How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
yiminspace/quarry yiminspace.github.io The database workbench built for the AI era — one safety-railed query kernel, many faces: 4 Claude Code, Codex, OpenCode 2 1,200 tok
hungryweb/cscart-mcp-server 4 Claude Code 1 938 tok
zachswift615/audio-analysis-mcp 4 Claude Code 3 685 tok
atpaawej/openboard openboard.aawej.in Local-first personal whiteboard workspace for developers and external AI agents (tldraw + 4 Claude Code, Codex 1
ufna/vikunja-mcp Workflow-level MCP server for Vikunja: a gated Backlog→Queue→Design→Build→Review pipeline 4 Claude Code 2 10,583 tok
yanlingLabs/video-extract-mcp Local-first MCP server for video: download any video from almost any URL, or get a transcr 4 Claude Code 1 4,282 tok
psyb0t/docker-mailbox ciprian.51k.eu Multi-mailbox IMAP/SMTP control plane. One YAML, N accounts, one bearer-auth gate. Unified 4 Claude Code 1
dinglebear-ai/runifi npmjs.com Rust MCP server and CLI for UniFi Network controllers, exposing REST-backed network operat 4 Claude Code, Codex, Gemini CLI, OpenCode 4 4,035 tok
Nosmoht/talos-mcp-server MCP server for Talos Linux cluster management via the native gRPC API 4 Claude Code, Codex, OpenCode 18 9,678 tok
AnthonyPuggs/ausecon-mcp-server auseconmcp.com MCP server for retrieval of Australian economic and financial data - supports ABS, RBA and 4 Claude Code, Codex, OpenCode 2 2,284 tok
chrischall/infinitecampus-mcp Multi-district MCP server for Infinite Campus (Campus Parent portal) 4 Claude Code 1 3,940 tok
liquefy-ui/liquefy-ui liquefy-ui.com Liquid Glass UI components for React — real WebGL edge refraction, jelly springs, and acce 4 Claude Code 1 586 tok
sandraschi/grandorgue-mcp Control GrandOrgue pipe organ simulator via FastMCP 3.4. MIDI bridge, stop/piston/manual 4 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,213 tok
asif-nvc/e2b-sandbox-mcp MCP server connecting Claude Code with E2B cloud sandboxes for working on any GitHub repo 4 Claude Code 1 830 tok
mostafa-drz/claude-skills Collection of Claude Code and Claude Desktop skills for developer workflows, automation, a 4 Claude Code 3
moabualruz/fulcrum Local-first Agent OS — project management, agent orchestration, docs, memory, and develope 4 Claude Code, Codex, Gemini CLI, OpenCode 3 5,706 tok
blakefeiza/vizwright Agent-orchestrated Tableau dashboard builder for Claude Code: analysis, design, and .twb X 4 Claude Code 8 1,500 tok
calven-ai/demoverse Grow a fake company's entire sales history across CRM, calls, email and Slack that moves e 4 Claude Code, Codex, OpenCode 7 3,794 tok
Abhillashjadhav/AI-PM-essential-skills Installable Claude Code plugins for AI product evaluation, model routing, guarded loops, a 4 Claude Code, Codex, OpenCode 3 1,227 tok
saitarrun/Sdlc-ai-workflow npmjs.com Claude Code plugin for end-to-end SDLC automation with role-specific agents, reusable skil 4 Claude Code 1 1,213 tok
truman-t3/industrial-design-portfolio-skill truman-t3.github.io Evidence-first industrial design portfolio Skill for Codex, Claude Code, Cursor, Gemini CL 4 Claude Code, Codex, Gemini CLI, OpenCode 3 7,821 tok
ca-who-codes/ultimate.UIUX.design.skills One-stop design context pack for AI coding agents — two tracks: interfaces (web/apps, comp 4 Claude Code, Codex, OpenCode 2 1,707 tok
kitepon/Throughline npmjs.com Cut ~90% of Claude Code's context usage while keeping nearly all the memory 4 Claude Code, Codex, OpenCode 4 21,134 tok
Beat-YT/omnivox-mcp Self-hosted bridge to Omnivox (Quebec CEGEP portal): MCP server, REST tool gateway with Op 4 Claude Code 1 2,489 tok
PralhadYadawad/avvarre avvarre.com AI context that survives the chat window. Persistent repo memory, impact analysis, and ins 4 Claude Code, GitHub Copilot, Cursor 17 2,387 tok
aderaaij/loopback-training-server Self-hosted backend for Loopback – Run Coach: workout tracking, Apple Watch training queue 4 Claude Code 1 8,389 tok
monkfromearth/intermind npmjs.com An MCP server that lets Claude Code, Codex, Cursor, Cline, Windsurf, and any other MCP-spe 4 Claude Code 1 2,820 tok
MontoyaAndres/ganju ganju.ai Ganju.ai is a no-code tool for creating fast and scalable MCP servers. 4 Claude Code 1
deploymenttheory/windows-mcp-server A MCP server that bridges AI agents to the Windows desktop. UI Automation, synthetic mouse 4 Claude Code 1 8,704 tok
agentdecksdk/agentdeck agentdecksdk.com AgentDeck SDK: the execution layer for agentic software. Agents, tools and workflows as pl 4 Claude Code 17 2,000 tok
ASK191225/bugbounty-kit Production bug bounty operations kit — LLM brain, token scanner, HackerOne MCP, RAG pipeli 4 Claude Code 2 5,395 tok
hexproofdev/oring Unprivileged, self-applied Landlock + seccomp confinement wrapper — no root, no daemon, on 4 Claude Code 1 1,181 tok
everclear077/dsh-progressive-tools Progressive tool discovery for DeepSeek Harness — tiny stable surface, searchable catalog, 4 Claude Code, Codex, OpenCode 2 944 tok
agno-agi/agentos-render docs.agno.com AgentOS: Serve agents over API, MCP, and chat interfaces like Slack 4 Claude Code, Codex, OpenCode 11 15,298 tok
MuhammadUzair1/Vibe-Engineering-SMIT vibe-engineering-smit.vercel.app 4 Claude Code 1
xsourabhsharma/ai-security-audit-pro Universal security-audit plugin and CLI engine for AI agents with OWASP-mapped reports for 4 Claude Code, Codex, Gemini CLI, OpenCode 3 753 tok
miguepoloc/weather_station 4 Claude Code 1
cosmo-autom8s/ai-executive-assistant Your personal executive assistant that lives in your terminal. Built on Claude Code. Manag 4 Claude Code, Codex 25
MilindGaharwar/fettle pypi.org Open-source trust layer for AI coding agents: in-session quality, delegation-safe policy, 4 Claude Code, Codex, GitHub Copilot, OpenCode 18 250 tok
aakashg/pm-github-workflow-repo Practice repo for PMs: learn Git/GitHub for your AI artifacts (skills, CLAUDE.md, evals, a 4 Claude Code 1 380 tok
staticaland/skills Ceremonial grade agent skills 🫖 4 Claude Code, Codex, OpenCode 7 949 tok
aemcoder/skills Set of skills for AEM Coder Stack 4 Claude Code 1 1,546 tok
Netcracker/qubership-ai-packages 4 Claude Code, Codex 9
howells/skills 4 Claude Code, Codex, OpenCode 2 2,203 tok
franciscorizzo/GxObjGen-install 4 Claude Code 2 1,361 tok
RichardHightower/reliable-agentic-lab Lab repo for Engineering Reliable Agentic AI Systems (Packt workshop, 29 August 2026). Tic 4 Claude Code, Codex, OpenCode 6 795 tok
zell12/claude-certified-architect-study-labs 4 Claude Code 1
snyk-labs/snyk-vulnbench 4 Claude Code, Codex, OpenCode 12 2,521 tok
Thomaszhou22/self-discover-skill SELF-DISCOVER: AI agents self-compose reasoning structures. Based on Zhou et al. (2024), N 4 Claude Code, Gemini CLI 2 99 tok
vanities/social-skills Skill-driven social media automation across IG / LinkedIn / X / Pinterest / TikTok via Cla 4 Claude Code, Codex, OpenCode 2 6,807 tok