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
popoloni/non_deterministic_sw_eng Companion repository for Non-Deterministic Software Engineering book by Enrico Papalini 6 GitHub Copilot 3 782 tok
Masqiller/ARG-RESEARCHER-V4.1 6 Codex, GitHub Copilot, OpenCode 2 1,195 tok
rijuvashisht/Magneto landing-fsmpg96k6-rijuvashisht-1233s-projects.vercel.app The modern AI developer's platform - Build Applications bring any agent, any model, any sy 6 Claude Code, GitHub Copilot 5 214 tok
ptonlix/beeweave 🐝 BeeWeave is an agent-native creation workbench that turns collected material, AI-assist 6 Claude Code, Codex, GitHub Copilot, OpenCode 51 2,587 tok
kitariel/expo-mobile-template 6 Claude Code, Codex, GitHub Copilot, OpenCode 9 4,161 tok
radif-ru/ai-multi-agent-system radif.ru A local multi-agent system running on self-hosted LLMs (Ollama). 3 channels (Telegram/cons 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 16 2,319 tok
php-opcua/laravel-opcua php-opcua.com OPC UA client integration for Laravel with Facade, named connections, and an optional pers 6 Claude Code, Codex, GitHub Copilot 2 541 tok
kawaz/claude-plugin-jj Claude Code plugin for jj (Jujutsu VCS) 6 Claude Code, GitHub Copilot 2 704 tok
shiiman/claude-code-plugins 6 Claude Code, Codex, GitHub Copilot, OpenCode 9 4,554 tok
navapbc/digital-service-orchestra Workflow infrastructure plugin for Claude Code projects — TDD-driven sprint management, re 6 Claude Code, GitHub Copilot 10 946 tok
nathanvale/side-quest-marketplace-old SideQuest - ADHD-friendly Claude Code plugins for developers who thrive on hyperfocus. Too 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 6,917 tok
hubblew/pim-cli pim.hubble.works pim: CLI to manage instructions and prompts for Claude Code, GitHub Copilot, Gemini CLI, a 6 GitHub Copilot 1 3,719 tok
calsora/power-platform-github-copilot-kit Collection of agents and instructions etc as a starting point for working with the Power P 6 Codex, GitHub Copilot, OpenCode 4 3,169 tok
tchinnin/powerplatform-vibecoding-samples This repository provides Samples project and Copilot Instruction for various type of profe 6 GitHub Copilot 10 26,300 tok
lhhiep2204/apple-agent-builder-kit Apple-first Copilot agent builder kit for iOS, iPadOS, macOS, watchOS, tvOS, and visionOS 6 GitHub Copilot 1 1,150 tok
ZephyrDeng/mcp-server-gitlab 6 GitHub Copilot 1 1,840 tok
firasmj/Figma-MCP-Write-Bridge A Model Context Protocol (MCP) server that enables AI coding agents to manipulate Figma do 6 GitHub Copilot 1 1,063 tok
phil65/mcp-server-llmling MCP (Model context protocol) server with LLMling backend 6 GitHub Copilot 1 140 tok
sumithr/sumo-qa pypi.org MCP server that brings senior-QA discipline to AI coding assistants — test planning, TDD, 6 Claude Code, Codex, GitHub Copilot, OpenCode 9 2,294 tok
theelderwand/tradestation-mcp 6 GitHub Copilot 1 2,693 tok
Anselmoo/mcp-ai-agent-guidelines anselmoo.github.io A Model Context Protocol (MCP) server offering professional tools and templates for hierar 6 GitHub Copilot 4 2,239 tok
DTeam-Top/mcp-oauth 6 GitHub Copilot 1 3,443 tok
jellythomas/mcp-atlassian-with-bitbucket 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
mako10k/mcp-shell-server Secure Model Context Protocol server for shell operations and terminal management 6 GitHub Copilot 1 299 tok
kpeacocke/souschef kpeacocke.github.io AI-powered MCP server for Chef-to-Ansible migration & Ansible upgrades: 48 tools for cookb 6 GitHub Copilot 1 5,853 tok
peterbud/nitro-mcp-server MCP (Model Context Protocol) server powered by Nitro 6 GitHub Copilot 1 2,069 tok
danielscholl-osdu/osdu-mcp-server A MCP server that communicates to an OSDU Instance 6 Claude Code, GitHub Copilot 6 1,918 tok
dvd90/chassis dvd90.github.io Lightweight, decorator-driven Express + TypeScript backend starter — clone, run, ship. AI- 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,829 tok
clouatre-labs/aptu-coder aptu-coder: MCP server for AST analysis, call graphs, and code structure (tree-sitter) 6 Codex, GitHub Copilot, OpenCode 5 3,524 tok
Sounio-lang/sounio sounio.vercel.app Self-hosted systems + scientific programming language with epistemic types, uncertainty pr 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 12 15,060 tok
dynamitecircle/dc dynamitecircle.com The official Python client for the Dynamite Circle Member API — your own profile, trips, e 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 3,269 tok
dotnetpower/infomesh 🕸️ Fully decentralized P2P search engine for LLMs — no API key, no billing, forever free. 6 GitHub Copilot 1 13,682 tok
Ducksss/LifeHack-2026 visa-woven.vercel.app Woven — an MCP commerce app for ChatGPT and Codex that builds compatible, in-stock carts a 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,009 tok
egarcia74/warp-sql-server-mcp egarcia74.github.io 🗄️ Model Context Protocol (MCP) server for SQL Server integration with Warp terminal. Exe 6 Codex, GitHub Copilot, OpenCode 3 1,575 tok
arxdsilva/opencoverage Self-hosted coverage API + dashboard for ingesting CI reports and tracking coverage deltas 6 GitHub Copilot 1 1,256 tok
mahimailabs/envoic mahimailabs.github.io Stay lean, Use envs responsible. More envs, injurious to your computer health 6 GitHub Copilot, Cursor 3 745 tok
Hrithik-Gavankar/brainstack hrithik-gavankar.github.io Persistent context for AI coding assistants — personal (`engineer-brain`) and team (`team- 6 GitHub Copilot 1 679 tok
omkhar/vulnerability-validation-skill 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 3,231 tok
ANcpLua/ancplua-claude-plugins Marketplace of opinionated Claude Code Plugins 6 Claude Code, GitHub Copilot 2 4,521 tok
mozilla/blender mozilla.github.io 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 319 tok
tamirdresher/squad-for-kids Squad for Kids — AI-powered personalized learning teams for children. 6 Claude Code, Codex, GitHub Copilot 14 520 tok
dl4rce/flaiwheel MCP Docs Vector - Documentation vectorization and search via MCP 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,983 tok
SafetyMP/Autonomous-EHS-Management autonomous-ehs-management.vercel.app Self-hosted EHS console: incidents, CAPA, audits, and TRIR-style metrics in PostgreSQL. Op 6 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 21 1,577 tok
suhaas/earnings-edge Multi-agent (LangGraph + Claude) app that turns an earnings call into a source-attributed 6 Claude Code, Codex, GitHub Copilot, OpenCode 13 14,546 tok
MarimerLLC/csla-mcp An extensible MCP server for CSLA .NET syntax. 6 GitHub Copilot 1 287 tok
intelligent-ears/pd-tools-mcp A Model Context Protocol (MCP) server that integrates [ProjectDiscovery](https://projectdi 6 GitHub Copilot 1 130 tok
jpeslar1/john-peslar-ai-skills Free agent skills for business strategy, AI automation, lead generation, founder content, 6 Claude Code, GitHub Copilot 1 276 tok
selfpatch/ros2_medkit_mcp selfpatch.github.io MCP server for ros2_medkit. Bridge LLM agents to the SOVD REST API for ROS 2 diagnostics a 6 GitHub Copilot 1 1,582 tok
nushey/agents-md-generator Mcp server to create agents-md efficiently 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,335 tok
emersonjds/redbar Spec-driven test agents for every layer. Math finds what you changed that nothing tests; a 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,518 tok