How real projects configure their agents

3,528 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
machinavitalis/jaxonomy py.jaxonomy.com JAX-native simulation engine for hybrid dynamical systems — block-diagram modeling, ODE/DA 19 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,254 tok
nocentino/sql-mcp-server nocentino.com SQL Server MCP demo - two MCP server patterns on SQL Server 2025: Data API Builder for CRU 19 GitHub Copilot 1 639 tok
liuyang0508/Agent-Memory-Hub A shared second brain for multiple agents 19 GitHub Copilot 1 129 tok
uizze/uizze uizze.com Build better UI with coding agents. Free design skills, a PR finish gate, and MCP referenc 19 GitHub Copilot 1 92 tok
nikandr-surkov/ai-saas-starter ai-saas-starter-six.vercel.app AI SaaS boilerplate for Next.js 16 — Better Auth, Stripe subscriptions, credits system, AI 19 Claude Code, Codex, GitHub Copilot, OpenCode 6 1,999 tok
clpi/down.nvim down.cli.st the (eventually) infinitely extensible markdown note-taking work environment that you can 19 GitHub Copilot 1 8 tok
fadwen/Powershell-Copilot-Standards techbyjeff.net Enterprise-grade PowerShell development standards and GitHub Copilot instructions for cons 18 GitHub Copilot 14 43,318 tok
paulnsorensen/easy-cheese cheeselord.dev Cheese your code 🧀 — high-quality results as easy as cheese. A portable, harness-agnostic 18 Codex, GitHub Copilot, OpenCode 5 4,754 tok
hereisSwapnil/memwiki A persistent memory protocol for AI coding agents that gives projects a shared, markdown b 18 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 680 tok
DocRoms/Kronn Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shar 18 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Windsurf 7 1,616 tok
JinNing6/Noosphere The live network for high-quality Agent Skills — discover the latest verified versions, pu 18 GitHub Copilot 1 1,046 tok
Ron537/DPlex ron537.github.io Mission control for your AI coding agents — run Copilot CLI, Claude Code, and more across 18 GitHub Copilot 1 2,614 tok
heurema/signum skill7.dev Risk-adaptive development pipeline with adversarial consensus code review 18 Claude Code, Codex, GitHub Copilot, OpenCode 2 1,731 tok
JagjeevanAK/OpenFoodFacts-MCP npmjs.com OpenFoodFacts-MCP is a project for managing, processing, and analyzing food product data u 18 GitHub Copilot 1 139 tok
paladini/mcp-me mcp-me.page Your AI assistants don't know who you are. mcp-me fixes that: a local MCP server that give 18 Codex, GitHub Copilot, OpenCode 2 1,577 tok
Hereon-InstituteMS/OASiS OASiS — an open-source agentic framework for verified multi-physics, multi-code simulation 18 GitHub Copilot, Cursor 2 1,572 tok
ssdeanx/secure-rag-multi-agent deanmachines.com Secure Retrieval-Augmented Generation (RAG) with role-based access control using Mastra AI 18 Codex, GitHub Copilot, OpenCode 3 15,972 tok
dmgrok/agent-plugins dmgrok.github.io Intelligent skill discovery for AI agents. Find quality-validated skills that match your p 18 GitHub Copilot 1 3,656 tok
xi-kari/crossframe-skill xi-kari.github.io CrossFrame Skill Suite: Chinese-language structural diagnosis, public-issue analysis, orga 18 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 37 12,411 tok
joshuaalpuerto/mcp-agent Lightweight, focused utilities to manage connections and execute MCP tools with minimal in 18 Claude Code, Codex, GitHub Copilot 5 1,506 tok
lihowfun/O-ALL-WANT A practical framework that integrates proven GitHub patterns for agent memory, skills, and 18 Claude Code, GitHub Copilot 2 1,665 tok
serverlessclaw/serverlessclaw Official ServerlessClaw: The authoritative autonomous AI agent swarm for AWS. Zero idle co 18 GitHub Copilot 1 150 tok
BoxLogoDev/sapstack Universal SAP skills and agents for Claude Code — FI, CO, TR, MM, SD, PP, HCM, SFSF, ABAP, 18 Claude Code, Codex, GitHub Copilot, OpenCode 6 11,385 tok
omar-A-hassan/medsci-agent Biomedical research agent with 28 MCP tools powered by MedGemma, TxGemma and OpenCode 18 Claude Code, GitHub Copilot, OpenCode 25 907 tok
marcorusc/mcp-biomodelling-servers A repository that stores all the MCP servers for creating biological mechanistic models. I 18 GitHub Copilot 1 3,052 tok
Cadasto/openehr-assistant-mcp cadasto.github.io A Model Context Protocol (MCP) Server to assist you on various openEHR related tasks and A 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,124 tok
AceDataCloud/SeedanceMCP MCP server for ByteDance Seedance video generation via Ace Data Cloud. 18 Claude Code, GitHub Copilot 2 809 tok
delphicleancode/lazarus-spec-kit inovefast.com.br Um ecossistema opinativo de regras, skills e steerings para elevar o desenvolvimento FreeP 18 Claude Code, Codex, GitHub Copilot, OpenCode 20 6,135 tok
aerospike/agent-skills Official Aerospike agent skills repo 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,666 tok
jmeyer1980/neurodivergent-memory A TypeScript-based MCP server implementing a memory system inspired by neurodivergent cogn 18 GitHub Copilot 1 1,325 tok
3D-Tech-Solutions/code-scalpel Code Scalpel is the bridge between **Generative AI** and **Reliable Software Engineering** 18 Claude Code, Codex, GitHub Copilot, OpenCode 4 15,290 tok
eoinjordan/gb-studio-agent npmjs.com Claude or other MCP Agentic integration for GB Studio Automated game asset creation and pr 18 GitHub Copilot 1 1,116 tok
KbWen/agent-virtual-office 🏢 Watch your AI coding agents live their office life — Claude Code, Codex & Gemini show u 18 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 62 4,798 tok
ever-works/directory-web-template ever.works Open-Source Directory Website NextJs Boilerplate (part of Ever® Works™ Platform) - https:/ 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 17,352 tok
atopile/packages packages.atopile.io First-party packages 📦 from atopile 18 Claude Code, GitHub Copilot 2 10,286 tok
lilhammerfun/clumsies lilhammerfun.github.io A persistent, observable, and collaborative memory infrastructure 18 GitHub Copilot 1 513 tok
c18229039407-arch/cutlin Cutlin - AI-Orchestrated Video Production Platform 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 271 tok
sandeepshekhar26/develop-anything 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,773 tok
AndreaGriffiths11/teamxray Human discovery through code analysis - VS Code extension that reveals team expertise. 17 Codex, GitHub Copilot, OpenCode 3 3,072 tok
vtex-apps/admin-pages The VTEX Pages CMS Admin 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,422 tok
gabrielmoreira/agent-skills-mirror Periodically refreshed mirror of agents, skills, prompts and instruction files from public 17 GitHub Copilot 1 191 tok
WYRE-AI/itglue-mcp conduit.wyre.ai MCP server for IT Glue — documentation, passwords, configurations, and flexible asset tool 17 GitHub Copilot 1 858 tok
paullukic/coograph coograph.com Save your tokens! 17 Claude Code, Codex, GitHub Copilot, OpenCode 28 7,698 tok
organvm-iv-taxis/a-i--skills organvm-iv-taxis.github.io Public repository of AI agent skills: specialized capabilities and workflows across 12 cat 17 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 8,740 tok
Boise-State-Development/agentcore-public-stack boise-state-development.github.io The unofficial full-stack platform for Strands Agents and AWS Bedrock AgentCore. 17 Claude Code, GitHub Copilot, Kiro 36 51,361 tok
Hellek1/ib-mcp Model Context Protocol (MCP) server exposing Interactive Brokers data via ib_async + FastM 17 GitHub Copilot 1 1,423 tok
fabioc-aloha/spotify-skill Spotify Skills for Claude - Production Spotify API integration + complete toolkit for crea 17 GitHub Copilot 1 9,988 tok
AceDataCloud/Skills Agent Skills for AceDataCloud AI services — music, image, video generation, web search, an 17 Codex, GitHub Copilot, OpenCode 2 1,097 tok
rbrands/intervals-icu-sync Connect any GenAI tool to your intervals.icu data — includes MCP server, Python scripts, s 17 GitHub Copilot 1 843 tok
jschuller/mcp-server-servicenow MCP server for ServiceNow — 19 tools, 5 resources for incidents, CMDB, update sets. OAuth 17 GitHub Copilot 1 421 tok