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
DominikTobureto/awesome-grok-build Grok Build resources, reusable .grok/skills, AGENTS.md templates, hooks, prompts, and star 70 Codex, OpenCode 1 999 tok
DanWahlin/ai-agent-board Drag-and-drop Kanban board that delegates coding tasks to AI agents — GitHub Copilot, Clau 70 Claude Code, Codex, OpenCode 17 2,948 tok
RYOITABASHI/Shelly ryoitabashi.github.io AI terminal and agent runtime for Android — Codex and Claude Code on the phone, with an ap 70 Claude Code, Codex, Gemini CLI, OpenCode 3 18,172 tok
monarch-initiative/dismech dismech.monarchinitiative.org Disease Mechanisms KB 70 Claude Code, Codex, GitHub Copilot, OpenCode 43 267 tok
chujian66688/Tuling-Ai An enterprise-grade AI assistant system based on RAG (retrieval-augmented generation) and 70 Codex, OpenCode 4 1,696 tok
mikkovihonen/quadletman mikkovihonen.github.io Web application for managing rootless podman containers with quadlets and systemd 70 Claude Code, Codex, GitHub Copilot, OpenCode 3 16,535 tok
MarcelRoozekrans/roslyn-codelens-mcp Roslyn-based MCP server giving AI agents deep semantic understanding of .NET/C# codebases 70 Claude Code 1 255 tok
tobocop2/lilbee lilbee.sh The whole local AI stack in one executable: it runs and manages local AI models across eve 70 Codex, OpenCode 1 14,849 tok
erosTeam/NextE Native HarmonyOS NEXT E-Hentai / ExHentai client 70 Claude Code, Codex, OpenCode 2 1,358 tok
whats2000/isaacsim-mcp-server Isaac Simulation 5.1.0~6.0.1 MCP Extension and Server 70 Claude Code 1 3,701 tok
ruchernchong/mcp-server-google-analytics Model Context Protocol server for Google Analytics, enabling LLMs to fetch and analyze web 70 Claude Code 1 663 tok
vtxf/mcp-all-in-one A powerful MCP (Model Context Protocol) service aggregator that combines multiple MCP serv 70 Claude Code, Codex, OpenCode 6 286 tok
impecablemee/gtm-mcp gtm-mcp.com Open-source B2B cold outreach pipeline for Claude Code. One /launch command: find companie 70 Claude Code 23 1,429 tok
1c-neurofish/onec-client-mcp-devkit An MCP server implementation that runs in the 1C:Enterprise client 70 Claude Code, Codex, OpenCode 3 483 tok
detaildotdesign/skill detail.design Skills that craft your projects with details. Micro interactions, extra considerations, wo 70 Codex, OpenCode 1 595 tok
uk0/web-search-fast A simple local web search MCP that can be provided externally at cluster scale. 70 Claude Code 1 2,256 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
treesoop/ai-news-mcp 70 Claude Code 1 854 tok
Cognitohazard/ltspice-mcp MCP server giving LLMs the ability to design, simulate, and analyze SPICE circuits via LTS 70 Claude Code 1 5,367 tok
northgraindata/dbt-doctor dbt-doctor.northgraindata.com Static analysis and health checks for dbt projects. Find missing docs, missing tests, sche 70 Claude Code, Codex, OpenCode 2 254 tok
zz6zz666/Android-DIY-Sandbox 70 Codex, OpenCode 1 874 tok
huaweicloud/huaweicloud-devkit Official Huawei Cloud plugin for AI agents — skills, MCP tools, safety guardrails, and cl 70 Claude Code, Codex, OpenCode 1 2,964 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
fundamental-research-labs/mog sheetmog.ai Programmable spreadsheet platform with a TypeScript/Rust engine, SDK, and embeddable workb 70 Codex, OpenCode 1 149 tok
seyka-ai/yandex-tools-mcp seyka.ru MCP servers for Yandex APIs: Search, Wordstat, Webmaster, Metrika and Direct. Keyword rese 70 Claude Code 5 2,648 tok
ai-dvps/comate ai-dvps.github.io Comate is a desktop AI workspace that brings Claude Code into a polished, native app exper 69 Claude Code, Codex 5 2,422 tok
JasonxzWen/harness-hub Repository-first deterministic migration and atomic Skill source for Claude Code and Codex 69 Claude Code, Codex, OpenCode 2 3,386 tok
shepard-system/shepard-obs-stack Self-hosted observability for AI coding agents. Clone. Configure. See. 69 Claude Code 8 6,487 tok
athola/skrills athola.github.io Coordinate skills between Codex, Copilot, and Claude Code. Validates, analyzes, and syncs 69 Codex, OpenCode 1 2,613 tok
knowall-ai/mcp-neo4j-agent-memory knowall.ai Memory management MCP server for AI agents using Neo4j knowledge graphs 69 Claude Code 1 930 tok
lansespirit/image-gen-mcp An MCP server that integrates with gpt-image-1 & Gemini imagen4 model for text-to-image ge 69 Claude Code 1 112 tok
aelf-hzz780/AI-bounty-skill Public Codex skill for claiming AI bounty on aelf tDVV via RewardClaimContract, supporting 69 Gemini CLI 1 388 tok
nganiet/mcp-vercel MCP server connecting Claude to Vercel 69 Claude Code 1 733 tok
acegraphx/hermes-desktop-win Native Windows (WPF) port of Hermes Desktop — SSH-based workspace for Hermes Agent. Termin 69 Claude Code 1 3,737 tok
tan-yong-sheng/triliumnext-mcp MCP server for TriliumNext Notes 69 Claude Code, Codex, OpenCode 20 11,344 tok
study8677/Agent_View_Controller-AVC 👁️ The visual layer for CLI coding agents. Pipe JSON → interactive native UI → modified J 69 Codex, OpenCode 1 1,044 tok
jaakla/openmapstack AI-agent skill for reproducible, validated GIS analysis — from authoritative data discover 69 Claude Code, Codex, OpenCode 2 1,865 tok
bitsky-tech/AmphiLoop Public agent skills based on Bridgic 69 Claude Code 1 1,194 tok
leonardsellem/codex-specialized-subagents MCP server that lets Codex delegate to isolated codex exec sub-agents, selecting repo+glob 69 Codex, OpenCode 2 916 tok
liyupi/github-claw ai.codefather.cn Build AI agents with GitHub: long-term memory + AI Agent skill packs (UI/UX, image generat 69 Codex, OpenCode 1 1,268 tok
t0mtaylor/peepshow Turn a video — or an animated GIF, APNG, or WebP — into a timeline of still frames so an L 69 Claude Code, Codex, Gemini CLI, OpenCode 2 895 tok
tsaol/awesome-claude Claude prompts | Chinese tuning guide | Prompt guide | Learning guide | Notes 🌈 69 Claude Code 1 1,324 tok
liangdabiao/lark-workflow-feishu-cli linux.do # Feishu AI Productivity System — 20 Workflow Skills > Personal AI productivity infrastru 69 Claude Code 43 272 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
thienanblog/awesome-ai-agent-skills A curated list of essential skills, tools, and resources for building and enhancing advanc 69 Claude Code, Codex, OpenCode 3 1,228 tok
VapiAI/skills docs.vapi.ai A set of skills and MCP connector to allow agents to build Vapi AI agents, from creating t 69 Claude Code 1 386 tok
bnomei/kirby-mcp forum.getkirby.com CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/ 69 Codex, OpenCode 1 860 tok
yfge/ai-video-studio AI video production workflow platform for professional short drama teams. Timeline-first, 69 Claude Code, Codex, Gemini CLI, OpenCode 6 1,434 tok
lestrrat-go/helium XML Toolkit for Go (XML/SAX2/XPath 3.1/XSLT 3.0/XInclude/XSD/RelaxNG/Schematron/C14N) 69 Claude Code, Codex, OpenCode 2 5,391 tok