How real projects configure their agents

43,484 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
vuejs-ai/skills Agent skills for Vue 3 development 2,839 Claude Code, Codex, OpenCode 2 3,087 tok
LLMQuant/quant-mind llmquantdata.com QuantMind is an agent-native knowledge extraction and retrieval framework for quantitative 2,834 Claude Code, Codex, OpenCode 5 2,264 tok
zenbu-labs/terminal-browser terminal-browser.com A browser inside your terminal 2,834 Claude Code, Codex, OpenCode 3 308 tok
dataplat/dbatools dbatools.io 🚀 SQL Server automation and instance migrations have never been safer, faster or freer 2,831 Claude Code, Codex, GitHub Copilot, OpenCode 16 5,690 tok
Project-N-E-K-O/N.E.K.O store.steampowered.com A catgirl who lives with you in real time—reaching out first, sharing your media, and actu 2,829 Claude Code, Codex 19
NVIDIA-NeMo/Switchyard Switchyard lets LLM applications route traffic across models and providers while preservin 2,826 Claude Code, Codex, OpenCode 6 2,645 tok
datachain-ai/datachain docs.datachain.ai The Context Layer for unstructured data: typed, versioned datasets over S3, GCS, Azure 2,819 Claude Code 1 87 tok
modelcontextprotocol/ext-apps apps.extensions.modelcontextprotocol.io Official repo for spec & SDK of MCP Apps protocol - standard for UIs embedded AI chatbots, 2,813 Claude Code, Codex, OpenCode 2 1,219 tok
ascending-llc/jarvis-registry jarvisregistry.com Connect any AI copilot or autonomous agent to your enterprise tools — through a single, se 2,812 Claude Code, Codex, GitHub Copilot, OpenCode 5 7,869 tok
beilunyang/moemail moemail.app A cute temporary email service built with NextJS + Cloudflare technology stack 🎉 2,810 Claude Code 1
tradermonty/claude-trading-skills tradermonty.github.io Claude Code skills for equity investors and traders — market analysis, technical charting, 2,808 Claude Code 1 12,658 tok
teaql/teaql-agent-kit teaql.io A model-mediated harness for reliable agentic software development. 2,807 Codex, OpenCode 1 677 tok
QwenLM/Qwen-MM-Plugins Make any agent harness multimodal-native. 2,807 Claude Code, Codex, OpenCode 2 811 tok
songguoxs/seedance-prompt-skill opennana.com Seedance 2.0 prompt skill for generating Seedance 2.0 video prompts 2,794 Claude Code 1
alejandrobalderas/claude-code-from-source Architecture, patterns & internals of Anthropic's AI coding agent — reverse-engineered fro 2,791 Claude Code 1 631 tok
fuergaosi233/claude-code-proxy Claude Code to OpenAI API Proxy 2,786 Claude Code 1 2,202 tok
FinMind/FinMind finmindtrade.com Open Data, more than 50 financial data sources. Provides over 50 financial datasets, mainl 2,786 Claude Code 3
SRombauts/SQLiteCpp srombauts.github.io SQLiteC++ (SQLiteCpp) is a smart and easy to use C++ SQLite3 wrapper. 2,783 Claude Code, Codex, GitHub Copilot, OpenCode 18 3,300 tok
RichardAtCT/claude-code-telegram A powerful Telegram bot that provides remote access to Claude Code, enabling developers to 2,781 Claude Code 1 1,868 tok
rusq/slackdump Save or export your private and public Slack messages, threads, files, and users locally w 2,781 Claude Code, Codex, OpenCode 2 2,463 tok
addyosmani/web-quality-skills Agent Skills for optimizing web quality based on Lighthouse and Core Web Vitals. 2,776 Claude Code, Codex, OpenCode 2 2,277 tok
EvanBacon/serve-sim The `npx serve` of Apple Simulators. 2,775 Claude Code, Codex, OpenCode 3 922 tok
Vexa-ai/vexa vexa.ai Open-source meeting transcription API for Google Meet, Microsoft Teams & Zoom. Auto-join b 2,773 Claude Code, Codex, OpenCode 2 3,242 tok
erupts/erupt erupt.xyz why write many code when few annotation do trick — annotation-driven Java framework, one c 2,772 Claude Code 1 2,062 tok
control-theory/gonzo controltheory.com Gonzo! The Go based TUI log analysis tool 2,765 Claude Code, Codex, OpenCode 2 422 tok
software-mansion/argent argent.swmansion.com An agentic toolkit to control, debug, and profile iOS and Android apps. Made by Software M 2,763 Claude Code 1 184 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 2,760 Claude Code, Codex, OpenCode 2 6,360 tok
Yeachan-Heo/gajae-code Gajae Code MVP 2,758 Codex, OpenCode 1 2,618 tok
visa/visa-vulnerability-agentic-harness Visa Vulnerability Agentic Harness 2,756 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,632 tok
folke/sidekick.nvim Your Neovim AI sidekick 2,755 Codex, OpenCode 1 820 tok
ColeMurray/background-agents backgroundagents.dev An open-source background agents coding system 2,755 Claude Code, Codex, OpenCode 3 2,066 tok
ethereumjs/ethereumjs-monorepo Ethereum L1 Protocol Stack and EVM in TypeScript 2,755 Codex, Cursor, OpenCode 3 594 tok
supermemoryai/claude-supermemory supermemory.ai Enable Claude Code to learn in real-time, update it's knowledge, and grow with you, using 2,754 Claude Code 1
johnfercher/maroto maroto.tech A maroto way to create PDFs. Maroto is inspired in Bootstrap and uses gofpdf. Fast and sim 2,752 Codex, OpenCode 1 668 tok
openlit/openlit docs.openlit.io Open-source observability & evaluation platform for AI agents and coding agents. Trace LLM 2,752 Claude Code, Codex, OpenCode 4 829 tok
FluidInference/FluidAudio docs.fluidinference.com Frontier CoreML audio models in your apps — text-to-speech, speech-to-text, voice activity 2,750 Claude Code, Codex, GitHub Copilot, OpenCode 7 3,646 tok
baojie/shiji-kb 2,750 Claude Code 7 4,555 tok
microsoft/clarity clarity.microsoft.com A behavioral analytics library that uses dom mutations and user interactions to generate a 2,742 Claude Code, GitHub Copilot 2 3,256 tok
compozy/compozy compozy.com An operating system for AI agents. Plug in the agent CLIs you already use (Claude Code, Co 2,733 Claude Code, Codex, OpenCode 4 1,695 tok
doronz88/pymobiledevice3 doronz88.github.io Pure python3 implementation for working with iDevices (iPhone, etc...). 2,733 Claude Code, Codex, OpenCode 5 1,794 tok
huangwb8/ChineseResearchLaTeX A collection of commonly used LaTeX templates for Chinese research 2,721 Claude Code, Codex, OpenCode 2 2,577 tok
jeremylongshore/tons-of-skills-marketplace jeremylongshore.github.io Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapter 2,714 Claude Code, Codex, OpenCode 5 11,702 tok
getopenscreen/openscreen getopenscreen.com Record your screen, ship a demo. Free and open-source, GPU-accelerated, no watermarks, no 2,712 Codex, OpenCode 1 5,627 tok
puaclaw/PUAClaw puaclaw.org Claws will eventually take over the world, PUAClaw is All You Need 2,707 Claude Code 1 2,732 tok
sheeki03/tirith tirith.sh Terminal security for developers and AI agents. Intercepts homograph URLs, pipe-to-shell, 2,707 Claude Code 2
spider-rs/spider spider.cloud Get web data for AI agents and LLMs - fast, efficient, and reliable with Rust 2,706 Claude Code 1 4,720 tok
nteract/semiotic semiotic.nteract.io React data visualization library for streaming, networks, and AI-assisted development 2,705 Claude Code, Codex, GitHub Copilot, OpenCode 5 1,807 tok
cocoindex-io/cocoindex-code cocoindex.io A super light-weight embedded code search engine CLI (AST based) that just works - improv 2,699 Claude Code 1 1,766 tok
refraction-ray/xalpha xalpha.readthedocs.io A backtesting engine for fund investment management 2,696 Claude Code, Codex, OpenCode 2 917 tok
dgunning/edgartools edgartools.readthedocs.io Read and analyze SEC EDGAR filings in Python. 10-K, 8-K, XBRL financials, Form 3/4/5, 13F, 2,693 Claude Code 24 1,438 tok