How real projects configure their agents

2,016 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
poemswe/co-researcher coresearcher.poemswe.com Academic research plugin for Claude Code with literature reviews, systematic reviews, peer 135 Gemini CLI 1 629 tok
302ai/302-AI-Studio 134 Claude Code, Codex, Gemini CLI, OpenCode 21 2,267 tok
8421bit/MiniClaw 🦞 A Digital Life Embryo for your MCP Client. An intelligent micro-kernel with Nociception 132 Codex, Gemini CLI, OpenCode 2 661 tok
dandye/ai-runbooks 132 Claude Code, Gemini CLI 2 6 tok
mikechao/brave-search-mcp An MCP Server implementation that integrates the Brave Search API, providing, Web Search, 130 Codex, Gemini CLI, OpenCode 2 1,540 tok
gemini-cli-extensions/sre SRE Extension to provide Site Reliability Engineering tools for CLI harness investigations 129 Gemini CLI 1 389 tok
aberemia24/code-executor-MCP 129 Codex, Gemini CLI, OpenCode 2 2,065 tok
xenitV1/Antigravity-Workflows 128 Claude Code, Gemini CLI 17 2,676 tok
iconben/z-image-studio A Cli, a webUI, and a MCP server for the Z-Image-Turbo text-to-image generation model (Ton 128 Claude Code, Codex, Gemini CLI, OpenCode 3 345 tok
xiaolai/claudepot-app claudepot.com A control panel for Claude Code and Claude Desktop. 127 Claude Code, Codex, Gemini CLI, OpenCode 8 5,312 tok
jellydn/my-ai-tools ai-tools.itman.fyi Comprehensive configuration management for AI coding tools - Replicate my complete setup f 126 Claude Code, Codex, Gemini CLI, OpenCode 2 2,617 tok
yschimke/compose-ai-tools yschimke.github.io Helping the Agents Compose the Things 126 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 4,530 tok
tmdgusya/engineering-discipline tmdgusya.github.io SKILL for engineering-discipline 125 Gemini CLI 1 24 tok
hect0x7/jmcomic-ai pypi.org JMComic Agent Skills / AI-native JMComic assistant: inject JMComic into your AI Agent thro 125 Claude Code, Codex, Gemini CLI, OpenCode 3 1,807 tok
deepmodeling/DeePTB deepmodeling.github.io DeePTB: A deep learning package for tight-binding Hamiltonian with ab initio accuracy. 125 Gemini CLI 1 797 tok
githits-com/githits-cli githits.com CLI & MCP for GitHits - The Code Context Layer for AI Coding Agents 124 Claude Code, Codex, Gemini CLI, OpenCode 6 3,815 tok
Houseofmvps/ultraship npmjs.com "ULTRASHIP" Claude Code plugin — 39 skills, 33 tools, 11 agents for ship-ready workflows: 123 Claude Code, Gemini CLI 2 3,228 tok
Obedience-Corp/festival fest.build Vibe Engineering Framework, Organize your intent, loop your work and achieve the outcome y 123 Claude Code, Codex, Gemini CLI, OpenCode 14 1,338 tok
auth0/auth0-mcp-server Connect LLMs and AI agents to Auth0 Management APIs via an MCP server. Use natural-languag 122 Codex, Gemini CLI, OpenCode 2 1,390 tok
quran/quran-mcp mcp.quran.ai 122 Claude Code, Codex, Gemini CLI, OpenCode 5 4,674 tok
bropines/xray-config-ui-editor bropines.github.io 121 Gemini CLI 1 —
cjtrowbridge/vibe-modeling A pipeline for vibe coding 3d models, iterating, producing image, model, and lithography a 119 Codex, Gemini CLI, OpenCode 2 4,196 tok
reolink/reolink-cli Official command-line tool for Reolink IP cameras, doorbells and NVRs — LAN only, no cloud 118 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 3 6,480 tok
buildonspark/spark The Spark Bitcoin layer 2 protocol 117 Claude Code, Codex, Gemini CLI, OpenCode 31 3,168 tok
GoogleCloudPlatform/cxas-scrapi A powerful Python API, CLI, and set of Agent Skills for CX Agent Studio to automate, evalu 116 Claude Code, Codex, Gemini CLI, OpenCode 6 1,535 tok
21pounder/terminalAgent A powerful terminal coding agent based on Claude Agent SDK. Better then Claude Code when s 116 Claude Code, Gemini CLI 3 2,384 tok
MetcalfSolutions/Satori metcalfsolutions.github.io Claude Code skill & open-source wisdom companion (v6.6.0, Apache 2.0) for CLI, IDE, and we 116 Claude Code, Codex, Gemini CLI, OpenCode 5 908 tok
oculus-samples/Unity-MoveFast Oculus Interaction SDK showcase demonstrating the use of Interaction SDK in Unity with han 115 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,061 tok
liberusoftware/real-estate-laravel liberusoftware.com Real Estate / Estate Agent, solution for your Property Agency. Application written in Lara 115 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 15 33,626 tok
Tahanima/playwright-java-test-automation-architecture tahanima.github.io Ready-to-use UI Test Automation Architecture using Java and Playwright. 114 Gemini CLI 3 939 tok
manatlan/htag manatlan.github.io Python3 GUI toolkit for building "beautiful" applications for mobile, web, and desktop fro 111 Gemini CLI 1 276 tok
Insajin/autopus-adk Autopus-ADK is of the agents, by the agents. for the agents. Multi-model orchestration (co 111 Claude Code, Codex, Gemini CLI, OpenCode 3 3,368 tok
vishalmdi/ai-native-pm-os The exhaustive guide to mastering Claude for Product Managers. Build your AI-native PM OS 111 Claude Code, Codex, Gemini CLI, OpenCode 13 6,583 tok
shuotao/REVIT_MCP_study LEARN HOW TO BUILD UP YOUR REVIT MCP 110 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 79 13,111 tok
cdavid817/vanehub-ai AI programming agent unified desktop workspace | Desktop hub for managing Claude Code, Cod 110 Claude Code, Codex, Gemini CLI, OpenCode 37 3,751 tok
tswistak/Battery-Monitor Battery Monitor for Android 110 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 219 tok
jiahuiqu17/paper-signal Subject-aware minimal-zine image production for Agent Skills: art direction, generation, s 109 Claude Code, Codex, Gemini CLI, OpenCode 3 566 tok
idoforgod/Dissertation-Simulator-AgenticWorkflow A doctoral dissertation research simulation system in which 58 AI agents collaborate acros 108 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 12 39,470 tok
robium-ai/robium robium.ai Physical AI skills for coding agents, with field-tested robotics guidance, the robium-ai C 107 Claude Code, Codex, Gemini CLI, OpenCode 5 1,072 tok
amekala/ads-mcp adspirer.com MCP server for managing ad campaigns across Google Ads, Meta Ads, LinkedIn Ads, and TikTok 106 Claude Code, Gemini CLI 2 2,057 tok
wybert/earth-agent-chrome-ext Earth Agent is a Cursor-like AI agent for Google Earth Engine. It can be used right in you 105 Claude Code, Gemini CLI 2 1,408 tok
openshift/rosa 105 Claude Code, Codex, Gemini CLI, OpenCode 7 3,501 tok
lktiep/cortex-hub hub.jackle.dev Self-hosted AI Agent Memory + Code Intelligence Platform — one MCP endpoint for persistent 105 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 14 2,330 tok
watt-mind/coach coachwatts.com Your open source AI coach and unified fitness dashboard. 105 Claude Code, Codex, Gemini CLI, OpenCode 20 3,616 tok
dvcrn/mcp-server-devonthink 104 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 7,482 tok
YUST777/verdict-community verdict.run A modern, all-in-one competitive programming environment. Solve Codeforces problems with a 104 Gemini CLI 2 —
ilang-ai/Imprint ilang.ai Your AI’s DNA: one skill for memory, compression, onboarding, code review, debugging, plan 104 Gemini CLI 1 316 tok
googlemaps/platform-ai 104 Gemini CLI 1 1,068 tok
dainsiahtill-dev/Polaris Polaris is the transaction-driven core of an AI software factory. It is not a chat-based p 102 Claude Code, Codex, Gemini CLI, OpenCode 4 25,488 tok
mrmike/android-source-explorer-mcp MCP server for exploring AOSP internals and Jetpack libraries 102 Gemini CLI 1 18 tok