How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
glyphtrail/glyphtrail glyphtrail.dev Local code intelligence graph for AI coding agents: Tree-sitter static analysis, structura 6 Claude Code 3 309 tok
MatrixFounder/Agentic-development A robust agentic workflow for LLM-based development. Features role-based orchestration (An 6 Claude Code, Codex, Gemini CLI, OpenCode 6 8,934 tok
Eduardo-Salvador/Agent-Harness-Kit pypi.org An installable harness for Codex and Claude Code that gives coding agents durable context, 6 Claude Code, Codex, OpenCode 17 5,808 tok
Tuminha/dental-ai-skills AI Skills for Dentists - Research critique, clinical evidence review, and content creation 6 Claude Code 1 860 tok
zqkra/plano Orchestrate AI coding agents that actually talk to each other — Claude Code, Codex, Gemini 6 Claude Code 1 4,552 tok
brissonjo-sudo/droit-francais-skill Skill Claude Code — méthodologie rigoureuse de recherche en droit français, conçue contre 6 Claude Code 2
Podbay-Cloud/podbay podbay.cloud Give an agent a computer, on your own metal — self-hostable persistent workspaces for codi 6 Claude Code, Codex, OpenCode 11 467 tok
ssi02014/nestjs-cookbook Learn NestJS chapter by chapter 📖 6 Claude Code 1 3,364 tok
architawr/claude-bpmn-skill Claude Code plugin (Agent Skill) for BPMN 2.0 - read, explain, create & edit .bpmn process 6 Claude Code 1 1,256 tok
okhsunrog/claude-proxy-rs OpenAI-compatible proxy for Claude Pro/Max - use with Cline, Roo Code, Kilo Code 6 Claude Code 1 1,776 tok
dean0x/autobeat dean0x.github.io Autonomous coding agent orchestration. Give it a goal, walk away, come back to finished wo 6 Claude Code 1 5,031 tok
PIsberg/skill3 Skill3 is a lightweight Java CLI that relearns a technical skill for an AI agent. It disco 6 Claude Code, Gemini CLI 2 3,830 tok
timurgaleev/vibestack vibestack is a portable skill pack for AI coding agents. Slash commands like /office-hours 6 Claude Code 1 3,433 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
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
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
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
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
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
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
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
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
liam-machine/erd-studio marketplace.visualstudio.com Visual ERD designer for dbt — design your data warehouse on a canvas, in your repo, where 6 Claude Code 2 14,171 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
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 2,278 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
plugin87/figma-remote-server Figma MCP server — 46 tools for design system analysis, token extraction, accessibility au 6 Claude Code 1
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
sabbour/agentweaver sabbour.me Run an AI agent on a task inside a sandboxed git worktree, stream every step live, and gat 6 Claude Code, Codex, GitHub Copilot, OpenCode 41 919 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
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
leestott/generative-ui-foundry-hosted-agents Generative UI for AI agents on Microsoft Foundry: a .NET 10 Agent Framework agent over AG- 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,426 tok