How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
cockroachlabs/cockroachdb-skills Structured operational skills for CockroachDB spanning onboarding, development, performanc 23 Claude Code 1 2,401 tok
preset-io/agor-teammate Agent operating framework for Agor - inspired by OpenClaw 23 Claude Code, Codex, OpenCode 2 1,160 tok
frogobox/frogo-sdk frogobox.github.io Frogo SDK - SDK Core for Easy Development Support AI Agent Skill 23 Claude Code, Codex, OpenCode 3 1,532 tok
eweisbrod/example-project eweisbrod.github.io Template for an Accounting or Finance Research Project 23 Claude Code, Codex, OpenCode 2 1,058 tok
s60yucca/mnemos 23 Claude Code, Gemini CLI 6 1,017 tok
nguyennguyenit/MultiClaude Multi-agent terminal manager for Claude Code. 23 Claude Code 19 1,374 tok
evielync/hyo-claude-code-obsidian-plugin The power of Claude Code — without the terminal. A Claude Code Obsidian plugin. 23 Claude Code 1 685 tok
Geek96/paper-research-skill A modular Claude Code skill for the full academic paper research pipeline: search/download 23 Claude Code 1 1,183 tok
hjanuschka/pi-qmd QMD (Quick Markdown Search) extension for pi coding agent - on-device knowledge base searc 23 Codex, OpenCode 1 136 tok
sunshineLixun/video-publish-skill Local-first Codex skill for preparing and safely staging video publishing assets 23 Codex, OpenCode 1 164 tok
shenjingnan/home-mcp home-mcp.shenjingnan.com Smart home MCP 23 Claude Code, GitHub Copilot 14 4,194 tok
jyt6640/persona-harness Continuously refine your project’s engineering philosophy — and keep AI coding agents hone 23 Codex, OpenCode 1 768 tok
sepahead/crebain Drone simulation with RGB, acoustic, and thermal sensors, native checkpoints, and optional 23 Claude Code, Codex, OpenCode 2 4,032 tok
SaschaBrunnerCH/arcgis-maps-sdk-js-ai-context Install AI assistant context files for ArcGIS Maps SDK for JavaScript development. Support 23 Codex, OpenCode 1 2,049 tok
cholf5/skynet cloudwu/skynet in .NET 23 Claude Code, Codex, OpenCode 2 3,544 tok
F-U-S-E-E/FuseDevelopmentGroup 23 Codex, OpenCode 1 1,269 tok
symphonic-navigator/chatsune Chatsune - from Chat and Kitsune 23 Claude Code 3 4,568 tok
tt-a1i/chat_edit A dual-mode AI application combining chat and rich-text AI editing, powered by Vue 3.5 + T 23 Claude Code 1 3,512 tok
Mohabz35/agentic-saas-blueprint Production blueprint for building SaaS with Claude: prompts, theme system templates, and t 23 Claude Code 1 610 tok
alyssonfranklin/b2b-agents linkedin.com A comprehensive list with 56 agents to scale your B2B startup or turbocharge Enterprise te 23 Claude Code 1 1,078 tok
onurpolat05/ALBA Turn Claude Code into a personal AI agent with persistent memory. Interactive setup, 9 ski 23 Claude Code 10 307 tok
geekjourneyx/geekx-skills jieni.ai AI Agent skills collection by geekjourneyx for agent-compatible coding, creator, and auto 23 Codex, OpenCode 1 1,524 tok
gtrabanco/agentic-workflow agwo.party Stack-agnostic agentic-programming workflow skills + documentation scaffold 23 Codex, OpenCode 1 10,753 tok
LeanAndMean/mach10 Claude Code plugin for structured, AI-driven software development. Orchestrates complex wo 23 Claude Code 1 5,751 tok
iamasters-academy/iamasters-os skool.com Sistema operativo agéntico para operadores de IA. Sinapsis v4.5 (engine de memoria) + capa 23 Claude Code, Codex, OpenCode 41 6,741 tok
butterlatte-zhang/unity-ai-bridge Remote-control Unity Editor from any AI IDE — 62 tools including AI-powered profiling & li 23 Claude Code 1 —
safety-quotient-lab/psychology-agent unratified.org General-purpose psychology agent (Caude Code): collegial mentor, specialized sub-agents, a 23 Claude Code 27 1,734 tok
hifly81/bikescout hifly81.github.io AI for tactical cycling intelligence: Predictive mud logic, S-Scale terrain analysis, and 23 Claude Code, Codex 10 —
IvoryCanvas/QAMap npmjs.com Local pull-request review brief for coding agents: the diff, the tests and callers of chan 23 Codex, OpenCode 1 286 tok
olgasafonova/mediawiki-mcp-server MCP server for MediaWiki wikis - search, read, and edit wiki content from AI assistants 23 Claude Code, Codex, OpenCode 2 435 tok
ProfessioneIT/lsp-mcp-server professioneit.com An MCP (Model Context Protocol) server that bridges Claude Code to Language Server Protoco 23 Claude Code, Codex, OpenCode 2 3,369 tok
huisezhiyin/symphlo Local-first runtime for observable, debuggable AI-agent workflows with slidable autonomy a 23 Codex, OpenCode 1 1,464 tok
dfradehubs/agentgram agentgram.eu Self-hosted gateway for MCP servers and AI agents — one endpoint, per-user RBAC and creden 23 Claude Code 14 1,485 tok
weby-homelab/power-framework weby-homelab.github.io Local-first control plane for verifiable AI-assisted software engineering and Linux operat 23 Claude Code, Codex 3 —
towerwatchman/Atlas Atlas in Electron 23 Claude Code, Codex, OpenCode 2 1,199 tok
vlazic/mcp-server-manager A cross-platform, single-binary manager for Model Context Protocol (MCP) servers, built wi 23 Claude Code 1 3,838 tok
MedARC-AI/nanopath 23 Codex, OpenCode 1 1,109 tok
melodykoh/learning-loop-skill Claude Code skill for capturing and codifying learnings before session ends / context lost 23 Claude Code 1 1,199 tok
balakumardev/perplexity-web-wrapper Use your existing Perplexity subscription with MCP - no API costs. Web wrapper + MCP serve 23 Claude Code, Codex, OpenCode 2 939 tok
jtvargas/SnipKey 23 Codex, OpenCode 1 7,751 tok
MidaTechnology/Situation-aggregation-monitoring A real-time global situation monitoring dashboard: aggregates multi-source news, market da 23 Claude Code, Codex, OpenCode 2 3,098 tok
Laksh-star/competitive-intelligence AI-powered competitive intelligence monitor using CocoIndex, Tavily Search, and LLM extrac 23 Claude Code 1 1,239 tok
re-cinq/wave re-cinq.github.io Multi-agent pipelines for AI-assisted development 23 Claude Code, Codex, Gemini CLI, OpenCode 29 4,733 tok
happyhappy-jun/writing-driven-autoresearch Multi-agent harness + complete run record of the 1st-place entry at Ralphthon@ICML2026 — t 23 Claude Code 1 1,575 tok
thaleslaray/smartzap smartzap-nine.vercel.app 23 Claude Code 1 2,562 tok
webdevtodayjason/mct2032 webdevtodayjason.github.io ESP32 Pen Testing Dev Project 23 Claude Code 1 1,545 tok
ddalcu/ghost-canvas AI-controlled visual design tool. LLM designs, humans view. 23 Claude Code, GitHub Copilot 4 3,921 tok
marianfoo/local-llm-client-for-sap-consultants-librechat This is fork of LibreChat to showcase the usage with MCP Server for SAP Data 23 Claude Code, Codex, OpenCode 2 1,742 tok
zish-rob-crur/nucleus-apple-mcp A macOS Model Context Protocol (MCP) server that acts as the central nervous system for yo 23 Claude Code, Codex, OpenCode 26 631 tok
bkuri/jesse-mcp Jesse trading framework MCP server for LLM agents 23 Claude Code, Codex, OpenCode 5 1,809 tok