How real projects configure their agents

24,785 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
vox-deorum/vox-deorum LLM-enhanced AI system for Civilization V upon the Community Patch + Vox Populi. 107 Codex, OpenCode 2 1,108 tok
plasma-ai/wiki Indexed knowledge bases with command-line tools for agents. 107 Claude Code, Codex, OpenCode 2 5,461 tok
dorakoo/doubao-studio Windows multi-account AI content production workbench | Projects and CSV tasks, resumable 107 Codex, OpenCode 1 2,070 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
watt-mind/coach coachwatts.com Your open source AI coach and unified fitness dashboard. 107 Claude Code, Codex, Gemini CLI, OpenCode 20 3,616 tok
bwz96sco/or_llm_agent arxiv.org OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems 107 Claude Code, Codex, OpenCode 2 1,474 tok
rigortype/rigor rigor.typedduck.fail Inference-first static analysis for Ruby 107 Claude Code, Codex, OpenCode 23 2,502 tok
Ranteck/graph-engineer 106 Claude Code, Codex, OpenCode 7 4,991 tok
shahsagarm/sagarshah.dev sagarshah.dev Portfolio site, fully vibe coded. Next.js 16 + React 19 + Tailwind v4 on Vercel 106 Claude Code, Codex, OpenCode 2 2,258 tok
papadopouloskyriakos/agentic-chatops kyriakos.papadopoulos.tech 3-tier agentic ChatOps (n8n + GPT-4o + Claude Code) implementing all 21 patterns from "Age 106 Claude Code, Codex, OpenCode 2 42,732 tok
Polydile/dile-components dile-components.com Custom elements catalog for all kind of projects and frameworks. 106 Codex, OpenCode 1 1,155 tok
soba-labs/langchain-agent-skills A collection of agent-optimized LangChain, LangGraph and LangSmith skills for AI coding as 106 Claude Code, Codex, OpenCode 2 2,635 tok
lynxlangya/techne techne.wangyun.fan Forcing-function skills for AI agents — validated to improve behavior, not just change it. 106 Claude Code, Codex, OpenCode 2 3,746 tok
bit-of-a-shambles/open-tender-watch Rails 8 app monitoring public procurement to detect corruption risk patterns across Portug 106 Codex, OpenCode 1 5,528 tok
CatChen/knowledge-wiki-template 106 Claude Code, Codex, OpenCode 9 740 tok
codebar/planner codebar.io 🗓 the main codebar site 106 Codex, OpenCode 1 2,289 tok
Teczer/fast-expo-app fast-expo-app-web.vercel.app ⚡ Fast Expo App - React Native boilerplate CLI for rapid mobile app development. Instantly 106 Codex, OpenCode 1 7,730 tok
hogancv/coordinate-agents hogancv.github.io Coordinate multiple AI coding agents through a local-first, recoverable Agent Bus. 106 Codex, OpenCode 1 1,675 tok
lawliet206/ROS ROS Noetic two-wheel differential-drive autonomous mobile robot: ESP32 chassis (PID/encode 106 Codex, OpenCode 1 1,724 tok
tjx666/vscode-mcp MCP server for Claude Code/VSCode/Cursor/Windsurf to use editor self functionality. ⚡ Get 106 Claude Code, Codex, OpenCode 6 79 tok
railsblueprint/blueprint-mcp blueprint-mcp.railsblueprint.com MCP server for browser automation across Chrome, Firefox, and Safari using real browser pr 106 Claude Code, Codex, OpenCode 2 3,921 tok
Clawdi-AI/clawdi clawdi.ai 106 Claude Code, Codex, OpenCode 2 1,800 tok
Ocean-Industries-Concept-Lab/openbridge-webcomponents openbridge.no OpenBridge design system implemented as Lit-based web components with support for all majo 106 Claude Code, Codex, GitHub Copilot, OpenCode 29 99,789 tok
clabby/tact A terminal interface for Nanocodex 106 Codex, OpenCode 1 568 tok
QuantumBFS/sci-brain Brain storming like a senior research scientist 106 Claude Code, Codex, OpenCode 3 1,714 tok
Apra-Labs/apra-fleet AI agents that write code, review each other's work, and coordinate across your machines 106 Claude Code, Codex, OpenCode 11 8,192 tok
moonbitlang/openseek openseek-api.moonbitlang.cn DeepSeek-backed MoonBit coding agent. 106 Codex, OpenCode 1 1,179 tok
WebMCP-org/npm-packages NPM packages for MCP-B: Transport layers, React hooks, and browser tools for the Model Con 106 Claude Code, Codex, OpenCode 5 3,268 tok
bestagentkits/cloud-harness-mcp harness.agentkit.best Remote coding harness exposed as a secure Streamable HTTP MCP server 106 Claude Code, Codex, OpenCode 3 3,175 tok
ifBars/blender-agent-studio ifbars.github.io Free, open-source Blender AI plugin for the tools you already use. Codex and Claude Code i 106 Claude Code, Codex, OpenCode 2 225 tok
liyuqin606-del/packrehearsal packrehearsal-release-gate.lylylyqlyq.chatgpt.site Turn npm, Python, and Rust release evidence into bounded Codex maintenance tasks. 105 Codex, OpenCode 1 608 tok
jordan-edai/codex-reset-watcher Local-first macOS menu bar app for Codex usage limits and reset credits. 105 Codex, OpenCode 1 2,331 tok
tomkabel/google-botguard-security-research tomabel.ee SoK: Client-Side Anti-Automation Under VLM-Based Attack – an analytical systematization of 105 Codex, OpenCode 1 361 tok
celeritas-project/celeritas celeritas-project.github.io Celeritas is a new Monte Carlo transport code designed to accelerate scientific discovery 105 Claude Code, Codex, GitHub Copilot, OpenCode 8 3,010 tok
mcpc-tech/mcpc Build agentic-MCP servers by composing existing MCP tools. 105 Claude Code, Codex, GitHub Copilot 5 1,191 tok
openshift/rosa 105 Claude Code, Codex, Gemini CLI, OpenCode 7 3,501 tok
swarmauri/swarmauri-sdk swarmauri.com Modular Python SDK and monorepo for AI agents, LLM integrations, tools, parsers, embedding 105 Codex, OpenCode 1 537 tok
toolboxmd/karpathy-wiki Karpathy Wiki - Claude Code skills for building persistent, compounding knowledge bases. B 105 Claude Code, Codex, OpenCode 3 922 tok
s-morgan-jeffries/apple-mail-fast-mcp 🤖 MCP server for Apple Mail - Manage emails with AI using Claude Desktop. Search, send, o 105 Claude Code, Codex, OpenCode 11 1,782 tok
tig/mcec tig.github.io The Model Context Environment Controller is eyes, hands, and a safe front door for agents 105 Codex, OpenCode 1 4,279 tok
debs-obrien/playwright-movies-app debs-obrien.github.io Playwright tests for a Movie App 105 Claude Code, Codex, GitHub Copilot, OpenCode 16 891 tok
av/mi self-extending sandboxed agentic harness. a loop, two tools and an llm 105 Claude Code, Codex, OpenCode 14 2,441 tok
vwww-droid/Mira Mobile runtime detection workbench for AI (iOS and Android) 105 Codex, OpenCode 1 1,376 tok
uilibs/uiprotect Python API for UniFi Protect (Unofficial) 105 Claude Code, Codex, OpenCode 2 6,460 tok
Smana/cloud-native-ref blog.ogenki.io Opiniated Cloud Native Platform Reference 105 Claude Code, Codex, OpenCode 11 2,269 tok
kunwarVivek/mcp-github-project-manager MCP server for AI-powered GitHub project management — 20 tools, 169 actions, agent swarm o 105 Claude Code, Codex, OpenCode 9 12,530 tok
vanga/indian-high-court-judgments Code for scraping Indian high court judgments | Dataset is opensourced via AWS open data e 105 Claude Code, Codex, OpenCode 2 654 tok
TensorHub-ORG/Storydex storydex.septemc.com Storydex is a professional-grade AI text storytelling tool. / Storydex is a professional-g 105 Codex, OpenCode 1 796 tok
Red-Hat-AI-Innovation-Team/training_hub An algorithm-focused interface for common llm training, continual learning, and reinforcem 105 Claude Code, Codex, OpenCode 6 10,713 tok
rafmacalaba/armada Loop engineering for software development. Turn any repository into a self-organizing AI e 105 Codex, OpenCode 1 1,423 tok