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
Parallel-7/FlashForgeUI-Electron Cross-Platform Monitoring & Control for FlashForge 3D Printers 102 Claude Code, Gemini CLI 37 9,572 tok
uussnn/second-brain Autonomous AI Agent Skill for Google AI Edge Gallery - self-evolving, 100% offline 100 Gemini CLI 1 329 tok
neo4j-contrib/gds-agent Neo4j Graph Data Scientist Agent (MCP Server & Skills) 99 Gemini CLI 1 259 tok
mykpono/ultimate-seo-geo lab.mykpono.com The definitive SEO + GEO skill for Claude. Full site audits with scored findings, AI searc 99 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 8,683 tok
PostHog/ai-plugin Official PostHog plugin for Claude Code, Cursor, Gemini, Codex and other AI coding tools 98 Gemini CLI 1 308 tok
intellectronica/gemini-cli-skillz Gemini CLI extension for Anthropic-style Agent Skills via skillz MCP server 97 Gemini CLI 1 412 tok
marcusgoll/Spec-Flow Turn product ideas into production launches with Spec-Driven Development. Repeatable Claud 96 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 6,294 tok
Fighter90/career-ops-ui cvstart.org Clean, docs-style web UI for the career-ops AI job-search pipeline. Search ATS adapters (G 96 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 18 4,048 tok
unoplat/unoplat-code-confluence docs.unoplat.io Always keep your codebases ready for Agents. Improve any coding workflow by atleast 2x by 94 Claude Code, Codex, Gemini CLI, OpenCode 3 239 tok
dalemoncayo/fullcase-web A practical example of integrating AI code review into a real-world codebase. Built with N 93 Claude Code, Codex, Gemini CLI, OpenCode 11 14,727 tok
Jamkris/everything-gemini-code geminicli.com [Everything Gemini Code] A harness engineering toolkit for Gemini CLI & Antigravity. Tune 93 Gemini CLI 1 240 tok
bladnman/do-work 93 Claude Code, Codex, Gemini CLI, OpenCode 3 1,457 tok
JosephHampton/awesome-gemini-cli-subagents josephhampton.github.io 81 production-ready subagents for Gemini CLI and Antigravity CLI: code review, security, t 93 Codex, Gemini CLI, OpenCode 2 736 tok
protoman/rockbot rockbot.upperland.net An open-source, SDL based, game engine to replicate old style NES games, mostly Megaman on 93 GitHub Copilot, Gemini CLI 2 750 tok
LIDR-academy/lidr-specboot This repository contains a comprehensive set of development rules, standards, and AI agent 90 Claude Code, Codex, Gemini CLI, OpenCode 6 18 tok
HKUST-KnowComp/DeepRefine-Skill hhy-huang.github.io An agent skill to evolve the quality of LLM-Wiki (Graphify) at test time. 90 Gemini CLI 1 372 tok
ShurikenTrade/shuriken-skills app.shuriken.trade Agent-consumable integration skills for the Shuriken platform 🥷 90 Gemini CLI 1 116 tok
josephgoksu/TaskWing taskwing.app Local-first AI knowledge layer. Extract architecture, query from any AI tool via MCP. Priv 89 Claude Code, Codex, Gemini CLI, OpenCode 3 7,754 tok
fivetran/connector_sdk_tools AI coding agent tools to build connectors using Fivetran Connector SDK 89 Gemini CLI 1 849 tok
Vortx-AI/emem emem.dev A memory that's external, shareable & verifiable. Complements web search for real world ta 89 Claude Code, Codex, Gemini CLI, OpenCode 2 2,970 tok
ignaciohermosillacornejo/copilot-money-mcp ignaciohermosillacornejo.github.io MCP server for Copilot Money App - AI powered personal finance queries using local data 88 Claude Code, Codex, Gemini CLI, OpenCode 5 3,993 tok
vitaecontext/vitaecontext vitaecontext.github.io AI agent context layer for career-related tasks. 88 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 1,238 tok
dataseeek/MagesticAI Web Cloud-based AI task management and agent orchestration platform 87 Claude Code, Codex, Gemini CLI, OpenCode 3 18,936 tok
kucherenko/gangsta gangsta.page AI agentic skills framework for spec-driven development, built on the organizational model 87 Codex, Gemini CLI, OpenCode 2 305 tok
jmagar/claude-homelab Comprehensive Agents, Commands, Hooks, and Skills for homelab service management - media a 87 Claude Code, Codex, Gemini CLI, OpenCode 3 6,390 tok
ericgandrade/claude-superskills 18 Universal AI Skills for Claude Code, GitHub Copilot & 6 more platforms. Meta/orchestrat 87 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 8,395 tok
netresearch/claude-code-marketplace netresearch.github.io Curated Agent Skills collection for AI-assisted development. Open standard — agentskills.i 87 Claude Code, Codex, Gemini CLI, OpenCode 3 2,552 tok
grarcht/Shuttle Prevent TransactionTooLargeException crashes. For good. A modern Android framework for sa 87 Claude Code, Gemini CLI 2 1,793 tok
Jovancoding/Network-AI network-ai.org Traffic light for AI Agents and TypeScript/Node multi-agent orchestrator with shared state 86 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,030 tok
daintreehq/daintree daintree.org A review-first desktop habitat for running AI coding agents in parallel. 86 Claude Code, Codex, Gemini CLI, OpenCode 9 2,125 tok
fastxyz/skill-optimizer Benchmark, evaluate, and optimize skills to ensure reliable performance across all LLMs 85 Claude Code, Codex, Gemini CLI, OpenCode 3 1,762 tok
gutsavgupta/nvim-gemini-companion A Neovim plugin to integrate Gemini CLI well (+ Qwen-code now) 84 Gemini CLI 1 776 tok
mauripsale/doc-adk-training Learn to build, test, and deploy production-ready AI agents with this complete "From Zero 84 Gemini CLI 1 691 tok
AsiaOstrich/universal-dev-standards Universal, language-agnostic development standards for software projects. Includes coding 84 Claude Code, Gemini CLI 38 10,511 tok
oculus-samples/voicesdk-samples-whisperer Oculus Voice SDK showcase demonstrating the use of Voice SDK in Unity. This project contai 82 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 1,047 tok
gutomec/nirvana-os-engine squads.sh Nirvana-OS engine: ready-to-run agentic operations. One sentence in, finished work out. So 82 Claude Code, Codex, Gemini CLI, OpenCode 3 17,208 tok
Zizka-ai/ZizkaDB db.zizka.ai Self-hosted DB for AI agents. Prove why an agent did something , causal lineage (why()), 80 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 8 3,871 tok
j5ik2o/okite-ai 80 Claude Code, Codex, Gemini CLI, OpenCode 39 5,523 tok
alexhraber/flowhawk Real-time eBPF-powered network security monitor with AI-driven threat detection. Surfaces 80 Claude Code, Codex, Gemini CLI, OpenCode 3 2,799 tok
idoforgod/AgenticWorkflow 79 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 23 24,184 tok
taylormadearmy/u1-slicer-for-android 77 Claude Code, Codex, Gemini CLI, OpenCode 4 18,057 tok
AgriciDaniel/youtuber agricidaniel.github.io A source-cited YouTube brain: creator growth & strategy, the developer API, and paid adver 76 Claude Code, Codex, Gemini CLI, OpenCode 3 403 tok
calesthio/PhantomReach Free, open-source local business intelligence audits for marketers and agencies. Run on yo 76 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,139 tok
osanoai/multicli Gemini, Codex, Claude, and OpenCode all in a single MCP tool for use by any coding agent. 76 Claude Code, Codex, Gemini CLI, OpenCode 3 1,485 tok
idoforgod/Sermon-Assistant-AgenticWorkflow Sermon assistant AI agent workflow — based on AgenticWorkflow DNA 75 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 56 28,475 tok
oculus-samples/Unity-AppSpaceWarp Application SpaceWarp showcase demonstrating how developers can generate only every other 75 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,063 tok
littlebearapps/untether untether.cc Run your coding agents from Telegram. A bridge for Claude Code, Codex, OpenCode, Pi and An 75 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 36 5,532 tok
juzzlin/Noteahead juzzlin.github.io Noteahead is a MIDI tracker and sequencer with built-in synths and effects, written in C++ 75 Claude Code, Gemini CLI 2 3,564 tok
imoonkey/openweb Agent-native way to access any website. Bridging agent CLI and web GUI through API. 74 Claude Code, Codex, Gemini CLI, OpenCode 3 983 tok
MrLesk/agents-council agents-council.com Agent-to-Agent MCP communication tool for feedback requests 74 Claude Code, Codex, Gemini CLI, OpenCode 5 482 tok