How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
timurgaleev/vibestack vibestack is a portable skill pack for AI coding agents. Slash commands like /office-hours 6 Claude Code 1 3,433 tok
uid13/skills skills.sh AI Agent Skills Monorepo: hq (market data queries), pp (Pinterest galleries), imagegen-mag 6 Codex, OpenCode 1 908 tok
jenreh/harmonyhub-py Local control of the Logitech Harmony Hub: library, CLI, and MCP server 6 Claude Code, Codex, OpenCode 6 1,355 tok
dotnetpower/infomesh 🕸️ Fully decentralized P2P search engine for LLMs — no API key, no billing, forever free. 6 GitHub Copilot 1 13,682 tok
sw23/fp-conv sw23.github.io Floating Point Conversion Calculator. Convert between FP, Int, and custom data types via t 6 Claude Code, Codex 1
baixianger/phantom-canvas Your Gemini web app as a service — turn the free Gemini web interface into a programmable 6 Codex, OpenCode 1 257 tok
lelabdev/rag-ferrite Personal RAG engine — simple, fast, Rust. One binary (15 MB), one DB, native collections. 6 Codex, OpenCode 1 3,535 tok
ober37/ac-infinity-mcp ober37.github.io MCP server for AC Infinity grow controllers. AI agent integration for climate monitoring, 6 Claude Code 1 4,857 tok
claude-world/claude-101 claude-world.com 27 practical AI tools (MCP server + CLI) — real computation for writing, analysis, coding, 6 Claude Code 2
dlbolshov/yandex-wiki-search-mcp MCP server for Yandex Wiki: full-text search, pages, comments, attachments and dynamic tab 6 Claude Code 6 3,446 tok
Nainish-Rai/agent-rollback Git-like undo and rollback checkpoints for OpenAI Codex CLI. Snapshot, diff, and restore f 6 Codex, OpenCode 1 219 tok
ali-ulu/huqan huqan.com Local-first verification layer for AI agents: evidence, provenance, policy gates, human ap 6 Claude Code, Codex, OpenCode 2 1,113 tok
HalemoGPA/whatsapp-mcp-server Authenticated, self-hosted WhatsApp MCP server that serves 96 tools for the token cost of 6 Claude Code 4 2,392 tok
MadGapun/PBP Local AI job application assistant for the German-speaking job market (DACH) — job search, 6 Codex, OpenCode 1 1,289 tok
see-quick/strimzi-mcp-server Manage and troubleshoot Strimzi Kafka on Kubernetes using AI. MCP server with support for 6 Claude Code 1
EricLortie/laborforge-release Docker-based, multi-tenant platform for autonomous AI agent ecosystems — runs on local or 6 Claude Code, Codex, OpenCode 2 4,536 tok
sandraschi/openclaude-mcp FastMCP 3.2 server plus Webapp for using the leaked Claude Code locally with ollama and op 6 Claude Code, Codex, OpenCode 2 386 tok
badchars/mcp-security-scanner npmjs.com 55-tool MCP server for security scanning of MCP servers. Runtime inspection, AST-based SAS 6 Claude Code 1 442 tok
nolainjin/paper-verify pypi.org Standalone citation fact-checking tool for markdown/docs — extract, fetch, judge, score, r 6 Codex, OpenCode 1 588 tok
p18a/mcp-ruoka An MCP server for grocery & alcohol search in Finland 6 Claude Code 1 365 tok
charliezstong/nutri-mcp nutri-mcp.com MCP server for nutritional data - query 4M+ food products from Open Food Facts, USDA & Nut 6 Claude Code 1
Hehejie1/NoteMeld notemeld.wiki NoteMeld is a self-hosted AI knowledge workspace that automatically organizes web pages, v 6 Claude Code, Codex, OpenCode 2 2,698 tok
insciqq/AIQSA Self-hosted, model-agnostic AI workspace: OpenAI, Anthropic, Gemini, OpenRouter, and OpenA 6 Claude Code, Codex, OpenCode 2 972 tok
bigduu/Zenith Nine-submodule workspace for a local-first AI system: Bamboo runtime, Lotus/Bodhi UX, Jian 6 Claude Code, Codex, OpenCode 2 3,504 tok
Dicklesworthstone/franken_snowflake Clean-room, Rust-first, Asupersync-native Snowflake SQL API connector built for coding age 6 Codex, OpenCode 1 3,098 tok
MrBildo/collattice Collattice — a lightweight, self-hosted kanban board built for human-agent collaboration. 6 Claude Code, Codex 2 13,330 tok
meghal86/promptsonar promptsonar.vercel.app Static security scanner for AI prompts, MCP configs, and agent workflows. Zero LLM calls. 6 Claude Code, Codex, OpenCode 3 2,929 tok
MohmmedAshraf/symbiote Symbiote bonds with your AI tools — giving them memory, context, and your coding DNA. 6 Claude Code 1 988 tok
andalabx/ember Lightweight headless browser for AI agents 6 Codex, OpenCode 1 1,804 tok
vucinatim/air-jam airjam.io Open-source framework for phone-controller multiplayer party games, built for AI-assisted 6 Claude Code, Codex, OpenCode 2 2,897 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
polydera/lunar lunar.polydera.com Browser-based geometry processing. AI-controllable via MCP. Powered by trueform. 6 Codex, OpenCode 1 5,767 tok
itallstartedwithaidea/gemini-cli-googleadsagent googleadsagent.ai Google Ads commands & AI agent skills for Gemini CLI — analyze campaigns, audit accounts, 6 Claude Code, Gemini CLI 8 1,084 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 1,578 tok
strands-compose/sdk-python Zero-code YAML-driven agent orchestration over strands-agents 6 Codex, Kiro, OpenCode 3 974 tok
gitayg/appCrane glick.run Self-hosted PaaS with an MCP control plane: your AI agent deploys, inspects and rolls back 6 Claude Code 1 459 tok
JiuTian-dev/SupplyChainCortex An AI Agent that analyzes your supply chain.Ask questions. Agent analyzes data across inve 6 Claude Code, Codex, OpenCode 41 2,191 tok
koul777/NCScope NCS-based job posting analysis and interview question generation system 6 Claude Code 3
mocaOS/cortex-app docs.cortex.eco Institutional memory for the agentic era. Open-source GraphRAG knowledge base: documents i 6 Claude Code 2 2,389 tok
guitaripod/wwdc-sessions Agent-native knowledge base of Apple WWDC sessions (2014-2026, Tech Talks, Meet with Apple 6 Codex, OpenCode 1 1,264 tok
samonti86/jarvis Always-on Windows voice assistant with a 36-tool agentic layer (Claude). Local wake word + 6 Claude Code 1 9,033 tok
mgh3326/auto_trader LLM agent trades KR/US stocks & crypto behind a deterministic safety layer — approval gate 6 Claude Code, Codex, Gemini CLI, OpenCode 6 8,277 tok
xlisp/clojure-android-demo Clojure 1.13 Android Demo 6 Claude Code 1 1,508 tok
coolight7/agentxx C++ AI Agent like langgraph. Supports embedding in regular programs to extend them with AI 6 Codex, OpenCode 1 4,730 tok
Agent-Hellboy/mcp-runtime A manager,registry,broker, and infrastructure to manage , deploy, govern, and use MCP serv 6 Claude Code, Codex, OpenCode 4 2,652 tok
jeremylongshore/intent-outreach demos.intentsolutions.io Model-agnostic, Claude-Code-native SDR orchestrator: research → enrich → outreach over you 6 Claude Code, Codex, OpenCode 5 2,996 tok
tddh/clum Secure infrastructure for AI agents operating Linux hosts — persistent terminal sessions p 6 Codex, OpenCode 1 866 tok
guimatheus92/social-knowledge-base Turn social-media creators' videos into a searchable, curated knowledge base — Next.js dow 6 Claude Code 1 2,490 tok
clash-art/clash clash.video Where agents co-create, humans are welcome too. 6 Claude Code, Codex, OpenCode 2 4,797 tok
tarunkorat/claude-linkedin-post-creator AI-powered LinkedIn post generator for Claude Code. Reads your live profile, researches to 6 Claude Code 8 690 tok