How real projects configure their agents

3,542 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 agents7,510Claude Code6,601Data and AI3,691Backend and APIs3,489Languages3,402Planning3,208Git and workflow3,142Code review2,734Memory and context2,361Testing2,349DevOps and cloud2,296Research2,292Writing and docs2,291Frontend2,248Security2,004Productivity1,708

All Claude Code32,107 Codex23,261 OpenCode22,036 GitHub Copilot3,542 Gemini CLI1,912 Cursor1,737 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
Avyayalaya/agent-prime avyayalaya.github.io A persistent AI operating system. 13 specialized agents + a runtime-portable 5-agent quali 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 12,325 tok
elbruno/ElBruno.ModelContextProtocol Semantic routing for MCP tools - .NET library that indexes MCP tool definitions and return 8 Claude Code, GitHub Copilot 2 2,648 tok
cristianoaredes/mcp-dadosbr 🤖 Model Context Protocol (MCP) server for Brazilian public data lookup - Company (CNPJ) a 8 Claude Code, GitHub Copilot 2 3,843 tok
chrisribe/simple-memory-mcp 🧠 Persistent local memory for AI assistants across conversations. SQLite, no cloud, no co 8 GitHub Copilot 1 450 tok
oculus-samples/Unreal-MetaXRAudioSDK This project contains Unreal samples for Meta's Presence Platform Audio SDK. The Oculus SD 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,055 tok
signnow/sn-mcp-server signnow.com Official SignNow MCP server for AI agents. Access e-signature workflows, templates, embedd 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,462 tok
shigechika/mcp-stdio Bidirectional stdio ↔ HTTP gateway for MCP servers — connect clients to remote servers or 8 Claude Code, GitHub Copilot 2 6,962 tok
ozgurkarahan/ai-agent-memory Persistent memory for AI coding agents — Karpathy LLM Wiki pattern for GitHub Copilot, Cla 8 Claude Code, Codex, GitHub Copilot, OpenCode 21 11,413 tok
commjoen/generated-game-experiment commjoen.github.io Private experiment to create a game with cursor 8 GitHub Copilot 1 1,418 tok
PedroMosquera/squadai One config. Every AI agent. Zero drift. Idempotent setup for OpenCode, Claude Code, Cursor 8 Claude Code, Codex, GitHub Copilot, OpenCode 25 2,103 tok
oculus-samples/Unity-CompositorLayers The Compositor Layers demo for Unity shows how to ingest our Compositor Layers API, and co 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 976 tok
geniro-io/geniro-claude-harness 8 Claude Code, GitHub Copilot 8 2,527 tok
forthends/clockwork Clockwork (机关术) — The Governance Layer for AI Agents. 8 Codex, GitHub Copilot, OpenCode 2 1,680 tok
peva3/anchor Anchor — the production-grade AGENTS.md template for AI coding agents. 51 sections of batt 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 12,890 tok
shir-bruchim/agent-runtime-kit 🤖 Universal runtime configuration for AI coding agents (Claude Code & Cursor). Auto-detec 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,432 tok
SebastienDegodez/skraft-plugin sebastiendegodez.github.io Pipeline SDLC agentique déterministe (DISCOVER→DELIVER) : agents spécialisés, reviewers ad 8 Claude Code, Codex, GitHub Copilot, OpenCode 20 4,661 tok
nutdnuy/sec-opendata-th Python client + Claude Code plugin for the Thai SEC OpenAPI (api.sec.or.th): fund factshee 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,573 tok
elmochilyas/laraskills 8 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 10 6,522 tok
Looted/kibi Kibi is a requirement-conformance layer for AI coding agents that keeps product intent con 8 Codex, GitHub Copilot, OpenCode 2 4,280 tok
franklesniak/copilot-repo-template Reusable template for AI-assisted repositories with shared coding-agent instructions, CI v 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 13 141,484 tok
Eliyce/paqad-ai paqad.ai Spec-driven development framework — AI agents that think before they type 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 6 652 tok
radu103/github-copilot-vscode-sap-dev-instructions 8 GitHub Copilot 5 1,955 tok
yldgio/vibe-vscode VS Code development workspace with GitHub Copilot instructions, coding guidelines, and pro 8 Codex, GitHub Copilot, OpenCode 10 9,149 tok
TechWatching/copilot-goodies A collection of custom instructions and prompts to enhance your GitHub Copilot experience 8 GitHub Copilot 1 551 tok
pietermyb/mcp-pdf-reader PDF Reader MCP Server for VS Code 8 GitHub Copilot 1 259 tok
satheeshds/gbp-review-agent Google Business Profile Reviews MCP Server 8 GitHub Copilot 1 429 tok
sandersouza/grafanaFastMCP link.mercadopago.com.br Python FastMCP Server / CLI ( OpenAI Compliance ), com suporte a transportes Server-Sent E 8 GitHub Copilot 1 401 tok
Flux-Point-Studios/unreal-mcp Unreal Engine MCP (Model Context Protocol) server for AI-powered automation 8 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 2,743 tok
yiouli/pixie-qa Agent skill for AI agent development 8 Claude Code, GitHub Copilot 2 7,490 tok
littlebearapps/pitchdocs littlebearapps.com Turn any codebase into professional, marketing-ready GitHub documentation — powered by AI 8 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 6,155 tok
omarshahine/restaurant-cli Pluggable CLI for booking restaurant reservations — Resy today, OpenTable / Tock / SevenRo 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 644 tok
katalon-labs/true-skills katalon.com Agent-neutral AI testing skills for Katalon True Platform: 18 skills covering the full tes 8 Codex, GitHub Copilot, Kiro, OpenCode 20 67,348 tok
maxzrff/KnowledgeMCP Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, 8 GitHub Copilot 1 153 tok
beadnall/codemap A Claude skill that turns a codebase into an explorable isometric diagram, with real data 8 Codex, GitHub Copilot, OpenCode 2 1,072 tok
hannsxpeter/humanizer Pure-prompt skill that de-slops AI-sounding prose and rewrites it in a writer's voice, wit 8 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 1,464 tok
microsoft/AKS-Lab-GitHubCopilot ZavaShop multi-agent retail demo on AKS + ACA. Specs, MCP servers, agents, tests, Bicep/He 8 Claude Code, Codex, GitHub Copilot, OpenCode 18 4,662 tok
Jignesh-Ponamwar/skills-mcp skills-mcp-jignesh.vercel.app A self-hostable, open-source, semantically-searchable Agent Skills registry delivered over 8 Claude Code, GitHub Copilot 2 1,519 tok
thehesiod/psquare-mcp Parent 8 Claude Code, GitHub Copilot 2 8,516 tok
aryaminus/astro astro-api-a2rc.onrender.com Astrology MCP server & Agent Skill — birth charts, transits, synastry across Western, Vedi 8 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,589 tok
Maxim-Mazurok/teams-api AI-native Microsoft Teams integration — read conversations, send messages, and manage memb 8 GitHub Copilot 2 2,004 tok
husker/a2acast Zero-infrastructure A2A messaging between AI agents on different machines — Claude, ChatGP 8 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,517 tok
rvdbreemen/adr-kit Architecture decisions your AI coding agents actually follow. Ranked ADR retrieval and con 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,191 tok
MauricioPerera/KDD mauricioperera.github.io 🧠 Knowledge-Driven Development (KDD): ready-to-use template combining OKF (knowledge as l 8 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 860 tok
organvm-iii-ergon/public-record-data-scrapper organvm-iii-ergon.github.io 50-state UCC public-records intelligence — fresh, enriched, scored MCA / financing leads v 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 7,756 tok
rebel0789/Memory-Recall npmjs.com Local-first repo memory and context for coding agents. 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,717 tok
L337-org/docker-mcp Docker-MCP-Server - An MCP server covering the full management surface of Docker. Manage, 7 Claude Code, Codex, GitHub Copilot, OpenCode 6 9,140 tok
C-Jeril/framer-motion-skills kuakua.app AI skills for [Framer Motion](https://www.framer.com/motion/) (React animation library). T 7 Codex, GitHub Copilot, OpenCode 4 1,027 tok
paarths-collab/github-pr-context-mcp AI-Powered Repository Memory 7 Claude Code, Codex, GitHub Copilot, Cursor 4 578 tok
PierreJanineh/TechDebtMCP pierrejanineh.github.io MCP server for analyzing and managing technical debt in codebases via the Model Context Pr 7 Claude Code, GitHub Copilot 7 8,684 tok
AceDataCloud/NanoBananaMCP platform.acedata.cloud MCP server for Nano Banana AI image generation and editing via Ace Data Cloud. 7 Claude Code, GitHub Copilot 2 814 tok