How real projects configure their agents

3,523 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 agents7,450Claude Code6,586Data and AI3,698Backend and APIs3,488Languages3,402Planning3,191Git and workflow3,129Code review2,728Memory and context2,353Testing2,330DevOps and cloud2,293Research2,288Writing and docs2,283Frontend2,242Security1,990Productivity1,704

All Claude Code32,053 Codex23,184 OpenCode21,956 GitHub Copilot3,523 Gemini CLI1,906 Cursor1,729 Windsurf98 Kiro64

Project Stars Configures Files Always loaded
u9401066/pubmed-search-mcp u9401066.github.io MCP SDK v2 server for PubMed and multi-source biomedical research, with resilient search, 28 Claude Code, Codex, GitHub Copilot, OpenCode 45 8,398 tok
Rekin226/aquascope Open-source Python toolkit for water data, hydrology, and agricultural water management — 28 GitHub Copilot 1 919 tok
mralaminahamed/wp-dev-skills WordPress plugin development skills for AI coding agents — Claude Code, Gemini CLI, Cursor 27 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,376 tok
timothywarner-org/context-engineering techtrainertim.com 🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-read 27 Claude Code, GitHub Copilot 10 4,823 tok
agent-next/agent-ready agent-ready.org Codebase readiness scoring for autonomous agents — measurable operability standards beyond 27 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,068 tok
manusa/ai-cli ai-cli lets you go from zero to AI-powered in seconds in a safe, automated and tailored wa 27 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,248 tok
itshare4u/AgentKnowledgeMCP 27 GitHub Copilot 2 2,498 tok
nirholas/lyra-intel nirholas.github.io Lyra Intel is an intelligence platform designed to analyze repositories of any size - from 27 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 807 tok
Fearvox/multica-ultimate-workbench Public multi-agent workbench skill pack for SDD, review gates, context discipline, VM lane 27 Claude Code, Codex, GitHub Copilot, OpenCode 3 11,867 tok
dennisadriaans/openrun getopenrun.dev Schedule Claude Code, Codex, Grok and Gemini like cron jobs — on your machine, with no API 27 Claude Code, Codex, GitHub Copilot, OpenCode 4 8,962 tok
labex-labs/labex-cheatsheets labex.io Cheatsheets for Programming Beginners 27 GitHub Copilot, Gemini CLI 2 1,788 tok
Raftersecurity/rafter-cli rafter.so Multi-language CLI for Rafter — the security toolkit built for AI coding agents and the de 27 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,033 tok
CoronaEngine/CoronaEngine 27 Claude Code, Codex, GitHub Copilot 4 967 tok
timothywarner-org/ab900 techtrainertim.com AB-900 exam prep + AI study buddy | O'Reilly Live Learning course materials, distilled Mic 26 Claude Code, Codex, GitHub Copilot 6 9,916 tok
nirholas/lyra-web3-playground lyra.works Free Solidity compiler & Web3 IDE with interactive tutorials. Learn blockchain development 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 906 tok
vbarsoum1/llm-wiki-compiler Compile documents into a living Obsidian wiki. Any AI agent. Based on Karpathy's LLM Wiki 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,209 tok
lossless-claude/lcm lossless-claude.com Lossless context management for Claude Code 26 Claude Code, Codex, GitHub Copilot, OpenCode 8 1,070 tok
SweetSophia/noosphere noosphere-memory.com A universal memory and wiki knowledge layer for AI agents — structured enough for automati 26 GitHub Copilot 1 69 tok
tale-project/tale tale.dev The Orchestrator for AI Agents — Connect OpenClaw, Hermes Agent, Claude Code, Codex, Curso 26 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,458 tok
numbersprotocol/capture-cam numbersprotocol.github.io A photo-sharing app with only verifiable photos and videos. 26 Claude Code, GitHub Copilot 2 2,337 tok
cyberAlchemyAI/Arcanum A repository of Sigils: standardized modules for agentic intelligence and system automatio 25 Claude Code, Codex, GitHub Copilot, OpenCode 70 527 tok
sgroy10/speclock sgroy10.github.io Action guardrails for AI coding agents — native Claude Code enforcement, MCP integrations, 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 6,035 tok
MiguelElGallo/iparq iparq.dev Inspect Parquet metadata, encodings, compression, indexes, and Bloom filters locally 25 GitHub Copilot 1 48 tok
salmanashraf/mobile-ai-agents play.google.com Mobile AI Skills, Agents and workflow to help you build mobile apps and games faster. A co 25 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 6,914 tok
vlad-ryzhkov/AI-QA-workshop-feb19 youtu.be AI prompts, agents, and anti-patterns for QA — from specification audits to API test gener 25 Claude Code, Codex, GitHub Copilot, OpenCode 21 2,657 tok
aktsmm/vscode-agent-skill-ninja VS Code Extension for searching, installing and managing Agent Skills (SKILL.md) for GitHu 25 Codex, GitHub Copilot, OpenCode 4 8,000 tok
nirholas/lyra-registry nirholas.github.io Lyra Registry is a standalone API + MCP service that catalogs, scores, and serves metadata 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 864 tok
michoelchaikin/awesome-netsuite-ai A curated list of awesome NetSuite AI resources, tools, articles, and community contributi 25 Codex, GitHub Copilot, OpenCode 2 1,693 tok
luno/luno-mcp MCP Server for the Luno Cryptocurrency API 25 Claude Code, GitHub Copilot 2 2,278 tok
dipseth/google_workspace_fastmcp2 FastMCP2 server for Google Drive uploads with Qdrant-powered semantic search 25 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 5,766 tok
CrowdStrike/foundry-skills crowdstrike.com AI coding assistant skills for building CrowdStrike Falcon Foundry apps: scaffolding, depl 25 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 2,873 tok
PetePeter/helm 25 Claude Code, GitHub Copilot 2 8,903 tok
microsoft/openclaw-dev An OpenClaw agent hosted in the cloud for development, testing and single tenant use cases 25 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,635 tok
Brad-Edwards/aptl SOC-in-a-Box for AI purple teaming 25 Claude Code, Codex, GitHub Copilot, OpenCode 9 1,469 tok
DUBSOpenHub/dark-factory dubsopenhub.github.io 🏭 Agentic dark factory for AI building with sealed-envelope testing 25 Codex, GitHub Copilot, OpenCode 2 2,297 tok
vscarpenter/gsd-task-manager gsd.vinny.dev Stop juggling, start finishing. GSD Task Manager makes it easy to sort your to-dos into wh 25 Claude Code, Codex, GitHub Copilot, OpenCode 39 6,636 tok
eiriksgata/wc3-map-ts-template Warcraft III 1.27a TypeScript development template. Users are expected to have general tec 25 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 8 7,789 tok
putervision/WebCrypt putervision.github.io Zero-dependency Web Crypto suite & Model Context Protocol (MCP) server for AES-256-GCM, RS 24 Claude Code, Codex, GitHub Copilot 6 4,928 tok
exmergo/dex exmergo.com Dex is the agent-native analytics engineering toolkit. Point it at your warehouse and your 24 Codex, GitHub Copilot, OpenCode 2 15,031 tok
ai4curation/ai-gene-review ai4curation.github.io Demonstration of AI review of existing functional annotations 24 Claude Code, Codex, GitHub Copilot, OpenCode 22 6,891 tok
thangchung/agent-engineering-experiment Agent Engineering experiment, practices, codes, specs... 24 Claude Code, GitHub Copilot 4 5,555 tok
nirholas/openbare openbare.xyz Decentralized web proxy network designed for censorship resistance, high availability. Dep 24 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 854 tok
idoforgod/Vibe-learning-AgenticWorkflow Socratic AI Tutor Builder — 21-step agentic workflow for personalized education system 24 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 72 39,766 tok
ai4curation/curation-skills Claude skills for a variety of curation and knowledge-based tasks. We currently have 3 ski 24 Claude Code, Codex, GitHub Copilot, OpenCode 3 101 tok
aixier/AI_Terminal 🚀 Claude Code API | CLI to API Platform | Transform Claude CLI, Gemini CLI, Cursor CLI in 24 GitHub Copilot 1 3,461 tok
streamnative/streamnative-mcp-server Developer-friendly MCP server bridging Kafka and Pulsar protocols—built with ❤️ by StreamN 24 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,643 tok
DimonSmart/NugetMcpServer .NET MCP server that gives LLMs real NuGet API metadata to reduce hallucinations 24 GitHub Copilot 1 348 tok
marcusrbrown/systematic fro.bot Compound-engineering loops for OpenCode, Pi, and Claude Code 24 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,713 tok
nirholas/plugin.delivery plugin.delivery AI plugin marketplace. SDK, gateway & developer tools for building function-calling plugin 24 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 806 tok
nirholas/ethereum-wallet-toolkit Python toolkit for Ethereum wallets: CLI tools + Model Context Protocol (MCP) servers for 24 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 791 tok