想自己搭AI Agent，GitHub上一搜出来几千个仓库，不知道该从哪个开始。OpenClaw 38万Star、AutoGPT 18万Star、CrewAI 5万Star……每个都说自己是最好用的。本文把20多个主流自部署AI Agent项目跑了一遍，按用途分类。不管你是想做个人助手、团队协作、还是企业级系统，看完就知道该装哪个。

💡 你将学到

想自己搭AI Agent，GitHub上一搜出来几千个仓库，不知道该从哪个开始。OpenClaw 38万Star、AutoGPT 18万Star、CrewAI 5万Star……每个都说自己是最好用的。本文把20多个主流自部署AI Agent项目跑了一遍，按用途分类。不管你是想做个人助手、团队协作、还是企业级系统，看完就知道该装哪个。

📜 目录

• All-in-One Personal AI Assistant
• Multi-Agent Frameworks
• Workflow Automation
• LLM Development Frameworks
• Quick Start

Self-Hosted AI Agent GitHub Repos: Top 2026 Projects

GitHub has 5000+ repos tagged AI Agent. Here are the ones worth your time, with real GitHub data.

All-in-One Personal AI Assistant

OpenClaw - 380,000+ Stars The complete package: AI chat, multi-platform (WeChat/Telegram/Discord), MCP tools, RAG knowledge base. npm install to start.

Ollama - 176,000+ Stars Local LLM standard. One command to run Llama, Qwen, Gemma. Cross-platform.

AutoGPT - 185,000+ Stars AI agent pioneer. Task planning + web search + file ops + code execution.

Multi-Agent Frameworks

CrewAI - 55,000+ Stars Define roles (researcher, writer, reviewer), agents collaborate automatically.

AutoGen (Microsoft) - 60,000+ Stars Multi-agent conversation framework. Agents debate and reach consensus.

Workflow Automation

n8n - 196,000+ Stars Open-source Zapier. Drag-and-drop workflow builder with AI agent nodes, 400+ integrations.

LLM Development Frameworks

LangChain - 142,000+ Stars Standard library for LLM apps. Chaining, RAG, tools, memory built-in.

E2B - 13,000+ Stars Secure sandbox for AI agent code execution.

Quick Start

Personal use (free, 30 min): Ollama + OpenClaw

Advanced (VPS, ~0/mo): Ollama + OpenClaw + n8n + Qdrant

All projects are open-source, MIT/Apache 2.0, commercially usable.

📎 相关推荐： - 2026年AI Agent项目GitHub Stars排行榜：最受欢迎的开源项目 - Best Python AI Agent Frameworks: From LangChain to CrewAI