How real projects configure their agents

24,785 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
xorrkaz/cml-mcp A Model Context Protocol (MCP) Server for Cisco Modeling Labs (CML) 78 Codex, OpenCode 1 5,651 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
pulumi/agent-skills Official Pulumi Agent Skills for writing, migrating, and operating infrastructure with AI 78 Claude Code, Codex, OpenCode 2 3,082 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
nagi-studio/nagi-bench bench.nagi.fun One-shot LLM eval cases by NAGI STUDIO - same prompt, different agents (model + harness), 78 Codex, OpenCode 1 2,421 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
SteadfastAsArt/geoscience-skills 🌍 30 AI-powered geoscience skills for Claude Code, Cursor & GitHub Copilot. Seismic, well 78 Claude Code, Codex, OpenCode 4 723 tok
taylormadearmy/u1-slicer-for-android 78 Claude Code, Codex, Gemini CLI, OpenCode 4 18,057 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
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
rcastley/splunk-custom-visualizations 78 Claude Code, Codex, OpenCode 4 793 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
PVRLabs/aibadger pvrlabs.xyz AI Badger - Local-first tool that extracts focused repo context for any AI chat (Claude, C 78 Codex, OpenCode 1 331 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
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
XiaoYiWeio/deepsafe-scan Universal preflight security scanner for AI coding agents — Detects hooks injection, crede 77 Claude Code, Codex, Cursor, OpenCode 3 1,625 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 —
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
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
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
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
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
codescene-oss/codescene-mcp-server The CodeScene MCP Server exposes CodeScene’s Code Health analysis as local AI-friendly too 77 Claude Code, Codex, GitHub Copilot, OpenCode 11 590 tok
1475505/Miliastra-toolbox ugc.070077.xyz [Qianxing Qiyu Toolbox] Knowledge-base Q&A for Qianxing Sandbox (Genshin UGC). Provides MC 77 Codex, OpenCode 1 248 tok
XziXmn/legado-hub A backend-managed aggregated book source for subscribing to your favorite books 77 Codex, OpenCode 1 2,578 tok
unblocked/repo-rules-agent Extract and index AI coding instructions from rules files 77 Claude Code, Codex, OpenCode 3 849 tok
GabeRealB/parasite-eve-2-decomp Completed decompilation of the US release of Parasite Eve 2 on the Playstation 1. 77 Claude Code, Codex 2 12,399 tok
tonone-ai/tonone second.tonone.ai One session. Two commands. Full team. Zero meetings. 77 Claude Code, Codex, OpenCode 2 5,188 tok
dralkh/iktinah Zotero AI plugin Research assistant for Zotero 9. Chat with your library, run federated sc 77 Codex, OpenCode 1 11,896 tok
FriendsOfShopware/shopmon Shopware Shop Monitoring 77 Codex, OpenCode 1 1,961 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
mturac/everything-openai-codex EOC: open-source operating system for OpenAI Codex workflows with agents, skills, hooks, r 76 Codex, GitHub Copilot, OpenCode 2 3,115 tok
eresende/pitlane-mcp Token-efficient navigation substrate for AI coding agents. Index code once and retrieve on 76 Codex, OpenCode 1 2,170 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