How real projects configure their agents

22,198 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
furkanisikay/ardupilot-mcp ArduPilot uçuş loglarını (.bin) teşhis eden deterministik MCP sunucusu — yapay zekâ açıkla 4 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,829 tok
aeoess/agent-passport-mcp aeoess.com MCP server for the Agent Passport System. Identity, delegation, enforcement, and signed re 4 Claude Code, Codex, OpenCode 2 848 tok
cookiechain/cookie-mcp npmjs.com An MCP server that gives AI agents full onchain access to Cookie Chain — trade, launch, LP 4 Codex, OpenCode 1 1,350 tok
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
petrijr/openscad-mcp MCP Server for OpenSCAD 4 Codex, OpenCode 1 1,251 tok
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
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
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
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
netresearch/netresearch-branding-skill netresearch.github.io Agent Skill for implementing Netresearch brand guidelines - colors, typography, components 4 Codex, OpenCode 1 808 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
crimx/skills A collection of agent skills I use in real work. 4 Codex, OpenCode 1 490 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
amlei/amlei-resume An Agent Skills package for writing resumes, running in AI assistants such as Claude Code, 4 Codex, OpenCode 1 995 tok
rhein1/fable5-codex OpenAI Codex plugin for evidence-first code review, audits, fact checks, run contracts, an 4 Codex, OpenCode 1 372 tok
Xerrion/servicenow-platform-mcp A developer & debug-focused MCP server for ServiceNow - platform introspection, change int 4 Codex, OpenCode 1 30 tok
everclear077/dsh-progressive-tools Progressive tool discovery for DeepSeek Harness — tiny stable surface, searchable catalog, 4 Claude Code, Codex, OpenCode 2 944 tok
lizard-build/lizard-cli lizard.build Deploy and manage apps on Lizard from your terminal — upload and deploy code, stream logs, 4 Codex, OpenCode 1 1,516 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
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
guicybercode/Jig Terminals on a canvas. A local-first desktop workspace for coding-agent CLIs, parallel PTY 4 Codex, OpenCode 1 1,134 tok
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
sernst/skills My AI Agent Skills. A nix of ones I've developed myself and others I've adapted from other 4 Codex, OpenCode 1 446 tok
staticaland/skills Ceremonial grade agent skills 🫖 4 Claude Code, Codex, OpenCode 7 949 tok
howells/skills 4 Claude Code, Codex, OpenCode 2 2,203 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
snyk-labs/snyk-vulnbench 4 Claude Code, Codex, OpenCode 12 2,521 tok
Aidas-dev/k8s-agent-skills git.kubexa.tech Agent skills for Kubernetes cluster operations — Cilium, Talos, Flux, Rook-Ceph, CNPG, Git 4 Codex, OpenCode 1 333 tok
yandong2023/java-backend-team An AI Skill configuration package for enterprise Java backend teams, designed to help deve 4 Codex, OpenCode 2 1,789 tok
accordproject/concerto-rust Implementation of Concerto runtime in Rust 4 Codex, OpenCode 1 279 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
NetApp/gcnv-mcp-server MCP server for provisioning and managing NAS and iSCSI volumes using Google Cloud NetApp V 4 Claude Code, Codex, Gemini CLI, OpenCode 3 23,364 tok
AEALab/CraftWiki 4 Codex, OpenCode 1 178 tok
reem-sab/tech-writer-prompts An open-source, tested prompt library for technical writers. Prompts are documentation. Do 4 Codex, OpenCode 1 761 tok
jperocho/diffwarden Independent PR guardian skill/playbook. 4 Claude Code, Codex, OpenCode 2 1,076 tok
itslab42/agentctl itslab42.github.io Define AI coding-agent permissions once, enforce them everywhere. One .ai/ source of truth 4 Codex, Kiro, OpenCode 3 1,219 tok
muhammaddadu/outlook-cli 4 Codex, OpenCode 1 2,473 tok
AllenMuu/mysql-cli Go CLI for AI agent MySQL access 4 Claude Code, Codex, OpenCode 2 2,782 tok
headlinearena/headlinearena-agent-plugin headlinearena.com Skills for integrating AI agents with HeadlineArena 4 Claude Code, Codex, OpenCode 2 1,445 tok
prevalentWare/opencode-loop-plugin npmjs.com OpenCode loop plugin for Claude Code-style /loop recurring prompts, idle-aware scheduling, 4 Codex, OpenCode 1 982 tok
Ding-Ding-Projects/lowlevel-computer-use-mcp ding-ding-projects.github.io 4 Codex, OpenCode 1 1,452 tok
MMoMM-org/miyo-kado Where AI meets your vault, on your terms... Obsidian Vault MCP Server 4 Claude Code, Codex, OpenCode 3 1,884 tok
leixyou/chatgpt-web-image-mcp Local MCP bridge for generating and retrieving images through a dedicated ChatGPT web brow 4 Codex, OpenCode 1 276 tok
Hellowda253/KIT-PUCP-MCP Kit MCP comunitario para estudiantes PUCP: Paideia, Campus Virtual, horarios, notas, matrí 4 Codex, OpenCode 1 1,027 tok
valenZW/cst-sim-agent A Claude Code plugin turning CST Studio Suite into a conversational electromagnetic simula 4 Codex, OpenCode 1 2,419 tok
cyanheads/internet-archive-mcp-server npmjs.com Search the Wayback Machine and IA library (40M+ items), fetch archived snapshots, retrieve 4 Claude Code, Codex, OpenCode 2 11,224 tok