How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
claude-market/marketplace Open source, hand-curated marketplace for Claude Code tools, agents and skills. 27 Claude Code 1 1,355 tok
tobyilee/course-builder AI multi-agent harness that plans, designs, and produces online courses (slides + notes + 27 Claude Code 21 1,272 tok
jdm4pku/RE-Skills Requirements Engineering Skills for Claude Code, Cowork, Codex, and AI agents. 27 Claude Code, Codex, OpenCode 3 2,759 tok
hoangsonww/Forge-Agentic-Coding-CLI hoangsonww.github.io 🦄 Forge - a local-first, multi-agent software-engineering runtime that runs Claude Code / 27 Claude Code, Codex, OpenCode 29 4,020 tok
hhtttttiger/AgentLabKit AgentLabKit — a full-stack enterprise solution for multi-agent systems, deterministic work 27 Claude Code, Codex, OpenCode 2 865 tok
oceanjustinlin/qimen qimendao.com AI-based Qimen Dunjia online chart generation, situation analysis, conclusion analysis, an 27 Claude Code, Codex, OpenCode 9 76 tok
uetzel/AutoADHD 27 Claude Code, Codex, OpenCode 4 5,454 tok
tasteray/skills api.tasteray.com TasteRay skills for psychological profiling through natural conversation 27 Claude Code 1 1,259 tok
Italian-Builders-Org/magistra Open-source Italian legal platform 27 Claude Code, Codex, OpenCode 3 1,925 tok
jinyh/nsfc-review A simulated peer-review self-check tool specifically designed for National Natural Science 27 Claude Code 1 —
axot/OpenSuperMLX macOS app for real-time audio transcription powered by MLX on Apple Silicon 27 Claude Code, Codex, OpenCode 2 7,198 tok
ModelContextProtocol-Security/mcpserver-audit mcpserver-audit: Helps you check if MCP servers are safe before using them. Examines serve 27 Claude Code 1 1,502 tok
roypadina/LanGuard apps.roypadina.synology.me Free macOS menu-bar app: Wi-Fi off when you plug in Ethernet, back on when you unplug. Wak 27 Claude Code 1 2,983 tok
sourceant/sourceant sourceant.ai Persistent memory for AI coding agents: decisions, rules, API contracts, and system topolo 27 Codex, OpenCode 1 142 tok
ShulkwiSEC/bb-huge bb-huge 🤗 , Personal bug bounty findings hub and bug bounty orchestration for multiple ag 27 Claude Code 1 1,676 tok
mareurs/codescout mareurs.github.io High-performance coding agent toolkit MCP server — IDE-grade code intelligence for LLMs 27 Claude Code 1 3,083 tok
stevengonsalvez/agents-in-a-box stevengonsalvez.github.io context engineering for agentic coding 27 Claude Code, Codex, OpenCode 6 729 tok
awaithumans/awaithumans-human-in-the-loop-ai-agents awaithumans.dev Pause your AI agent. Ask a human. Resume with their answer. Open source human-in-the-loop 27 Claude Code 1 4,501 tok
asyncswap/solidity-language-server solidity-language-server-docs.pages.dev A fast Solidity language server powered by solc and foundry. 27 Codex, OpenCode 1 3,184 tok
ctxpipe-ai/ctxpipe ctxpipe.ai Git-backed context for coding agents. Your code, tickets, docs and incidents become Markdo 27 Claude Code, Codex, OpenCode 67 6,265 tok
hong-kailin/OpenCodeFromScratch A line-by-line recreation of the open-source AI coding agent opencode, evolving from a min 27 Codex, OpenCode 1 3,661 tok
Fantety/next-engine nextengine.net Next Engine – Multi-platform 2D and 3D game engine with AI 27 Codex, OpenCode 1 314 tok
salesforce-ux/design-system-2-starter-kit salesforce-ux.github.io 27 Claude Code, Codex, OpenCode 4 1,523 tok
atorber/qmt-trading-skill atorber.github.io Combines a lightweight **QMT Bridge** API service (wrapping [xtquant](https://dict.thinktr 27 Claude Code 1 190 tok
birgitta410/sensors-cli 27 Claude Code, Codex, OpenCode 8 142 tok
rsp2k/mcp-vultr A comprehensive Model Context Protocol (MCP) server for managing Vultr services through na 27 Claude Code 1 2,163 tok
krzysztofsurdy/code-virtuoso Skills, sub-agents, and playbooks for Claude Code, Cursor, and any Agent Skills-compatible 27 Claude Code, Codex, OpenCode 2 5,711 tok
eunsanMountain/atlassian-skills pypi.org Token-efficient CLI for Atlassian Server/DC (Jira, Confluence, Bitbucket) — drop-in altern 27 Claude Code, Codex, OpenCode 2 2,007 tok
Varalix-Digitech-Solutions/clone-team claude.com 🧬 Clone any website with a team of AI agents — pixel-perfect UI clone + reverse-engineere 27 Claude Code 1 2,979 tok
kombohq/company-brain Template for creating a long-term sync hub that checks your company's data sources into Gi 27 Claude Code, Codex, OpenCode 2 386 tok
b1rdmania/claude-brand-skills Claude Code skills for brand development, image generation, and frontend design — built ar 27 Claude Code 1 1,514 tok
mtbun/storeshots-mcp npmjs.com Store-ready App Store & Google Play screenshots from any MCP client. Device frames, benefi 27 Claude Code, Codex, OpenCode 2 1,916 tok
mcpmux/mcp-mux mcpmux.com Configure MCP servers once, connect every AI client through a single local gateway 27 Claude Code, Codex, OpenCode 2 4,434 tok
redhat-ai-americas/memory-hub MemoryHub: Kubernetes-native agent memory component for OpenShift AI 27 Claude Code 20 3,860 tok
nokkies/ModbusForge ModbusForge — .NET 8 Avalonia Modbus TCP/RTU/ASCII client/server with simulation, trending 27 Claude Code, Codex, OpenCode 2 1,115 tok
rustfs/launcher rustfs cross-platform launcher 27 Codex, Gemini CLI, OpenCode 2 1,326 tok
Elio-Liu/JoinQuant-QMT-Trader JoinQuant-QMT-Trader is a lightweight quantitative trading middleware that connects the Jo 27 Codex, OpenCode 1 8,882 tok
joanseg/specmanager specmanager.org Spec-driven development plugin for Claude Code. SpecManager gives you an agile AI team tha 27 Claude Code 1 6,723 tok
JeremyDong22/taobao_mcp MCP server for Taobao/Tmall product scraping integration with Claude 27 Claude Code 1 473 tok
worlyung/exegete Hallucination-resistant Bible exegesis for Claude — Greek, Hebrew, English & Korean. 4-sta 27 Claude Code, Codex, OpenCode 2 7,411 tok
devfullcycle/mba-ia-greenfield-project 27 Claude Code 32 1,208 tok
samzong/gmc gmc.samzong.me Parallel git worktrees for parallel AI agents — plus AI-generated commits. 27 Codex, OpenCode 1 2,710 tok
AI-Riksarkivet/ra-mcp ai-riksarkivet.github.io MCPs for Riksarkivet open APIs. This covers both agents and mcps 27 Claude Code 8 10,340 tok
thijs-hakkenberg/archimate-mcp An MCP Server for Archimate 27 Claude Code 1 1,411 tok
coyaSONG/youtube-mcp-server smithery.ai Citation-ready YouTube research for AI agents — transcript search, exact timestamp links, 27 Claude Code, Codex, OpenCode 2 1,611 tok
eigent-ai/agent-skills eigent.ai Open-Source Cowork Agent Skills Collection | High Quality for Exceptional Productivity 27 Claude Code, Codex, OpenCode 2 3,587 tok
Kminer2053/demo-video-skill Demo videos created by coding agents — properly showcase your vibe coding results. 27 Codex, GitHub Copilot, OpenCode 2 1,441 tok
davisjam/model-based-agentic-software-engineering davisjam.github.io Book, website, and skills for MAGE: the Model-Based Agentic Software Engineering framework 27 Claude Code, Codex, OpenCode 2 29,298 tok
cq27-dev/rag-rat rag-rat.cq27.dev Local repo-intelligence index + MCP server: semantic search, symbol/graph navigation, impa 27 Claude Code, Codex, OpenCode 7 3,033 tok
daften/fireflyiii-mcp daften.github.io Connect any MCP client to Firefly III — 140 tools via stdio (PAT) or HTTP (OAuth 27 Claude Code, Codex, OpenCode 3 14,223 tok