How real projects configure their agents

43,579 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
SwapnilSoni1999/amul-notify amul.10xdev.me 🍫 Fastest and most reliable Amul stock checker. 177 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,346 tok
meta-quest/webxr-first-steps meta-quest.github.io Your first steps into immersive web development with WebXR. 177 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 1,494 tok
vmDeshpande/ai-agent-automation Modular AI agent workflow automation platform with schedulers, tools, and observability. h 177 Claude Code, Codex, OpenCode 7 3,887 tok
mongodb-js/kerberos Kerberos library for node.js 177 Claude Code, Codex, OpenCode 2 859 tok
lizyoko9/bitdance-agenthub 177 Claude Code, Codex, OpenCode 7 4,653 tok
ZhangHanDong/claude-code-api-rs A high-performance Rust implementation of an OpenAI-compatible API gateway for Claude Code 177 Codex, OpenCode 1 1,011 tok
ntrospect0/glint Terminal TUI-based dashboard, serving at-a-glance information across multiple domains 177 Codex, OpenCode 1 5,091 tok
Faradworks/Pinscope A comprehensive datasheet-backed electrical schematic reviewer 177 Claude Code 1 2,888 tok
robotostudio/turbo-start-sanity sanity.robotostudio.com Sanity + Next.js page-builder template 177 Claude Code 1 4,829 tok
TencentCloudBase/OpenVibeCoding Open vibecoding template with cloudbase. 177 Codex, OpenCode 1 1,575 tok
sv-grid/sv-grid svgrid.com Native Svelte 5 data grid. Headless-first engine + drop-in render component. Row + column 177 Codex, OpenCode 1 1,239 tok
Mats2208/MCP-Packet-Tracer mcpnetwork.top AI-powered Cisco Packet Tracer automation over MCP. Describe a network in natural language 177 Codex, OpenCode 1 997 tok
ganapativs/microcharts microcharts.dev Word-sized charts for React, made for LLMs and humans — 106 chart types, zero runtime depe 177 Claude Code, Codex, OpenCode 2 5,866 tok
astro-stack/django-orbit labs.wearehik.com AI agent-native observability and debugging for Django. 176 Claude Code 1 1,333 tok
comet-ml/comet-examples Examples of Machine Learning code using Comet.ml 176 Claude Code, Codex, OpenCode 3 1,587 tok
wyattjoh/jmap-mcp A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON 176 Claude Code 1 1,085 tok
nesquikm/mcp-rubber-duck An MCP server that acts as a bridge to query multiple OpenAI-compatible LLMs with MCP tool 176 Claude Code 9 1,507 tok
robertbarclayy/conducty Stop context-switching. Start batch-planning. Conducty replaces the fragmented cycle of p 176 Claude Code 1 2,329 tok
hanzili/hanzi-browse browse.hanzilla.co let any ai agent use the local browser 176 Claude Code 1 2,313 tok
adamayoung/TMDb adamayoung.github.io The Movie Database Swift Package 176 Claude Code 29 2,244 tok
josefbacik/systing A libbpf based tracer to help figure out what an application is doing. 176 Claude Code 2 1,152 tok
jjlabsio/korea-stock-mcp korea-stock-mcp-landing.vercel.app MCP Server for Korean stock analysis. 176 Codex, OpenCode 1 124 tok
IssacW228/student-llm-wiki 📚 Student LLM Wiki — AI-compiled knowledge base for university students. Drop course slid 176 Claude Code, Codex, OpenCode 12 550 tok
Learning-Bayesian-Statistics/baygent-skills A set of skills to call your agent Bayes. Thomas Bayes. 176 Claude Code 1 1,343 tok
ob-labs/agentseek ob-labs.github.io AgentSeek is an application development lifecycle toolkit for AI ecosystem apps, built by 176 Codex, OpenCode 1 142 tok
Luligu/matterbridge-zigbee2mqtt Matterbridge zigbee2mqtt plugin 176 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,410 tok
brave/brave-search-skills api.search.brave.com Official skills for using Brave Search API with AI coding agents. 176 Codex, OpenCode 1 789 tok
resend/resend-skills Agent Skills for working with Resend to send and receive emails. 176 Claude Code, Codex, OpenCode 2 174 tok
Kpa-clawbot/CoreScope MeshCore mesh network analyzer — live packet visualization, VCR replay, channel decryption 176 Claude Code, Codex, GitHub Copilot, OpenCode 4 7,204 tok
nwiizo/nippo crates.io Daily report management repository. 176 Claude Code, Codex, OpenCode 2 423 tok
cloudQuant/backtrader backtrader.readthedocs.io High-performance Python backtesting & live-trading framework: 45%+ faster than upstream, 5 176 Claude Code, Codex, OpenCode 2 7,272 tok
QuentinCody/interlinked-cli The harness for your harness. Local hooks, taste enforcement, and developer observability 176 Claude Code, Codex, OpenCode 2 23,480 tok
TechDufus/oh-my-claude oh-my-claude.techdufus.com Add ultrawork to any prompt for maximum parallel execution 175 Claude Code 1 978 tok
microsoft/msagljs microsoft.github.io A JavaScript graph layout engine: port of MSAGL 175 GitHub Copilot 1 924 tok
joseairosa/recall Persistent cross-session memory for Claude & AI agents. Self-host on Redis/Valkey, or use 175 Claude Code 2 2,930 tok
step-security/dev-machine-guard stepsecurity.io Scan your dev machine for AI agents, MCP servers, IDE extensions, and suspicious packages 175 Codex, OpenCode 1 11,386 tok
damiansire/web-worker-patterns An interactive platform demonstrating advanced Web Worker patterns and architectural strat 175 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,550 tok
microwind/algorithms microwind.github.io 🚀In the AI era, everyone can be an algorithmic thinker and engineer. This project covers 175 Claude Code 1 2,106 tok
mitchdenny/hex1b hex1b.dev The .NET Terminal Application Stack 175 Claude Code, Codex, OpenCode 10 3,232 tok
Khalilzhang0825/boring-is-all-you-need Boring Is All You Need: a Codex Desktop workflow replacement with transactional migration, 175 Codex, OpenCode 1 422 tok
SensorsIot/Embedded-AI-Harness AI Closed-Loop Programming for embedded systems — the AI writes, flashes, and tests firmwa 175 Claude Code 17
Kilo-Org/kilo-marketplace Kilo Marketplace - A curated collection of Skills, MCP Servers, and Modes for enhancing AI 175 Codex, OpenCode 1 788 tok
JasonJarvan/Zhihu-Collections-MCP Batch export public and private Zhihu bookmarks to Markdown files. Supports configuring bo 175 Claude Code 1 1,701 tok
ZhgChgLi/linkyee link.zhgchg.li A fully customized, open-source LinkTree alternative deployed directly on GitHub Pages. 175 Claude Code 2
maxwell2732/pAI-Econ-claude A Claude Code Skill that helps empirical economists fill gaps in their theoretical framewo 175 Claude Code 3 1,064 tok
softspark/ai-toolkit softspark.eu Professional-grade AI coding toolkit: 94 skills, 44 agents, multi-platform (Claude, Cursor 175 Claude Code 1 2,337 tok
github/gh-aw-mcpg Github Agentic Workflows MCP Gateway 175 Claude Code, Codex, OpenCode 3 7,955 tok
edgehero/pi-dispatch Run the pi coding agent as a service — triggered on demand, on a cron schedule, or by a Gi 175 Claude Code 1 2,977 tok
ghaida/intent designwithintent.ai Design with Intent: A collection of specialized AI agents and skills for experience design 175 GitHub Copilot 1 8,794 tok
nikolai-vysotskyi/trace-mcp trace-mcp.com Framework-aware code intelligence MCP server for Claude Code and Codex — 70.5% fewer input 175 Claude Code, Codex, OpenCode 2 5,632 tok