenCode 1 1,036 tok
langhuihui/gotask gotask-website.vercel.app GoTask is a powerful task management system for Go, providing flexible task orchestration, 77 Kiro 1 2,423 tok
AI4CreativityLab/Index.skill “Index.skill,” a personal knowledge management, updating, and interaction system based on 77 Claude Code 6 2,933 tok
Abruptive/Ankh.md ankh.md A mysterious multi-agent swarm framework summoned by TAW Agent from 1971 to help you craft 77 Claude Code, Codex 1 —
asksurf-ai/surf-skills skills.sh Give your AI agent access to all crypto data — prices, wallets, social, on-chain, predicti 77 Claude Code 1 241 tok
OpenAdaptAI/OmniMCP omnimcp.openadapt.ai Labs: a perceive-plan-act computer-use experiment. Not the OpenAdapt product. The product 77 Claude Code 1 4,562 tok
IncomeStreamSurfer/paperclip-surfers Self-improving AI agent companies — Paperclip V2 fork with persistent memory, MCPs, skills 77 Claude Code, Codex, OpenCode 9 2,103 tok
iammm0/secbot secbot.site AI-powered authorized security testing workspace. Maintained on the release branch (NestJS 77 Claude Code, Codex, OpenCode 2 4,361 tok
hassancs91/brainoutside brainoutside.com Self-hosted memory server for AI agents. Your brain is a git repo, served over MCP and RES 77 Claude Code 1 1,796 tok
nataliapc/mcp-openmsx A Model Context Protocol (MCP) server for automating openMSX emulator instances. This serv 77 Claude Code, Codex, OpenCode 3 3,136 tok
Cap-go/capgo-skills capgo.app Skills for AI coding agents working with Capacitor (formerly capacitor-skills) 77 Claude Code, Codex, OpenCode 2 2,476 tok
littlebearapps/untether untether.cc Run your coding agents from Telegram. A bridge for Claude Code, Codex, OpenCode, Pi and An 77 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 36 5,532 tok
anyproto/anytype-agents-skill Skill of using anytype via agent-runtime with installation instructions for various agents 77 Claude Code, Codex, OpenCode 2 2,305 tok
jonashertner/opencaselaw opencaselaw.ch Open Swiss legal corpus + MCP server: 1M+ court decisions (1875–today), 21k laws, 10M-edge 77 Claude Code, Codex, OpenCode 2 572 tok
revolut-engineering/revolut-x-api 77 Codex, OpenCode 1 949 tok
Chip-G0202/PaperEcho Hear echoes from the literature and find research leads worth pursuing. A Codex-based mult 77 Codex, OpenCode 1 15,478 tok
YuanyuanMa03/academic-research-skills "Search CNKI for papers on neural rendering" "Find citing papers on Google Scholar" "Downl 77 Claude Code, Codex, OpenCode 2 1,697 tok
d-kuro/kirocc A local proxy server that relays Anthropic Messages API-compatible requests to the Kiro (A 77 Claude Code 3 288 tok