How real projects configure their agents

44,817 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
SynkraAI/aiox-core Synkra AIOS: AI-Orchestrated System for Full Stack Development - Core Framework v4.0 3,144 Claude Code, Codex, Gemini CLI, OpenCode 18 1,466 tok
southleft/figma-console-mcp southleft.com Your design system as an API. Connect AI to Figma for extraction, creation, and debugging. 3,142 Claude Code 3 415 tok
tfredrich/RestApiTutorial.com restapitutorial.com HTML Source code for www.RestApiTutorial.com 3,141 Claude Code, Codex, OpenCode 2 865 tok
projectchrono/chrono projectchrono.org High-performance C++ library for multiphysics and multibody dynamics simulations 3,140 Codex, OpenCode 1 2,011 tok
FStarLang/FStar fstar-lang.org A Proof-oriented Programming Language 3,135 Claude Code 1 —
tianma-if/edgeever edgeever.org AI-native knowledge base & Evernote/Obsidian alternative with instant sync & native MCP. F 3,131 Codex, OpenCode 1 2,962 tok
BytePioneer-AI/codex-host Run Pi and Claude Code directly in Codex Desktop. 3,131 Claude Code, Codex, OpenCode 16 1,561 tok
spiceai/spiceai docs.spiceai.org Add a real-time analytics node to your operational database. Spice is a portable, accelera 3,130 Claude Code, Codex, Cursor, OpenCode 15 15,656 tok
stravu/crystal nimbalyst.com (Crystal is now Nimbalyst) Run multiple Codex and Claude Code AI sessions in parallel git 3,127 Claude Code, Codex, OpenCode 2 7,093 tok
LLMQuant/quant-mind llmquantdata.com QuantMind is an open source agent-native knowledge extraction and retrieval framework for 3,125 Claude Code, Codex, OpenCode 5 2,264 tok
nuxt-content/docus docus.dev Write beautiful documentations with Nuxt and Markdown. 3,123 Claude Code 1 —
msgbyte/tianji tianji.dev Tianji: Insight into everything, Website Analytics + Uptime Monitor + Server Status. not o 3,119 Codex, OpenCode 1 569 tok
wasserth/TotalSegmentator Tool for robust segmentation of >100 important anatomical structures in CT and MR images 3,116 Codex, OpenCode 1 1,240 tok
coddingtonbear/obsidian-local-rest-api coddingtonbear.github.io A secure REST API and Model Context Protocol (MCP) server for your vault. 3,116 Claude Code, Codex, OpenCode 3 2,817 tok
supermemoryai/apple-mcp x.com Collection of apple-native tools for the model context protocol. 3,113 Claude Code 1 271 tok
sonos/tract Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference 3,111 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,717 tok
plugin87/ux-ui-agent-skills plugin87.github.io Turn Claude into a senior design architect: DTCG tokens, 52 components, WCAG 2.2 AA-AAA, 1 3,108 Claude Code, Codex, OpenCode 6 8,805 tok
chaterm/Chaterm chaterm.ai Open source AI terminal for cloud and infrastructure management, enabling you to deploy, t 3,105 Claude Code, Codex, OpenCode 2 4,048 tok
viperrcrypto/Siftly Local Twitter/X bookmark organizer with AI categorization and mindmap visualization 3,087 Claude Code 1 1,079 tok
MemMachine/MemMachine memmachine.ai Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable 3,086 Codex, OpenCode 1 1,070 tok
pulumi/kubespy pulumi.com Tools for observing Kubernetes resources in real time, powered by Pulumi. 3,085 GitHub Copilot 1 1,506 tok
MetaMask/metamask-mobile metamask.io Mobile web browser providing access to websites that use the Ethereum blockchain 3,082 Claude Code, Codex, OpenCode 4 2,564 tok
aaron-he-zhu/aaron-marketing-skills aaronmarketing.ai 120 marketing skills as an AI marketing staff — plugin, portable skills, or an 8-bot team 3,074 Claude Code, Codex, OpenCode 2 6,255 tok
Yeachan-Heo/gajae-code Gajae Code MVP 3,065 Codex, OpenCode 1 3,146 tok
audreyt/ethercalc ethercalc.net Web spreadsheet — no sign-up, no install. 3,063 Codex, OpenCode 1 2,265 tok
vanzan01/cursor-memory-bank A modular, documentation-driven framework using Cursor custom modes (VAN, PLAN, CREATIVE, 3,056 Claude Code, Cursor 6 —
deedy5/ddgs A metasearch library that aggregates results from diverse web search services 3,053 Codex, OpenCode 1 1,821 tok
visa/visa-vulnerability-agentic-harness Visa Vulnerability Agentic Harness 3,052 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,744 tok
Shelf-nu/shelf.nu shelf.nu A free open source IT asset / Equipment / management and scheduling system. 3,051 Claude Code, Codex, GitHub Copilot, OpenCode 22 15,281 tok
modelcontextprotocol/ext-apps apps.extensions.modelcontextprotocol.io Official repo for spec & SDK of MCP Apps protocol - standard for UIs embedded AI chatbots, 3,051 Claude Code, Codex, OpenCode 2 1,219 tok
Simon-He95/markstream-vue markstream.simonhe.me Multi-framework streaming Markdown renderers for AI apps: Vue/Nuxt, React/Next.js, Octane, 3,051 Codex, OpenCode 13 644 tok
allenpeng0705/EnvoyMesh homeclaw.cn Decentralized P2P mesh for autonomous AI agents — self-sovereign identity, peer-to-peer ch 3,050 Claude Code, Codex, OpenCode 3 12,852 tok
addyosmani/web-quality-skills Agent Skills for optimizing web quality based on Lighthouse and Core Web Vitals. 3,043 Claude Code, Codex, OpenCode 2 2,277 tok
digitalinnovationone/dio-agent Agente de IA criado pela DIO para apoiar seus estudos. 3,036 Claude Code, Codex, OpenCode 2 1,326 tok
silexlabs/Silex silex.me Silex is an online tool for visually creating static sites with dynamic data. With the fre 3,033 Codex, OpenCode 1 1,449 tok
butterbase-ai/butterbase Open-source backend-as-a-service. Postgres, auth, storage, functions, AI gateway, MCP. 3,030 Codex, OpenCode 1 299 tok
qxcnm/Codex-Manager An account management and switching tool for Codex CLI. Provides local gateway forwarding 3,028 Codex, OpenCode 1 1,221 tok
vercel-labs/opensrc opensrc.sh Fetch source code for npm packages to give AI coding agents deeper context 3,027 Codex, OpenCode 1 822 tok
huggingface/tau twotimespi.dev A Python port of Pi’s minimalist coding agent. 3,023 Codex, OpenCode 1 678 tok
huangwb8/ChineseResearchLaTeX A collection of commonly used LaTeX templates for Chinese research 3,020 Claude Code, Codex, OpenCode 2 2,791 tok
public-clis/twitter-cli A CLI for Twitter/X — feed, bookmarks, and user timeline in terminal 3,017 Codex, OpenCode 1 541 tok
supabase/agent-skills supabase.com Agent Skills to help developers using AI agents with Supabase 3,009 Claude Code, Codex, OpenCode 2 1,633 tok
raine/workmux workmux.dev git worktrees + tmux windows for zero-friction parallel dev 3,009 Claude Code 3 —
alejandrobalderas/claude-code-from-source Architecture, patterns & internals of Anthropic's AI coding agent — reverse-engineered fro 3,006 Claude Code 1 631 tok
nicknisi/dotfiles vim, zsh, git, homebrew, neovim - my whole world 3,004 Claude Code 2 285 tok
zcaceres/markdownify-mcp A Model Context Protocol server for converting almost anything to Markdown 2,999 Claude Code 1 43 tok
supabase/mcp supabase.com Connect Supabase to your AI assistants 2,994 Claude Code, Codex, OpenCode 2 28 tok
songguoxs/seedance-prompt-skill opennana.com Seedance 2.0 prompt skill for generating Seedance 2.0 video prompts 2,987 Claude Code 1 —
rilldata/rill rilldata.com The fastest business intelligence tool for humans and agents. 2,985 Claude Code 8 —
michaelshimeles/ralphy ralphy.goshen.fyi My Ralph Wiggum setup, an autonomous bash script that runs Claude Code, Codex, OpenCode, C 2,983 Claude Code, Cursor 2 1,322 tok