How real projects configure their agents

23,614 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
dwebagents/AgentPipe dwebagents.github.io High performance multithreaded task execution and optimization engine for agents and dweb 208 Claude Code, Codex, OpenCode 2 67 tok
garagon/nanostack nanostack.sh A workflow harness that helps AI coding agents plan, review, test, and ship safer code. 208 Codex, Gemini CLI, OpenCode 2 1,018 tok
lidge-jun/cli-jaw lidge-jun.github.io 🦈 2-line install personal AI assistant. 11 AI runtime surfaces (Claude, Codex, Cursor, Ge 208 Claude Code, Codex, OpenCode 2 21,740 tok
u-ichi/compact-plus Claude Code plugin: preserve and restore working state around /compact 208 Claude Code, Codex, OpenCode 2 1,632 tok
SensorsINI/jaer Full-featured cross-platform (Linux, Windows, MacOS) desktop application for neuromorphic 208 Codex, OpenCode 1 941 tok
narumiruna/yfinance-mcp 208 Claude Code, Codex, GitHub Copilot, OpenCode 3 661 tok
shizhilya/yuan Yuan (元) — a unified destiny-reading skill for Codex, Claude Code, and Agent Skills runtim 208 Codex, OpenCode 1 216 tok
zhaoliangbin42/AI-MarkDone chromewebstore.google.com ChatGPT directory navigation, Reader source copy, Dynamic Annotation, bookmarks, PNG expor 208 Codex, GitHub Copilot, OpenCode 2 2,762 tok
Kpa-clawbot/CoreScope MeshCore mesh network analyzer — live packet visualization, VCR replay, channel decryption 208 Claude Code, Codex, GitHub Copilot, OpenCode 4 7,708 tok
cloudQuant/backtrader backtrader.readthedocs.io Optimized Python fork of Backtrader for strategy backtesting and live trading, with vector 208 Claude Code, Codex, OpenCode 2 9,000 tok
ChenShuo2004/cs-skills everlightai.top Chen Shuo’s Codex Skills and AI Workflow Handbook: turning product, content, research, and 208 Codex, OpenCode 1 311 tok
xiaojiou176-open/codeflow xiaojiou176-open.github.io OpenVibeCoding is the command tower for AI engineering: plan, delegate, track, resume, and 207 Claude Code, Codex, OpenCode 2 12,368 tok
vasylenko/bear-notes-mcp bear-notes-mcp.vercel.app MCP Server for Bear note taking app available as Claude Desktop extension or standalone se 207 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,308 tok
av/facts Antidote for fluffy specs, a toolkit for fact-driven development with AI agents 207 Claude Code, Codex, OpenCode 2 867 tok
jacob-bd/perplexity-web-mcp MCP server and Anthropic API-compatible interface for Perplexity AI web interface 207 Claude Code, Codex, OpenCode 2 2,010 tok
gura105/operational-ontology A minimal, readable reference implementation of the Operational Ontology pattern. Palantir 207 Claude Code, Codex, OpenCode 2 782 tok
Hessesian/kmp-lsp Fast, low-memory LSP server for Kotlin and Java, written in Rust 207 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,406 tok
mlzoo/mcp_forge A general-purpose development framework specifically designed for building enterprise-grad 206 Codex, OpenCode 1 420 tok
zgsm-ai/everything-ai-coding zgsm-ai.github.io A curated collection of programming AI extension resources: MCP Servers, Skills, Rules, an 206 Claude Code, Codex, OpenCode 2 12,914 tok
Michael-OvO/obsidian-knowledge-agent Agent-driven pipeline that turns raw material (PDFs, slides, syllabi, papers, URLs) into s 206 Codex, OpenCode 1 1,417 tok
vicentereig/whatsapp-cli oss.vicente.services Danger. Danger. High Voltage. Give your codex/claude access to WhatsApp 206 Codex, OpenCode 1 1,186 tok
jacob-bd/relay-ai Relay any model into any coding agent 206 Claude Code, Codex, OpenCode 2 27,810 tok
rustfs/console rustfs.com A modern, responsive web management console for RustFS distributed file system, built with 206 Claude Code, Codex, OpenCode 2 2,320 tok
ganapativs/microcharts microcharts.dev Word-sized charts for React, made for LLMs and humans — 106 chart types, zero runtime depe 206 Claude Code, Codex, OpenCode 2 5,866 tok
spire-studio/cloakbot A privacy-first AI agent that sanitizes your prompts locally with a local LLM before forwa 205 Claude Code, Codex, OpenCode 2 770 tok
MichealWayne/fe-tools blog.michealwayne.cn Commonly used frontend development documentation and website URLs, style/JS utility librar 205 Codex, OpenCode 1 1,307 tok
RaananW/babylonjs-webpack-es6 Babylon.js basic scene with typescript, webpack, es6 modules, editorconfig, eslint, hot lo 205 Codex, GitHub Copilot, OpenCode 2 2,297 tok
NotePlan/plugins The main NotePlan repository, which contains the source code for all NotePlan plugins. If 205 Claude Code, Codex, Cursor, OpenCode, Windsurf 7 1,425 tok
unchainedshop/unchained unchained.shop High-Performance Headless Node.js ESM E-Commerce Framework 205 Claude Code, Codex, OpenCode 3 3,846 tok
Azure-Samples/mcp-agent-langchainjs Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integration to ord 205 Codex, GitHub Copilot, OpenCode 6 1,365 tok
mercurialsolo/claudectl mercurialsolo.github.io Hive compute for coding agent swarms - expand your personal compute by adding on-demand ag 205 Claude Code, Codex, OpenCode 2 9,416 tok
madebyaris/native-cli-ai nca-cli.com A native Rust CLI for orchestrating AI agents across projects, with persistent sessions, 205 Codex, OpenCode 1 953 tok
kawayiYokami/astrbot_plugin_angel_memory Gives AstrBot true memory capabilities, enabling AI not only to remember but also to think 205 Codex, OpenCode 1 3,227 tok
ob-labs/agentseek ob-labs.github.io AgentSeek is an application development lifecycle toolkit for AI ecosystem apps, built by 205 Codex, OpenCode 1 142 tok
mrmidi/ASFireWire asfw.net DriverKit OHCI FireWire Host Controller for macOS 205 Claude Code, Codex, Gemini CLI, OpenCode 3 7,175 tok
oxy-hq/oxygen oxygen-hq.com Oxygen Nexus is the platform for AI Transformation 205 Claude Code, Codex, OpenCode 28 7,422 tok
steerlabs/opensteer opensteer.com Turn your computer into an AI agent workstation you can steer from your phone. 204 Claude Code, Codex, OpenCode 10 3,755 tok
zhuchunshu/SForum dalao.me SForum is a Chinese forum application with a clean interface and rich features. 204 Claude Code, Codex, OpenCode 2 7,716 tok
posit-dev/mcptools posit-dev.github.io Model Context Protocol For R 204 Claude Code, Codex, OpenCode 2 139 tok
mainline-org/mainline mainline.sh Git-native memory for coding agents. Repo memory before the diff. 204 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 1,789 tok
fitchmultz/pi-codex-goal Codex-style goal tracking and continuation for pi. 204 Codex, OpenCode 1 833 tok
nowledge-co/community Community Repo for Nowledge Labs Products 204 Claude Code, Codex, OpenCode 2 1,164 tok
NVIDIA/nvalchemi-toolkit nvidia.github.io ALCHEMI Toolkit is a developer toolkit for accelerating training and inference for AI in c 204 Claude Code, Codex, OpenCode 2 2,856 tok
ArcInstitute/SRAgent LLM agents for working with the SRA and associated bioinformatics databases. 204 Codex, Gemini CLI, OpenCode 2 631 tok
iterate/iterate iterate.com The most hackable AI agent 204 Claude Code, Codex, OpenCode 8 614 tok
DrAshBooth/PyLOB Fully functioning fast Limit Order Book written in Python 203 Claude Code, Codex, OpenCode 18 1,564 tok
permacommons/lib.reviews A free/libre code and information platform for reviews of anything 203 Codex, OpenCode 1 365 tok
harumiWeb/exstruct harumiweb.github.io Conversion from Excel to structured JSON (tables, shapes, charts) for LLM/RAG pipelines, a 203 Claude Code, Codex, OpenCode 10 1,535 tok
R44VC0RP/opencode.cafe opencode.cafe A plugin and extension cafe for OpenCode. 203 Codex, OpenCode 1 1,823 tok
stoneforge-ai/stoneforge stoneforge.ai A web dashboard and runtime for orchestrating AI coding agents 203 Claude Code, Codex, OpenCode 3 2,928 tok