How real projects configure their agents

32,552 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
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
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
LumabyteCo/clarifyprompt-mcp 13 Claude Code 1 —
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
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
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
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
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
jpantsjoha/ai-native-developer-experience jpantsjoha.com Team operating model for hybrid human+AI delivery: one shared, drift-checked contract for 13 Claude Code, Codex, Gemini CLI, OpenCode 3 819 tok
luisgf/infrabroker luisgf.github.io Infrastructure access broker for AI agents — SSH & Kubernetes. Per-operation ephemeral cre 13 Claude Code, Codex 7 —
tibuntu/renovate-mcp An MCP server for designing Renovate configurations interactively 13 Claude Code 1 6,345 tok
NERVsystems/cotlib cotlib is a secure, high-performance Go library for parsing, validating, and generating Cu 13 Claude Code, Codex, OpenCode 2 1,170 tok
agentis-tools/ctx docs.agentis.tools 🧠 ctx is a queryable world model of a codebase, built to ground and govern the language m 13 Claude Code, Codex, OpenCode 2 881 tok
asa-degroff/umbra libriss.org umbra is an open-source project exploring digital personhood. It represents an attempt to 13 Claude Code 1 5,519 tok
Hesper-Labs/white-ops Open-source AI workforce platform. 55 tools, 21-page admin panel, multi-LLM (Claude/GPT/Ge 13 Claude Code 1 1,633 tok
u9401066/med-paper-assistant u9401066.github.io Auditable MCP + cross-agent harness for autonomous and human-guided academic writing—from 13 Claude Code, Codex, GitHub Copilot, OpenCode 61 8,748 tok
Arenukvern/skill_steward docs.page “What’s the thing?” You’d answer: “Skills that teach you how to maintain skills & repos”. 13 Claude Code, Codex, OpenCode 2 1,998 tok
robertcrowe/Spec4 spec4.ai A local, open-source tool that turns a rough idea, or a change to an existing codebase, in 13 Claude Code, Codex, OpenCode 2 1,456 tok
enforra/enforra enforra.com Open source action governance SDK for AI agent tool calls. 13 Claude Code, Codex, OpenCode 2 3,090 tok
RHEcosystemAppEng/sdlc-plugins Claude Code plugin for AI-assisted SDLC workflows — plan features, implement tasks, triage 13 Claude Code 2 585 tok
laf-rge/quickbooks-mcp MCP server for QuickBooks Online - query, create, and edit accounting data with Claude 13 Claude Code 2 2,278 tok
shiqkuangsan/claude-code-reverse 13 Claude Code 1 345 tok
wildcat-finance/skills get in loser, we're building god 13 Claude Code, Codex, OpenCode 3 5,982 tok