How real projects configure their agents

3,700 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
shigechika/mcp-stdio Bidirectional stdio ↔ HTTP gateway for MCP servers — connect clients to remote servers or 9 Claude Code, GitHub Copilot 2 8,253 tok
franklesniak/copilot-repo-template Reusable template for AI-assisted repositories with shared coding-agent instructions, CI v 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 13 152,641 tok
yiouli/pixie-qa Agent skill for AI agent development 9 Claude Code, GitHub Copilot 2 7,490 tok
AlirezaSoltaniJazi/Skillnir Skillnir generates, manages, and injects domain-specific AI skills into the configuration 9 GitHub Copilot 1 3 tok
spuentesp/lain High-performance MCP server for AI coding agents: persistent knowledge graph, blast radius 9 Codex, GitHub Copilot, OpenCode 2 2,373 tok
Maxim-Mazurok/teams-api AI-native Microsoft Teams integration — read conversations, send messages, and manage memb 9 GitHub Copilot 2 2,004 tok
DeHor-Labs/transcreve-ai Multimodal video dossiers for agents: transcripts, frames, OCR, evidence, and RAG-ready kn 9 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 7 2,966 tok
99x-Projects/ai-dlc-base Standard rule set builder for projects to govern the AI-DLC workflow at 99x 9 Claude Code, GitHub Copilot 2 1,004 tok
flitzrrr/frontend-design-skills Opinionated web design skills from curated sources — one install, every major AI coding to 9 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,588 tok
SafetyMP/Autonomous-EHS-Management autonomous-ehs-management.vercel.app Self-hosted incident to verified CAPA, with a TRIR that uses annual hours when the month g 9 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 24 2,203 tok
lzehrung/codegraph CLI, MCP and TS library that turns source code into a map of files, symbols, references, a 9 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,270 tok
xsolla/xsolla-ai-kit xsolla.com Xsolla agent skills for AI coding tools — Claude Code, Copilot, Codex CLI, Windsurf and mo 9 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,257 tok
yehezkieldio/firefly npmjs.com Automation release management CLI for semantic versioning, changelog generation, and GitHu 9 Codex, GitHub Copilot, OpenCode 2 834 tok
eco-emma/emma_envdata Environmental data processing for www.emma.eco 9 Claude Code, GitHub Copilot 12 859 tok
Aledon8/OpenLeukemia openleukemia.com OpenLeukemia is a patient-centered platform for organizing leukemia-related medical data, 9 Claude Code, Codex, GitHub Copilot, OpenCode 9 1,924 tok
hmcts/tcoe-playwright-example A sample repository for teams to use as a guide to set up Playwright in their own projects 9 GitHub Copilot 1 4,004 tok
ShowTrak/ShowTrakServer showtrak.co.uk Open Source LAN Monitoring 9 GitHub Copilot 1 862 tok
ianlintner/rust-oauth2-server ianlintner.github.io Rust OAuth2 Server with Social Logins with observability. Typesafe and Actor System. 9 Claude Code, GitHub Copilot 10 5,503 tok
SamErde/TheCleaners day3bits.com PowerShell module to clean the loose ends from your Windows Servers. 9 Codex, GitHub Copilot, OpenCode 2 1,470 tok
kellerza/hass-addons Home Assistant add-ons (Qwikswitch, Sunsynk, ESP, others) 9 GitHub Copilot 1 517 tok
dryvist/ai-assistant-instructions A comprehensive, vendor-agnostic framework for consistent AI-assisted development workflow 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,006 tok
ukorvl/web-of-flaws A structured library of web security flaws for humans and coding agents with vulnerable ex 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 923 tok
Andes-Software-Solutions/Andes.Extensions.AI nuget.org Composable Microsoft.Extensions.AI IChatClient middlewares for .NET — tool-call tracking w 8 Claude Code, Codex, GitHub Copilot, OpenCode 4 5,338 tok
armalite/data-product-hub Composite MCP server that aggregates data product insights from multiple platforms (dbt, G 8 Claude Code, GitHub Copilot 2 2,220 tok
ShaftHQ/SHAFT_MCP Archived: SHAFT MCP moved to the SHAFT_ENGINE monorepo. 8 GitHub Copilot 1 3,288 tok
YuliiaKovalova/dotnet-template-mcp MCP server wrapping the .NET Template Engine for AI-driven template discovery, inspection, 8 Codex, GitHub Copilot, OpenCode 2 1,696 tok
Adit-999/gitlab-mcp A MCP (Model Context Protocol) server for interacting with GitLab API. 8 GitHub Copilot 1 903 tok
hariharapanigrahy/layerkit Evidence-first AI agent workbench for vendor API integrate & contract heal — real producti 8 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,066 tok
akshatnerella/plumber Root cause first. An idiot admires complexity, a genius admires simplicity. 8 Codex, GitHub Copilot, OpenCode 2 774 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
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
commerce-docs/microsite-commerce-storefront experienceleague.adobe.com Source docs for the Adobe Commerce Storefront documentation 8 Claude Code, GitHub Copilot 2 1,314 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
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 2,419 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 8,726 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
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 1,912 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 22 640 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
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
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
maxzrff/KnowledgeMCP Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, 8 GitHub Copilot 1 153 tok