How real projects configure their agents

32,517 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
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
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
SteadfastAsArt/geoscience-skills 🌍 30 AI-powered geoscience skills for Claude Code, Cursor & GitHub Copilot. Seismic, well 78 Claude Code, Codex, OpenCode 4 723 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
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
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
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
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
depictio/depictio depictio.github.io Bioinformatics web-platform visualisation dashboard creation 78 Claude Code 34 4,315 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
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
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
hodstack/hodstack Hodstack makes coding agents more productive. 77 Claude Code, Codex, OpenCode 2 2,082 tok
gaoweiblue-source/skill_lab 77 Claude Code, Codex, Cursor, OpenCode 3 79 tok
zoharbabin/web-researcher-mcp zoharbabin.com Search the web and primary sources, read full pages, and check every citation. MCP server 77 Claude Code 2 5,981 tok
laurynas-biveinis/org-mcp Emacs Org-mode integration with Model Context Protocol (MCP) for AI-assisted task manageme 77 Claude Code 1 350 tok
isac322/kwin-mcp pypi.org MCP server for Linux desktop GUI automation on KDE Plasma 6 Wayland — 29 tools for virtual 77 Claude Code 2 932 tok
unblocked/repo-rules-agent Extract and index AI coding instructions from rules files 77 Claude Code, Codex, OpenCode 3 849 tok
tonone-ai/tonone second.tonone.ai One session. Two commands. Full team. Zero meetings. 77 Claude Code, Codex, OpenCode 2 6,570 tok
dlupiak/claude-session-dashboard Claude Code Session Dashboard — local observability for ~/.claude sessions 77 Claude Code 27 1,151 tok
juzzlin/Noteahead juzzlin.github.io Noteahead is a MIDI tracker and sequencer with built-in synths and effects, written in C++ 77 Claude Code, Gemini CLI 2 3,647 tok
IsJunNa/OpenClawForJun One-click deployment and fully Chinese configuration management tool for the OpenClaw inte 77 Claude Code, Codex 13 —
stamhoofd/stamhoofd stamhoofd.com User friendly software for associations and non-profits 77 Claude Code, Codex, OpenCode 11 993 tok
TechNickAI/openclaw-config Give your AI assistant memory, skills, and autonomy. Persistent memory, integration skills 76 Claude Code, Codex, OpenCode 6 816 tok
vstorm-co/pydantic-ai-todo vstorm-co.github.io Task Planning and Tracking toolset for Pydantic AI agents, enabling hierarchical task mana 76 Claude Code, Codex, OpenCode 2 925 tok
tomascupr/sous-chef Claude orchestrates and reviews; Sonnet, Codex, GLM, or Grok implements. A Claude Code plu 76 Claude Code, Codex, OpenCode 2 563 tok
team-attention/tide Opensource Codex app alternative 76 Claude Code 1 633 tok
idoforgod/Sermon-Assistant-AgenticWorkflow Sermon assistant AI agent workflow — based on AgenticWorkflow DNA 76 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 56 28,475 tok
smolcars/hunk A GPUI based diff viewer and Codex orchestrator for vibe engineering 76 Claude Code, Codex, OpenCode 8 1,393 tok