How real projects configure their agents

21,881 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 agents7,374Claude Code6,573Data and AI3,706Backend and APIs3,486Languages3,398Planning3,181Git and workflow3,100Code review2,701Memory and context2,354Testing2,311Research2,292DevOps and cloud2,282Writing and docs2,269Frontend2,250Security1,980Productivity1,695

All Claude Code32,004 Codex23,112 OpenCode21,881 GitHub Copilot3,501 Gemini CLI1,902 Cursor1,724 Windsurf62 Kiro40

Project Stars Configures Files Always loaded
mysticaltech/terraform-hcloud-kube-hetzner Optimized and Maintenance-free Kubernetes on Hetzner Cloud in one command! 3,925 Claude Code, Codex, OpenCode 12 4 tok
foru17/neko-master A modern and elegant dashboard for network traffic visualization and analysis. 3,924 Claude Code, Codex, GitHub Copilot, OpenCode 9 3,234 tok
evalstate/fast-agent fast-agent.ai Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP/A2A Support 3,914 Codex, OpenCode 1 1,057 tok
steipete/oracle askoracle.sh Ask the oracle when you're stuck. Invoke GPT-5 Pro with a custom context and files. 3,906 Codex, OpenCode 1 1,193 tok
liustack/modlens liustack.dev The first vision plugin for DeepSeek Harness, and the vision bridge for every text-only co 3,896 Codex, OpenCode 1 1,760 tok
basicmachines-co/basic-memory basicmemory.com AI conversations that actually remember. Never re-explain your project to your AI again. J 3,876 Claude Code, Codex, OpenCode 23 7,653 tok
huggingface/huggingface_hub huggingface.co The official CLI and Python client for the Hugging Face Hub. 3,875 Claude Code, Codex, OpenCode 3 2,568 tok
remorses/playwriter playwriter.dev Chrome extension & CLI to let agents control your browser. Runs Playwright snippets in a s 3,862 Codex, OpenCode 1 11,237 tok
dromara/liteflow Lightweight, fast, stable, programmable component-based rule engine — where AI Agents orch 3,844 Claude Code, Codex, OpenCode 2 7,342 tok
dagucloud/dagu dagu.sh Self-hostable workflow orchestrator for teams whose main work isn't orchestration. Declara 3,841 Claude Code, Codex, OpenCode 2 1,237 tok
magnitudedev/magnitude magnitude.dev Open source inference server that runs the best local models for your hardware, plugged in 3,818 Claude Code, Codex, OpenCode 3 1,903 tok
cloudflare/kumo kumo-ui.com Cloudflare's component library for building modern web applications. 3,814 Claude Code, Codex, OpenCode 3 2,265 tok
Atmosphere/atmosphere async-io.live Portable AI agent runtime for the JVM. One @Agent class runs on Spring AI, LangChain4j, An 3,809 Claude Code, Codex, OpenCode 9 7,963 tok
nickjvandyke/opencode.nvim Neovim 🤝 OpenCode in the flow that you already know. 3,809 Codex, OpenCode 1 1,133 tok
ThatGuySam/doesitarm doesitarm.com 🦾 A list of reported app support for Apple Silicon as well as Apple M4 and M3 Ultra Macs 3,796 Codex, Cursor, OpenCode 2 849 tok
mckinsey/vizro vizro.readthedocs.io Vizro is a low-code toolkit for building high-quality data visualization apps. 3,789 Claude Code, Codex, GitHub Copilot, OpenCode 3 832 tok
TracecatHQ/tracecat tracecat.com Open-source security automation platform for teams and AI agents 3,789 Claude Code, Codex, OpenCode 11 5,824 tok
ilysenko/codex-desktop-linux Unofficial ChatGPT desktop app for Linux (formerly the Codex app), built locally from Open 3,774 Codex, OpenCode 1 1,444 tok
Hisn00w/ASu-skills 🚀 A collection of practical AI Skills for job seeking and development, supporting resume 3,774 Claude Code, Codex, OpenCode 2 623 tok
EverMind-AI/Raven raven.evermind.ai The Harness of Harnesses: a trusted, persistent, self-evolving multi-agent ecosystem for a 3,768 Claude Code, Codex, OpenCode 2 4,882 tok
kubernetes-sigs/agent-sandbox agent-sandbox.sigs.k8s.io agent-sandbox enables easy management of isolated, stateful, singleton workloads, ideal fo 3,765 Claude Code, Codex, GitHub Copilot, OpenCode 9 4,625 tok
NVIDIA/Model-Optimizer nvidia.github.io A unified library of SOTA model optimization techniques like quantization, distillation, p 3,757 Claude Code, Codex, OpenCode 2 923 tok
unclebob/swarm-forge A simple tool for coordinating several AI agents. 3,748 Codex, OpenCode 1 61 tok
glitternetwork/pinme pinme.eth.limo Deploy Your Frontend in a Single Command. Claude Code Skills supported. 3,738 Claude Code, Codex, OpenCode 2 1,447 tok
ZToolsCenter/ZTools An open-source implementation of uTools, a high-performance, scalable application launcher 3,732 Codex, OpenCode 1 542 tok
yvgude/lean-ctx leanctx.com LeanCTX — Context Intelligence for AI systems. 3,728 Codex, GitHub Copilot, OpenCode 2 2,476 tok
bethington/ghidra-mcp Ghidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headle 3,719 Claude Code, Codex, OpenCode 2 10,062 tok
livestorejs/livestore livestore.dev LiveStore is a next-generation state management framework based on reactive SQLite and bui 3,696 Claude Code, Codex, OpenCode 4 1,556 tok
rust-lang/crates.io crates.io The Rust package registry 3,691 Codex, OpenCode 1 2,498 tok
kirodotdev/KiroCrew kiro.dev A persistent workspace for development work that self-improves and continues beyond one se 3,687 Claude Code, Codex, OpenCode 2 9,595 tok
tutti-os/tutti tutti.sh Where people and agents build in tune. 3,686 Codex, OpenCode 6 2,302 tok
memodb-io/Acontext acontext.io Agent Skills as a Memory Layer 3,685 Claude Code, Codex, OpenCode 2 2,448 tok
modelcontextprotocol/java-sdk java.sdk.modelcontextprotocol.io The official Java SDK for Model Context Protocol servers and clients. Maintained in collab 3,683 Codex, OpenCode 1 839 tok
raullenchai/Rapid-MLX pypi.org The fastest local AI engine for Apple Silicon. 4.2x faster than Ollama, 0.08s cached TTFT, 3,678 Claude Code, Codex, OpenCode 3 782 tok
kagent-dev/kagent kagent.dev Cloud Native Agentic AI | Discord: https://bit.ly/kagentdiscord 3,664 Claude Code, Codex, OpenCode 4 2,745 tok
gotalab/cc-sdd Turn approved specs into long-running autonomous implementation. A minimal, adaptable SDD 3,654 Claude Code, Codex, OpenCode 2 1,613 tok
open-wa/wa-automate-nodejs openwa.dev 💬 🤖 The most reliable tool for chatbots with advanced features. Be sure to 🌟 this rep 3,652 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,053 tok
microsoft/mcp Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI-p 3,646 Codex, GitHub Copilot, OpenCode 2 8,822 tok
UsefulSoftwareCo/executor executor.sh The missing integration layer for AI agents. Let them call any OpenAPI / MCP / GraphQL / c 3,638 Claude Code, Codex, OpenCode 23 674 tok
kiali/kiali kiali.io Kiali project, observability for the Istio service mesh 3,634 Codex, OpenCode 1 18,233 tok
geekjourneyx/md2wechat-skill md2wechat.cn Markdown to WeChat CLI | One-click formatting and publishing to WeChat Official Accounts: 3,630 Claude Code, Codex, GitHub Copilot, OpenCode 3 10,703 tok
CookSleep/gpt_image_playground gpt-image-playground.cooksleep.dev Image generation and editing tool based on the OpenAI gpt-image-2 API 3,630 Codex, OpenCode 1 2,131 tok
strukto-ai/mirage strukto.ai The World's First Virtual Terminal for AI Agents 3,612 Claude Code, Codex, OpenCode 2 15,771 tok
TinyAGI/tinyagi office.tinyagicompany.com TinyAGI is the agent teams orchestrator for One Person Company. (fka TinyClaw) 3,611 Claude Code, Codex, OpenCode 10 1,262 tok
nowork-studio/notfair-plugin notfair.co Open-source SEO, GEO, and marketing skills for AI agents. 3,601 Claude Code, Codex, OpenCode 2 3,815 tok
nextlevelbuilder/goclaw goclaw.sh GoClaw - GoClaw is OpenClaw rebuilt in Go — with multi-tenant isolation, 5-layer security, 3,590 Claude Code, Codex, OpenCode 2 12,319 tok
millionco/expect expect.dev Expect tests your agent's code in a real browser 3,552 Claude Code, Codex, OpenCode 10 6,472 tok
smallcloudai/refact refact.ai AI Agent that handles engineering tasks end-to-end: integrates with developers’ tools, pla 3,541 Claude Code, Codex, OpenCode 2 2,346 tok
truera/trulens trulens.org Evaluation and Tracking for LLM Experiments and AI Agents 3,536 Codex, OpenCode 1 2,825 tok
arcboxlabs/arcbox arcbox.dev Run AI agents on real and isolated machines — own kernel, filesystem, and network — with < 3,513 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,748 tok