How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
DankerMu/novel-writer-plugin Multi-Agent collaborative writing system for Chinese web fiction (Claude Code Plugin) 13 Claude Code, Codex 11 2,911 tok
entropy-data/dataproduct-builder-dbt Build data products with dbt and integrate them with Entropy Data — coding-agent plugin (C 13 Claude Code, Codex, GitHub Copilot, OpenCode 2 2,201 tok
spanlens/Spanlens spanlens.io Open source LLM observability and monitoring. Drop-in proxy for OpenAI, Anthropic, and Gem 13 Claude Code 2 20,485 tok
Learn57130/fable-5 Fable 5 methodology as a Claude Code plugin: decompose by verification boundaries, verify 13 Codex, OpenCode 1 394 tok
ensingm2/AI-threat-modeling-rulesets A collection of rule and instruction sets for AI systems such as GitHub copilot and Cursor 13 GitHub Copilot, Cursor 2 1,449 tok
boringdata/kurt-core 13 Claude Code, Codex, OpenCode 2 779 tok
frankekn/george-hotz-skills Unofficial George Hotz–inspired radical-simplicity coding guidelines for AI agents — Claud 13 Claude Code, Codex, OpenCode 2 1,013 tok
harshii0509/designStack designStack is a collection of skills for people who have never written code or understand 13 Claude Code, Codex, OpenCode 2 1,259 tok
Getty/manage-skills Hardlink-based skill sharing across AI coding tools — manage shared SKILL.md files across 13 Claude Code 3 5,084 tok
LuthienResearch/luthien_control 13 Claude Code 1 445 tok
neoshopcn/neo-admin NeoAdmin is a modern, lightweight administration framework built on Laravel 12 (PHP 8.2+), 13 Claude Code 1 4,123 tok
Hlgxz/gai Gai is an AI-native Go web full-stack framework that combines Go's simplicity and efficien 13 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,183 tok
inboxapi/cli inboxapi.ai 🤖 Your Agents' personal email 📧 13 Codex, OpenCode 1 1,436 tok
hkopenai/hk-finance-mcp-server This is an MCP server that provides access to finance related data in Hong Kong through a 13 Gemini CLI 1 246 tok
LumabyteCo/clarifyprompt-mcp 13 Claude Code 1 —
mainframecomputer/mainframe-plugins 13 Codex, OpenCode 1 1,031 tok
bartekmis/wordpress-performance-best-practices AI skill to check Wordpress code against web performance best practises. 13 Codex, OpenCode 1 31,497 tok
temporal-cortex/mcp npmjs.com Calendar MCP server with atomic booking, conflict prevention, deterministic RRULE expansio 13 Codex, OpenCode 1 538 tok
AndyShaman/Soroka Personal Telegram knowledge base — forward anything, search via DM. Hybrid SQLite + FTS5 + 13 Claude Code, Codex, OpenCode 2 978 tok
MaesHughes/wuxing-search-mcp Wuxing Search MCP is a powerful, unlimited search server built on top of SearXNG. It integ 13 Claude Code 2 —
AbsoluteMode/session-recall Shared memory for Claude Code, Codex, and Cursor. Your agent recalls decisions from weeks 13 Claude Code, Codex, OpenCode 2 650 tok
djscheuf/agentic-dev-ecosystem-template Template Repo with The Ecosystem of Rules, Skills, and Workflows for development with Devi 13 Claude Code, Codex, OpenCode 4 890 tok
danielsmithdevelopment/ClawQL MCP server: search + execute over OpenAPI 3, Swagger 2, or Google Discovery, with optional 13 Codex, Cursor, OpenCode 17 534 tok
mozi-app/mermAId AI-agent-focused Mermaid editor for planning, with built-in MCP server and CLI tool 13 Claude Code, Codex, OpenCode 2 370 tok
sandsower/memento-vault Persistent knowledge capture for coding agents. Auto-triages sessions into searchable Zett 13 Codex, OpenCode 1 53 tok
odyssey4me/agent-skills AI Agent Skills to support software architecture, design and development 13 Codex, OpenCode 1 1,271 tok
zrong/skills AI Agent Skills collection 13 Claude Code, Codex, Gemini CLI, OpenCode 3 2,299 tok
senda-labs/DQIII8 Works for you. Go outside and live. — AI orchestrator that auto-routes tasks to the cheape 13 Claude Code, Codex 58 1,324 tok
dwarvesf/dwarves-kit The control plane for proof-based Claude Code SDLC, built for production teams. Agent loop 13 Claude Code, Codex, OpenCode 2 6,419 tok
JSungMin/vs-token-safer Token-saving code search for AI coding agents — TypeScript, JavaScript & Python (zero setu 13 Claude Code 1 1,879 tok
WYRE-AI/cipp-mcp MCP server for CIPP (CyberDrain Improved Partner Portal) — M365 multi-tenant management, u 13 Claude Code 1 1,248 tok
bethmaloney/rdl-mcp 13 Claude Code 1 699 tok
Sowiedu/Edict A programming language designed for AI agents. No parser, no syntax — agents produce AST d 13 Claude Code, Codex, OpenCode 5 1,175 tok
Xinyang-Li666/SciCrucible A Claude-based scientific intelligence knowledge base covering the full cycle from literat 13 Claude Code 10 1,107 tok
Lokesh-Chimakurthi/rosetta-llm pypi.org Multi-format LLM proxy — translates OpenAI Chat, OpenAI Responses & Anthropic Messages. Wo 13 Claude Code 1 3,714 tok
joohw/clovapi clovapi.com Built-in local proxy for easy Agent API management — open-source CLI and desktop app that 13 Codex, OpenCode 1 795 tok
pdudotdev/aiNOC aiNOC: Network troubleshooting framework for multi-vendor, multi-protocol, multi-area ente 13 Claude Code 2 4,532 tok
amitlals/claude-cruise amitlals.github.io Never hit a rate limit again. 13 Claude Code 1 639 tok
koljaschoepe/scientific-writing Deine wissenschaftliche Arbeit mit Claude Code: Thema, Recherche, Exposé, Schreiben, Prüfe 13 Claude Code, Codex, OpenCode 23 1,286 tok
Zeus-Deus/codemux codemux.org The Agentic Development Environment You Need. 13 Claude Code, Codex, OpenCode 2 396 tok
deeflect/dory dory.deeflect.com One memory layer for every AI agent. Local-first, markdown source of truth, and CLI/HTTP/M 13 Claude Code, Codex, OpenCode 2 1,697 tok
Anasss/qa-orchestra qa-orchestra.com AI-powered QA orchestration for Claude Code. 10 agents, from diff analysis to bug reports. 13 Claude Code, Codex, OpenCode 2 2,297 tok
ngthluu/loope Label a GitHub issue ai-agent and loope drives it to a PR with headless Claude Code. State 13 Claude Code 3 339 tok
krusemediallc/uni1-image-ad Claude Code skill workbench for generating Meta image ads with Luma's uni-1 model. Reverse 13 Claude Code 1 4,070 tok
diagrid-labs/dapr-skills diagrid.io A set of AI skills to speed up the creation of Dapr applications that use Workflow, Pub/Su 13 Claude Code, Codex, OpenCode 3 9,131 tok
angrysky56/emotion_ai The Aura Emotion AI system has chroma with a local embedding model, memvid qr code mp4 inf 13 Claude Code, GitHub Copilot 2 5,893 tok
Dragoon0x/everything-design-taste A taste system for AI agents. 288 skills, 80 agents, 12 rules, and 8 hooks that turn gener 13 Claude Code 1 552 tok
Kromatic-Innovation/athenaeum kromatic.com Open source knowledge management pipeline — passive recall, append-only intake, tiered com 13 Claude Code, Codex, OpenCode 2 1,823 tok
tykisgod/quick-question The control plane for game-dev agents — close the loop with verified compile, test, and cr 13 Claude Code, Codex, OpenCode 4 4,659 tok
nemori-ai/cc-master Turn any Code Harness session into a long-horizon master orchestrator — pick the right dyn 13 Claude Code, Codex, OpenCode 11 31,873 tok