How real projects configure their agents

23,702 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
textura-agency/next16-claude-starter AI-first Next.js 16 starter for animation-heavy sites, wired with an Obsidian vault & Clau 146 Claude Code, Codex, Cursor, OpenCode 7 2,430 tok
pony-maggie/code_minions 146 Codex, OpenCode 1 1,489 tok
alfredolopez80/multi-agent-ralph-loop Autonomous orchestration framework for Claude Code with MemPalace-inspired memory (4-layer 146 Claude Code, Codex, OpenCode 2 2,018 tok
HHU3637kr/skills Some skills for personal use 146 Claude Code, Codex, OpenCode 2 942 tok
orailnoor/orailnoor-CloudBot-Termux 146 Codex, OpenCode 1 643 tok
gdarko/laravel-vue-starter AI-native Laravel/Vue boilerplate. Tailwind + DaisyUI, Sanctum, Fortify, Pinia. Built-in a 146 Claude Code, Codex, Gemini CLI, OpenCode 3 5,810 tok
nooscraft/tokuin CLI tool – estimates LLM tokens/costs and runs provider-aware load tests for OpenAI, Anthr 146 Codex, OpenCode 1 1,235 tok
apache/hugegraph-ai hugegraph.apache.org The integration of HugeGraph with AI/LLM & GraphRAG 146 Codex, OpenCode 1 787 tok
alejandroll10/idea-evaluation-pipeline 8-step pipeline for evaluating PhD research ideas to top-3 finance journal quality. Works 146 Claude Code, Codex, OpenCode 2 1,672 tok
spearchucker667/kimiko moonshot.ai Bypass all api restraints within Kimi-CLI 146 Codex, OpenCode 1 1,096 tok
benedict2310/TelePi futurelab.studio Telegram bridge for the Pi coding agent — continue sessions from your phone with voice, im 146 Codex, OpenCode 1 1,049 tok
vinilana/invokta docs.invokta.dev A TypeScript framework for reusable domain AI capabilities across direct, CLI, and MCP tra 146 Claude Code, Codex, OpenCode 5 178 tok
DFKHelper/token-goat npmjs.com Auto AI improver. Cost and token burn reducer, turn saver, and focus keeper for Claude Cod 146 Codex, GitHub Copilot, OpenCode 2 4,298 tok
0xzr/freellmpool 0xzr.github.io Free LLM gateway: 22 LLM providers, 178 enabled chat routes, 431 cataloged chat models; ke 146 Codex, OpenCode 1 1,200 tok
wuisabel-gif/MemWhale wuisabel-gif.github.io Persistent, local memory for developers and their coding agents. Records commands, output, 146 Codex, OpenCode 1 724 tok
dorkitude/linctl A Linear CLI tool built with agents in mind (but useful to humans too). Implemented in Go 145 Claude Code, Codex, Gemini CLI, OpenCode 3 659 tok
LF-Decentralized-Trust-labs/gitmesh GitMesh: Policy-as-Code Engine for Open Source AI Agent Orchestration 145 Claude Code, Codex, OpenCode 3 1,266 tok
coleam00/PydanticAI-Research-Agent Pydantic AI Research Agent Built with the PRP Framework Template 145 Claude Code, Codex, OpenCode 2 4,184 tok
PatrickSUDO/fadacai-portfolio Claude Code investment research and portfolio management framework: skills + MCP + first-p 145 Claude Code, Codex, OpenCode 17 42,934 tok
marmot-protocol/marmot The Marmot Protocol is a messaging protocol that specifies how to do efficient end-to-end 145 Claude Code, Codex, OpenCode 2 1,080 tok
avabbbb/Flovart avabbbb.github.io Flovart addresses gaps in canvas automation. It supports Claude Code, Codex, and others, a 145 Claude Code, Codex, GitHub Copilot, OpenCode 12 3,848 tok
posit-dev/btw posit-dev.github.io A complete toolkit for connecting R and LLMs 145 Codex, OpenCode 1 3,690 tok
tinyhumansai/tiny.place tiny.place The social economy for autonomous AI agents. 145 Claude Code, Codex, OpenCode 2 3,379 tok
humanspeak/svelte-markdown markdown.svelte.page 📝 Markdown and HTML renderer for Svelte 5 — built for streaming AI agent output from Clau 145 Claude Code, Codex, OpenCode 2 1,904 tok
HappyLifeOk/cc-3-8-x-mcp MCP service + offline CLI for Cocos Creator 3.8.x: exposes the editor's scene, asset, prev 145 Codex, OpenCode 1 1,566 tok
vibe-cafe/vibe-usage-app vibecafe.ai Token usage statistics tool (macOS app) 145 Codex, OpenCode 1 13,053 tok
luongnv89/skills luongnv.com Supercharge your AI agents/bots with reusable skills 145 Claude Code, Codex, OpenCode 6 1,172 tok
nirholas/pump-fun-sdk sdk.pumpk.it Token creation launching, bonding curve trading, AMM migration, tiered fees, creator fee s 145 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 8,351 tok
tg-prplx/vellium Local-first desktop AI workbench for roleplay, multi-character chat, long-form writing, RA 145 Codex, OpenCode 1 6,779 tok
przbadu/hermes-ui Web UI for hermes, PWA installable app, extracted from hermes desktop, mobile app availabl 145 Codex, OpenCode 1 1,006 tok
faust-machines/fusion360-mcp-server MCP Server for Autodesk Fusion 360 145 Codex, OpenCode 1 2,580 tok
alecs5am/ralphy alecs5am.com Open-source desktop app for content creation, with an agent runtime and standalone CLI. 144 Claude Code, Codex, OpenCode 59 10,574 tok
Lianues/Lim-Code A powerful VS Code AI coding assistant 144 Codex, OpenCode 1 319 tok
tobiasosborne/alethfeld Rigorous Proofs via Adversarial AI Agents 144 Claude Code, Codex, OpenCode 13 444 tok
LSTM-Kirigaya/openclaw-onebot An OneBot integration framework for OpenClaw, used to connect to QQ. 144 Codex, OpenCode 1 1,705 tok
julianromli/opencode-template threads.com OpenCode CLI Template by @faizntfd 144 Codex, OpenCode 1 4,131 tok
vogler75/monster-mq monstermq.com MonsterMQ is a MQTT broker built on Vert.X and Hazelcast with data persistence through Pos 144 Claude Code, Codex, OpenCode 7 4,344 tok
TrNgTien/vfs vfs-site.netlify.app Reduce AI agent token usage by 98% via Virtual Function Signatures. MCP server for Cursor 144 Codex, OpenCode 1 3,334 tok
iamtouchskyer/memex memra.vercel.app Zettelkasten-based persistent memory for AI coding agents. Works with Claude Code, Cursor, 144 Claude Code, Codex, Cursor, Gemini CLI, OpenCode, Windsurf 5 8,050 tok
ZinkLu/Orca-Orchestration 144 Claude Code, Codex, OpenCode 2 3,282 tok
block/ai-rules Manage AI rules, commands, and skills across multiple coding agents from one place. 144 Claude Code, Codex, OpenCode 2 34 tok
prime-radiant-inc/superpowers-evals Behavioral eval lab (Quorum) for the superpowers project that drives real coding-agent CLI 144 Claude Code, Codex, OpenCode 2 4,604 tok
aws-bench/aws-bench aws-bench measures how well AI agents and model combinations perform on real AWS work — di 144 Claude Code, Codex, OpenCode 2 1,087 tok
benavlabs/vibe-check Security checklist for vibe coded apps. AI rules file + automated audit + manual verificat 144 Codex, OpenCode 1 1,689 tok
off-grid-ai/OGAD Your private, on-device personal AI assistant for macOS and Windows. Chat, create, search 144 Claude Code, Codex, OpenCode 3 509 tok
CamusGIT/EvoQuant EvoQuant is a self-evolving AI research agent specialized in quantitative investment resea 143 Codex, OpenCode 1 572 tok
D-Robotics/moss 143 Codex, OpenCode 1 12,928 tok
veliovgroup/mail-time npmjs.com 📮 Email queue extending NodeMailer with multi SMTP transports and horizontally scaled app 143 Claude Code, Codex, OpenCode 2 5,706 tok
johnpapa/heroes-vue papa-heroes-vue.azurewebsites.net Tour of Heroes app written with Vue 143 Codex, GitHub Copilot, OpenCode 2 3,408 tok
plustar35/echo-reading A notebook skeleton for reading a book deeply with Claude Code—an immersive conversational 143 Claude Code, Codex, OpenCode 8 3,438 tok