How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
obviousworks/vibe-coding-ai-rules The Ultimate Agentic Vibe Coding Guide for AI IDEs like Windsurf, Claude Code, Cursor, Cod 96 Codex, GitHub Copilot, OpenCode 7 3,890 tok
Adancurusul/serial-mcp-server Rust MCP server and CLI for serial/UART devices, with JSON macro automation and agent skil 96 Claude Code 1 687 tok
larsiusprime/openavmkit FOSS mass appraisal and automated valuation modeling toolkit 96 Claude Code, Codex, OpenCode 2 9,020 tok
web3dev1337/gastown-gui Web Graphical User Interface (GUI) for Gas Town multi-agent orchestrator - A companion int 96 Claude Code, Codex, OpenCode 2 1,034 tok
frkdrgt/ferox A blazing-fast PostgreSQL client built in Rust. No Electron. No JVM. No bloat. 96 Claude Code 1 4,419 tok
blitzdotdev/iPhone-mcp blitz.dev The MCP Server the lets AI use an iPhone 96 Claude Code 1 355 tok
Dicklesworthstone/flywheel_connectors Secure Rust connector platform for AI agents: 176 separately-signed, sandboxed connectors 96 Claude Code, Codex, OpenCode 2 11,383 tok
tkellogg/open-strix Why can't an AI agent harness ship systems thinking as a skill? 96 Codex, OpenCode 1 156 tok
justjavac/claude-and-codex-website A Claude Code and Codex relay website. 96 Codex, OpenCode 1 350 tok
sderosiaux/chrome-agent Web tasks that compile. Other browser tools tell your AI agent the click worked. chrome-ag 96 Claude Code 1 6,639 tok
melnikoff-oleg/social-media 96 Claude Code 6 1,196 tok
tpierrain/kenjaku Kenjaku is a Karpathy-style LLM wiki, reinforced where it counts with battle-tested softwa 96 Claude Code 11 5,261 tok
luke-harriman/Codesys-MCP An MCP server for Codesys that enables AI systems to stand up a live UI where they can edi 96 Claude Code 1 5,180 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
noho/code-is-cheap 96 Codex, OpenCode 1 464 tok
adriannoes/awesome-agentic-ai Agentic AI knowledge hub: 408 Cursor/Claude/Codex skills, 108 papers, 201 ML notebooks, 9 96 Claude Code, Codex, OpenCode 2 2,087 tok
NeoZi12/dispatchseo dispatchseo.com Turn your AI agent into your SEO manager - works today with Claude Code, Codex, and Cursor 96 Claude Code 7 3,835 tok
JUNKDOGE-JOE/after-effects-mcp AI-powered Adobe After Effects automation via MCP. Chat in a CEP panel or connect external 96 Codex, OpenCode 1 6,738 tok
LamoomAI/lamoom-python flow-prompt.com Open source library for production prompt engineering and load balancing of AI Models 96 Claude Code 1 307 tok
mgreen27/mcp-velociraptor VelociraptorMCP is a Model Context Protocol bridge for exposing LLMs to MCP clients. 96 Codex, OpenCode 1 593 tok
bluedusk/html-slides htmlslides.com Create beautiful html slides and speaker notes on the web using Claude's skills. Support G 96 Claude Code 1 339 tok
Remix-Design/RemixIcon-MCP 96 Claude Code, Codex, OpenCode 2 1,284 tok
plclub/hs-to-rocq hs-to-coq.readthedocs.io Convert Haskell source code to Coq source code. 96 Claude Code 4 11,262 tok
flplima/tmuxy tmuxy.sh The missing tmux GUI. Not a terminal emulator. 96 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,774 tok
Synerise/synerise-design A UI Design Language and React UI library powered by Synerise team https://www.synerise.co 96 Claude Code 10 2,250 tok
xiangkehan/Fathom 95 Codex, OpenCode 1 1,440 tok
Apricooooot/opencode-safechange A risk-aware multi-agent runtime for safe code migrations in OpenCode. 95 Claude Code, Codex, OpenCode 4 173 tok
Jxck/dotfiles dotfiles 95 Claude Code, Codex, OpenCode 20 4 tok
leondgarse/Atom_notebook Personal atom notebook 95 Claude Code 2 1,372 tok
shellus/cc-models 95 Claude Code 1 530 tok
GoatWang/CCStockWorkEnv 95 Claude Code 18 4,392 tok
keijiro/LowLevelDigger Low-Level 2D Physics (Unity 6.3) mini game sample project 95 Codex, OpenCode 1 157 tok
qtzx06/yolodex agent skills for autonomous data labeling, winner at openai codex hackathon 2026 95 Codex, OpenCode 1 823 tok
ev-sys/evsys-sdk ev-sys.github.io Infrastructure for thousands of task-specialised models that learn continuously from every 95 Claude Code 7 1,085 tok
stackitcloud/professional-service 95 Codex, OpenCode 1 7,448 tok
seedprod/openclaw-prompts-and-skills Telegram bot that talks to headless Claude Code - proof of concept 95 Claude Code 53 1,862 tok
JeremyVyska/bc-code-intelligence-mcp BC Code Intelligence MCP Server - Persona-driven workflow orchestration for Business Centr 95 Codex, OpenCode 1 3,817 tok
capitalparser/notebooklm-wiki-pipeline Turn Google Drive PDFs into Obsidian wiki notes via NotebookLM MCP without loading full PD 95 Claude Code 1 571 tok
rsyslog/loganalyzer Adiscon LogAnalyzer, a web frontend to log data from the same folks the created rsyslog 95 Codex, OpenCode 1 2,977 tok
EmbeddedKitOrg/EK-OmniProbe embeddedkitorg.github.io An integrated desktop debugging and analysis workbench for embedded developers, integratin 95 Codex, OpenCode 1 1,298 tok
davidmatousek/tachi Threat modeling and AI-reasoning vulnerability detection harness for Claude Code — STRIDE 95 Claude Code 78 1,350 tok
claude89757/wechat-on-airflow A WeChat intelligent application orchestration framework based on Apache Airflow, using vi 95 Codex, OpenCode 2 4,150 tok
Bike4Mind/bike4mind bike4mind.com The open-core AI workbench — notebooks, agents, RAG, voice, and images across any model: O 95 Claude Code, Cursor 2 5,010 tok
dioptx/mcp-atom-of-thoughts MCP server for structured AI reasoning — decompose problems into atomic thoughts with depe 95 Claude Code 1 997 tok
nealcaren/social-data-analysis Claude Code plugins for quantitative and qualitative sociological research 95 Claude Code 1 2,379 tok
jananthan30/Resume-Builder AI-powered resume & cover letter generator with dual ATS + HR scoring. Works for any profe 95 Claude Code, Codex, OpenCode 2 10,000 tok
tt-11-dd/tether-ai tether-code.xyz Tether Agent 95 Claude Code, Codex, OpenCode 5 732 tok
Calibre-Labs/reforge-ai-evals reforge.com Open-source AI evals toolkit: skills that guide AI coding agents to write eval rubrics, ev 95 Claude Code 1 255 tok
apeyroux/mcp-xmind 95 Claude Code 1 522 tok
JosephHampton/awesome-gemini-cli-subagents josephhampton.github.io 81 production-ready subagents for Gemini CLI and Antigravity CLI: code review, security, t 95 Codex, Gemini CLI, OpenCode 2 736 tok