How real projects configure their agents

43,608 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
ivbeg/newsworker Advanced news feeds extractor and finder library. Helps to automatically extract news from 87 Codex, OpenCode 1 143 tok
GasStationManager/LeanTool A "code intepreter" for Lean 87 Claude Code 1 1,164 tok
josephgoksu/TaskWing taskwing.app Local-first AI knowledge layer. Extract architecture, query from any AI tool via MCP. Priv 87 Claude Code, Codex, Gemini CLI, OpenCode 3 7,754 tok
kangarooking/tiktok-gen AI-powered digital human video generation platform for TikTok marketing 87 Claude Code, Codex, OpenCode 2 1,563 tok
nishit-g/tokovo tokovo.io AI-native studio for multi-device shows that happen inside phones. 87 Claude Code, Codex, OpenCode 5 1,083 tok
fltman/project-scaffolder 87 Claude Code 8 2,280 tok
firerlAGI/TraeClaw 87 Codex, OpenCode 1 1,004 tok
ET06731/Memflow 87 Claude Code, Codex, OpenCode 2 2,556 tok
fivetran/connector_sdk_tools AI coding agent tools to build connectors using Fivetran Connector SDK 87 Gemini CLI 1 784 tok
0xSanei/darwinia colab.research.google.com The Self-Evolving Agent Ecosystem — Trading agents that evolve through Darwinian selection 87 Claude Code, Codex, OpenCode 3 1,631 tok
nikita-rulenko/Helixir One infinite session for any agents and harness you have. No more degradation and hallucin 87 Codex, OpenCode 1 8,101 tok
jochne/linuxdo-awesome-skills linuxdo-awesome-skills.tencents.ltd A skills directory published by Linux.do community users. Organized by capabilities, prere 87 Claude Code 1 5,794 tok
vox-deorum/vox-deorum LLM-enhanced AI system for Civilization V upon the Community Patch + Vox Populi. 87 Codex, OpenCode 7 1,031 tok
dataseeek/MagesticAI Web Cloud-based AI task management and agent orchestration platform 87 Claude Code, Codex, Gemini CLI, OpenCode 3 18,936 tok
denolfe/dotfiles :floppy_disk: dotfiles for macOS - includes zsh, claude, hyper key, global shortcuts, and 87 Claude Code 1 1,736 tok
dereknguyen269/AI-Powered-Coding-Tools Your AI-Powered Coding Tools Best Practices 87 Claude Code 1 338 tok
liwala/sheal liwala.dev self-healing and self-learning loop for coding agents 87 Claude Code, Codex, OpenCode 5 3,229 tok
the-cafe/git-ai-commit pypi.org let AI write your commit messages 87 Claude Code, Cursor 2 617 tok
buildomator/buildomator A structured plan/execute/verify coding workflow for Claude Code: atomic commits, MCP-back 87 Claude Code 1 770 tok
frkdrgt/ferox A blazing-fast PostgreSQL client built in Rust. No Electron. No JVM. No bloat. 87 Claude Code 1 2,906 tok
eight-acres-lab/openmelon pointeight.ai A content-creation agent runtime for reproducible multimodal production — projects, workfl 87 Claude Code, GitHub Copilot 11 2,652 tok
fabio-rovai/brain-in-the-fish Score any document. Prove every claim. 87 Claude Code 1 569 tok
wenshao/codeagents 87 Claude Code, Codex, OpenCode 2 1,526 tok
Routhleck/myNotes routhleck.github.io Software Engineering course notes from Beijing Jiaotong University 87 Codex, OpenCode 1 681 tok
jonathimer/devmarketing-skills Claude Code and AI Agents Skills for Developer Marketing. 87 Codex, OpenCode 1 1,746 tok
semantic-craft/iOS-vibebuddy vibebuddy — Monitor your AI coding agents on your phone: session overview, notifications w 87 Codex, OpenCode 1 812 tok
Rune-kit/rune Less skills. Deeper connections. A lean, interconnected skill ecosystem for Claude Code. 87 Claude Code 1 3,005 tok
gizmax/Sandcastle sandcastle-ai.eu Describe what you want. Go home. Sandcastle ships it. 6 AI providers, EU data residency, s 87 Codex, OpenCode 1 758 tok
shepsci/kaggle-skill Complete Kaggle integration plugin/skill for AI coding agents — competition reports, datas 87 Claude Code 2
ooocooc/open-skill-sunset npmjs.com Local, read-only audit for stale AGENTS.md, CLAUDE.md, and generic SKILL.md instructions. 87 Codex, OpenCode 1 143 tok
raphaelmansuy/edgecrab edgecrab.com EdgeCrab 🦀 A Super Powerful Personal Assistant inspired by NousHermes and OpenClaw — Rust 87 Codex, OpenCode 1 9,503 tok
NetMindAI-Open/NarraNexus A framework for building nexuses of agents -- where intelligence emerges from interaction, 87 Claude Code, Codex, OpenCode 2 8,408 tok
pjwang2022/Monstrare Monstrare — a gate-based workflow layer for AI coding agents. Every non-trivial change is 87 Claude Code, Codex, OpenCode 15 1,227 tok
ahmedEid1/lumen lumen.ahmedhobeishy.tech Lumen — learner-owned AI education platform. Tell the AI what you want to learn: it builds 87 Claude Code 2 3,118 tok
gnuboard/g7 sir.kr Gnuboard7 (그누보드7) - Open-source CMS & e-commerce platform built with Laravel 12 + React 87 Codex, OpenCode 1 47,220 tok
avivsinai/jenkins-cli GitHub-style CLI for Jenkins — manage contexts, runs, logs, and admin tasks from your term 87 Claude Code, Codex, OpenCode 2 1,116 tok
rohansx/workz The environment engine for agent worktrees - zero-config dep sync + port/DB/compose isolat 87 Claude Code 1 297 tok
AIBiz-Automatyzacje/claude-code-starter 87 Claude Code 46
mloda-ai/mloda mloda.ai mloda.ai - Open Data Access for AI and ML. Plugin-based. Traceable. Framework-agnostic. 87 Claude Code, Codex, OpenCode 4 3,556 tok
tririver/arc Agent Research Copilot (ARC) is a set of skills and tools (CLI) for theoretical physics li 87 Codex, OpenCode 1 3,116 tok
elevenlabs/cli elevenlabs.io Command Line Interface to interact with ElevenLabs voice agents 87 Claude Code, Codex 2
hyperfx-ai/marketing-skills hyperfx.ai Marketing skills for AI agents — paid ads, social media, SEO, competitor research, creativ 87 Claude Code, Codex, OpenCode 2 5,345 tok
firish/claude_code_vs marketplace.visualstudio.com Bring Claude Code to Visual Studio 2026: A native diff with accept/reject, a live debugger 87 Claude Code 1 12,022 tok
zapier/wade-skills The most frequently used agent skills of Wade Foster, CEO of Zapier 87 Claude Code, Codex, OpenCode 2 746 tok
pa1nrui1/legal-skills panrui.xyz Chinese legal workflow skills for AI agents 87 Codex, OpenCode 1 635 tok
gura105/operational-ontology A minimal, readable reference implementation of the Operational Ontology pattern. Palantir 87 Claude Code, Codex, OpenCode 2 752 tok
Automaat/lightroom-mcp MCP server for Adobe Lightroom Classic 87 Claude Code, Codex, OpenCode 2 1,372 tok
jieapi/aicode An AI code editor running on Android, with a built-in Linux terminal, AI Agent, and MCP pr 87 Claude Code 1 4,354 tok
talirezun/the-curator Your brain, then your team's brain, then your agents' brain. Drop in documents and it comp 87 Claude Code 1 35,270 tok
edonadei/caliper deepwiki.com Run your real agent with and without your skills, MCPs, and rules. See which ones actually 87 Claude Code, Codex, OpenCode 2 541 tok