How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
egoist/sqlite-mcp MCP server for SQLite 20 Claude Code 1 747 tok
am-will/everymcp Universal MCP server installer - install any MCP server to any AI agent with one command 20 Claude Code 1 893 tok
allenday/solr-mcp A Python package for accessing Solr indexes via Claude Code 20 Claude Code 1 693 tok
neronotte/Greg.Xrm.Mcp MCP Server(s) for Power Platform Development 20 GitHub Copilot 1 142 tok
shelfio/datadog-mcp Datadog MCP Server - Comprehensive monitoring and observability tools for Datadog via Mode 20 Claude Code 1 1,686 tok
chuanmingliu/mcp-webresearch MCP web research server (give Claude real-time info from the web) 20 Cursor 1 62 tok
bobmatnyc/mcp-skillset Dynamic RAG-powered skills service for code assistants via MCP - Vector + Knowledge Graph 20 Claude Code 16 917 tok
nguyenvanduocit/google-mcp 20 Claude Code 1 693 tok
AllDmeat/kaiten-mcp 20 Claude Code, Codex, OpenCode 11 115 tok
ipdelete/mcp-code-execution Python implementation of the code execution pattern for Model Context Protocol (MCP) 20 Claude Code, Codex, OpenCode 5 1,014 tok
idachev/mcp-javadc 20 Claude Code 1 411 tok
savannah-i-g/nanotracker-api-sdk Drive a live nanoTracker session (https://federatedindustrial.com/tracker) from any AI cod 20 Claude Code, Codex, GitHub Copilot, OpenCode 10 3,370 tok
dingshuxin353/acp Agent Communication Protocol - a message format standard for efficient communication betwe 20 Claude Code, Codex, OpenCode 2 1,652 tok
pierreb-devkit/Node weareopensource.me :computer: Node - Boilerplate Back : Express, Jwt, Mongo, Sequelize 20 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,293 tok
Rockielab/rockie-codex Autonomous AI research harness for OpenAI Codex CLI. Sibling to rockie-claude (Claude Code 20 Codex, OpenCode 1 905 tok
thirawat27/Ruvyxa npmjs.com Ruvyxa is a production-minded web framework built around clarity, speed, and control. It k 20 Claude Code, Codex, OpenCode 2 15,922 tok
linux-root/scala-zio-skills ZIO Scala coding rules, anti-patterns, and decision guides — installable as a Claude Code 20 Claude Code, OpenCode 1 —
lcalmsky/ghostty-claude-intellij IntelliJ plugin to open Ghostty terminal with Claude Code, sending current file and select 20 Claude Code 1 230 tok
AyanbekDos/ponystack Think expensive, write cheap. A Claude Code plugin that marries gstack's process with pony 20 Codex, OpenCode 1 325 tok
barseghyanartur/fake.py pypi.org Minimalistic, standalone alternative fake data generator with no dependencies 20 Claude Code, Codex, OpenCode 2 3,382 tok
AndyUneducated/alchemy 20 Codex, OpenCode 1 138 tok
imqueue/cli imqueue.org CLI for @imqueue — scaffold Redis-RPC microservices, generate typed clients, and manage a 20 Codex, OpenCode 1 2,991 tok
UM-ARK/UM-All-Frontend umall.one An all-in-one campus information and tools app for everyone at the University of Macau—ARK 20 Codex, OpenCode 1 725 tok
phodal/harness-engineering Harness Engineering: Turning AI-generated code into verifiable, controllable, and producti 20 Codex, OpenCode 1 243 tok
OpenCompanyApp/kosmokrator AI coding agent for the terminal — PHP 8.4, Symfony TUI, mythology-themed 20 Claude Code, Codex, OpenCode 2 4,943 tok
mullionlabs/mullion-ts mullion-demo-helpdesk.vercel.app Type-safe LLM context management for TypeScript 20 Claude Code, Codex, OpenCode 2 4,227 tok
frostney/GocciaScript An ECMAScript engine for embedding, with sensible defaults that are easy to customize: hos 20 Claude Code, Codex, OpenCode 33 1,495 tok
B3Pay/ic-reactor b3pay.net TypeScript and React client for Internet Computer canisters: typed calls from a .did file, 20 Claude Code, Codex, OpenCode 2 4,858 tok
AzureAD/microsoft-identity-abstractions-for-dotnet Contains interfaces and data classes used in the .NET Microsoft authentication libraries ( 20 GitHub Copilot 1 38 tok
jianxcao/qbittorrent-web A modern, feature-rich web interface for qBittorrent client management 20 Claude Code, Codex, OpenCode 4 1,999 tok
AB-Lindex/github-copilot Organizational baseline configuration for GitHub Copilot with standardized chat modes, ins 20 GitHub Copilot 1 40 tok
nguyenvanduocit/research-kit 💫 Toolkit to help you get started with Spec-Driven Research 20 Claude Code, Codex, OpenCode 2 6,040 tok
shuxueshuxue/ccm-orchestra Manage interactive Claude Code agents in tmux and coordinate visible collaboration and han 20 Codex, OpenCode 1 1,331 tok
StudioVibi/VibiNet 20 Codex, OpenCode 1 2,250 tok
jumppad-labs/spektacular spektacular.dev Spec-driven development for AI coding agents. Spektacular helps you to generate specificat 20 Claude Code, Codex, OpenCode 4 4,884 tok
xTeardx/diaphora-mcp MCP server for automated binary diffing. 20 Claude Code, Codex, OpenCode 2 1,278 tok
andyed/muriel Design skill for coding agents. It translates between design languages, expresses them in 20 Claude Code 1 —
angadhn/botference botference.com One room, three minds: a multi-LLM planning council for your terminal — you, Claude Code, 20 Claude Code, Codex 27 179 tok
agntcms/agntcms agntcms.com Agentic headless cms. Built on Next.js. Powered by Claude. Owned by you. 20 Claude Code 6 2,511 tok
core0-io/nio core0-io.github.io Execution assurance agent guard and observability for autonomous AI operating in productio 20 Claude Code, Codex 1 3,473 tok
russbeye/claude-memory-bank Give Claude Code a brain upgrade. Automatically tracks your work and keeps everything orga 20 Claude Code 1 849 tok
mm-weber/loremaester TTRPG worldbuilding in Claude Code: Obsidian vault canon + R2R retrieval over OCR'd source 20 Claude Code 1 —
phenomenoner/neoapi-skill Fubon Neo Python skill package: trading and market data workflows, test environment integr 20 Claude Code, Codex, Gemini CLI, OpenCode 3 2,425 tok
TALXIS/tools-cli Provide your coding agent with tools and skills to make it build, deploy and troubleshoot 20 GitHub Copilot 1 143 tok
Teycir/Assumptions A SKILL that turns a code diff into an evidence-backed ledger of hidden assumptions, failu 20 Claude Code, Codex, OpenCode 2 273 tok
dengls24/annota modelcontextprotocol.io Annota — AI-Powered Paper Annotation MCP Server. Reads PDFs, highlights findings, explains 20 Claude Code 4 —
IronSecCo/ironclaw ironsecco.github.io Security-first, self-hosted AI agents - isolation you can prove, not just promise. 20 Claude Code, Codex, OpenCode 2 315 tok
spences10/mcp-sqlite-tools A Model Context Protocol (MCP) server that provides comprehensive SQLite database operatio 20 GitHub Copilot 1 239 tok
yultyyev/better-auth-firebase-auth npmjs.com Use Firebase Authentication (Phone SMS OTP, Google, Email) with Better Auth sessions, orga 20 Claude Code, Codex, OpenCode 2 2,443 tok
realnaka/alphaloop A human-agent investment research loop: you set the direction, AI helps verify information 20 Codex, OpenCode 1 980 tok