How real projects configure their agents

43,608 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
ProfRino/Blender-MCP-Assembly-Skill Blender Assembly is a geometry-building skill for creating reliable 3D models in Blender v 64 GitHub Copilot 1 211 tok
soniqo/speech-studio soniqo.audio Open-source desktop voice-cloning studio for creators — clone a voice, script lines with e 64 Claude Code, Codex, OpenCode 2 4,493 tok
PavanMudigonda/zero-to-ai zero-to-ai.dev Free AI/ML course with 950+ Jupyter notebooks — Python, deep learning, LLMs, RAG, agents, 64 GitHub Copilot 1 129 tok
PriorLabs/relarena arxiv.org Open and Reproducible Benchmarking for Relational Learning 64 Claude Code, Codex, OpenCode 2 1,496 tok
codescene-oss/codescene-mcp-server The CodeScene MCP Server exposes CodeScene’s Code Health analysis as local AI-friendly too 64 Claude Code, Codex, GitHub Copilot, OpenCode 11 590 tok
whats2000/isaacsim-mcp-server Isaac Simulation MCP Extension and Server 64 Claude Code 1 3,594 tok
BetterThanTomorrow/calva-backseat-driver marketplace.visualstudio.com VS Code AI Agent Interactive Programming. Tools for CoPIlot and other assistants. Can also 64 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,540 tok
sdimitrov/mcp-memory MCP Memory Server with PostgreSQL and pgvector for long-term memory capabilities 64 Claude Code 1 225 tok
Superfleys/agent-spec A reusable JSON template that governs how AI coding agents build your software. Defines ag 64 Claude Code 1
marcolang/Marketing-Skills Top marketing marketing skills for Claude Code. 64 Claude Code 1
destinyfrancis/openclaw-knowledge-distiller Open CLAW Knowledge Distiller · Lobster Knowledge Distiller — Turn YouTube/Bilibili videos 64 Codex, OpenCode 1 1,603 tok
XziXmn/legado-hub A backend-managed aggregated book source for subscribing to your favorite books 64 Codex, OpenCode 1 2,578 tok
robzilla1738/Codex-Workflows Workflow-as-code orchestration for Codex 64 Claude Code, Codex, OpenCode 2 1,048 tok
dnnyngyen/iron-manus-mcp Iron Manus MCP 64 Claude Code 1 497 tok
galleonlabs/hypergrok-trading-desk botdirectory.ai Turn your Grok Bot into a 7-agent Hyperliquid trading desk. Roles, system prompts and skil 64 Codex, OpenCode 1 455 tok
shikajiro/claude-code-skill-example This is a sample of Cloud Code Skills. 64 Claude Code 4
thumbor/libthumbor Python's extensions to thumbor. These are used to generate safe urls among others. 64 Codex, OpenCode 1 679 tok
plurigrid/asi everything is topological chemputer! 64 Claude Code 5
flancian/agora-server Agora Server implementation for the Agora (flancia.org/go/agora). 64 Gemini CLI 1 12,497 tok
verygoodplugins/mcp-automem automem.ai MCP client for AutoMem — give Claude, Cursor, Codex, and other MCP tools durable graph+vec 63 Claude Code, Codex, OpenCode 2 8,177 tok
TetiAI/hivebox tetiai.github.io Lightweight Linux sandbox for AI agents. Kernel-native isolation (namespaces, cgroups, sec 63 Claude Code 1
openSVM/solana-mcp-server opensvm.github.io solana mcp sever to enable solana rpc methods 63 Claude Code 10 1,821 tok
mirror29/openfinclaw-cli hub.openfinclaw.ai One-stop quant-trading AI agent — research · strategy · backtest · paper trade from one pr 63 Claude Code 1 3,441 tok
BinaryFroggy/Hopet A macOS desktop AI pet that mirrors your Claude Code & Codex CLI session state in real tim 63 Claude Code, Codex, OpenCode 2 3,108 tok
byenzyme/enzyme-skill Agent Skill for exploring Obsidian vaults with Enzyme — self-contained, cross-agent compat 63 Claude Code 1 198 tok
simion/reviewd Local AI pull request reviewer — review GitHub and BitBucket PRs right from your terminal, 63 Claude Code 1 798 tok
2234839/mcpserver linux.do Give Claude Code + GLM the ability to see 63 Claude Code 1 2,968 tok
PatrickSys/codebase-context npmjs.com Codebase Context gives AI agents understanding of your codebase through semantic code sear 63 Codex, OpenCode 1 3,238 tok
mochow13/keen-code mochow13.github.io A context-aware terminal-based coding agent written in Go. Supports multiple-providers, MC 63 Claude Code, Codex, OpenCode 3 292 tok
luna-prompts/skillnote lunaprompts.com The open-source skill registry for AI coding agents. Create, manage, and distribute SKILL. 63 Claude Code 1 2,386 tok
ClaudeCodeUsage/ClaudeCodeUsage A VSCode extension that monitors Claude Code usage and costs directly in your status bar. 63 Claude Code, Codex, OpenCode 2 2,932 tok
yfge/ai-video-studio AI video production workflow platform for professional short drama teams. Timeline-first, 63 Claude Code, Codex, Gemini CLI, OpenCode 6 1,434 tok
storybook-astro/storybook-astro storybook-astro.org 63 Claude Code, Codex, OpenCode 8 5,548 tok
m13v/s4l s4l.ai Automated social posting pipeline for Reddit, X/Twitter, and other 63 Claude Code 4 8,369 tok
Osteoporosis/luna-chat-coder Agent Skill and repository template for end-to-end software development entirely inside or 63 Codex, OpenCode 1 193 tok
tommy-ca/notion-skills Claude Skills marketplace for productive Notion workflows: knowledge capture, meeting inte 63 Claude Code 1 1,797 tok
selance/madeinalgeria madeinalgeria.dev A curated directory of open-source projects built by Algerian developers. Discover, star, 63 Claude Code 1 2,274 tok
przeprogramowani/10x-cli 63 Claude Code 1 2,944 tok
YuanyuanMa03/academic-research-skills "Search CNKI for papers on neural rendering" "Find citing papers on Google Scholar" "Downl 63 Claude Code 1 1,081 tok
zcag/tela telawiki.com Open-source, self-hostable markdown team wiki with a built-in MCP server — so AI agents re 63 Claude Code 1 7,341 tok
smfworks/hermes-ai-team smfclearinghouse.com Build an AI team of Hermes agents: SOUL, memory, vault, skills, nightly research, kanban, 63 Codex, OpenCode 1 790 tok
plainlang/plain-forge ***plain spec writing tool 63 Claude Code, Codex, OpenCode 3 4,386 tok
chujian66688/Tuling-Ai An enterprise-grade AI assistant system based on RAG (retrieval-augmented generation) and 63 Codex, OpenCode 4 1,696 tok
viewflow/seedkit django-seedkit.viewflow.io Build any Django app — from a SaaS to a dashboard to an API — from a single sentence. An a 63 Claude Code 1 1,325 tok
TGYD-helige/pi Pluggable extension packages for the Pi AI-agent runtime. Each package exposes LLM-callabl 63 Claude Code, Codex, OpenCode 2 4,426 tok
letmeow/spark-arc-studio An autonomous multi-agent IDE for screenplays🎮 & novels📖. One-click to share web perform 63 Claude Code, Codex, OpenCode 2 14,041 tok
timpara/opencode-academic-research OpenCode port of academic-research-skills: 4 skills, 13 slash commands, 38-agent pipeline 63 Claude Code, Codex, OpenCode 21 1,648 tok
productdevbook/shadcn-htmx shadcn-htmx.productdevbook.com shadcn-style UI components for htmx v4 + Tailwind v4 — 82 web-standards components in 5 fl 63 Codex, OpenCode 1 2,254 tok
tomohiro-owada/devrag Markdown vector search MCP server for Claude Code. Natural language search for markdown fi 63 Claude Code 1 2,024 tok
supadata-ai/mcp supadata.ai Official Supadata MCP Server - Adds powerful video & web scraping to Cursor, Claude and an 63 Claude Code 1 1,574 tok