TOC

AI Agents

作者：
日期：
标签： AI

Agent：

  1. langflow
  2. langchain
  3. microsoft/autogen
  4. Hermes Agent
  5. infiniflow/ragflow RAG 引擎
  6. mem0ai/mem0 智能体设计的智能记忆层
  7. dify

编程：

  1. obra/superpowers
  2. affaan-m/everything-claude-code
  3. anomalyco/opencode
  4. Claude Code
  5. OpenHands 编程框架

工具：

  1. browser-use/browser-use 基于自然语言的浏览器自动化框架。它的核心功能是让你用简单的语言指令控制浏览器，自动完成各种网页操作任务，比如填写表单、点击按钮、导航页面、提取数据等。
  2. bytedance/deer-flow DeerFlow 是字节跳动开源的“超级智能体（SuperAgent）运行时”，它不是一个简单的聊天助手，而是一个能让AI真正“动手干活”的完整执行环境。你可以把它理解为一个配备了电脑、工具和记忆的AI员工，能根据你的自然语言指令，自动完成从几分钟到几小时的复杂任务。
  3. LlamaFactory LlamaFactory 是一个开源的低代码大语言模型（LLM）微调框架，由北京航空航天大学的研究人员开发。它的核心目标是让大模型的定制化微调变得简单、高效且低成本，支持对超过100种主流开源语言模型进行高效适配。
  4. unslothai/unsloth Web UI for training and running open models like Gemma 4, Qwen3.5, DeepSeek, gpt-oss locally.
  5. opendatalab/MinerU 文档解析与转换工具，专门用于将复杂的多模态文档（如PDF、Word、PPT）精准地转换为适合大语言模型（LLM）和智能体（Agent）工作流处理的结构化格式（主要是 Markdown 和 JSON）
  6. gemini-cli

财务：

  1. TauricResearch/TradingAgents 多智能体金融交易框架
  2. OpenBB-finance/OpenBB 金融数据平台和工具集

其他：

  1. Awesome LLM Apps 资料
  2. anthropics/skills
  3. awesome-claude-skills

清单

  1. obra/superpowers shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    An agentic skills framework & software development methodology that works.
  2. affaan-m/everything-claude-code shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
  3. anomalyco/opencode shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    The open source coding agent.
  4. langflow-ai/langflow shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    Langflow is a powerful tool for building and deploying AI-powered agents and workflows.
  5. langgenius/dify shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w
    Production-ready platform for agentic workflow development.
  6. langchain-ai/langchain shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    The agent engineering platform
  7. anthropics/skills shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w
    Public repository for Agent Skills
  8. anthropics/claude-code shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w
    Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.
  9. NousResearch/hermes-agent shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    The agent that grows with you
  10. google-gemini/gemini-cli shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    An open-source AI agent that brings the power of Gemini directly into your terminal.
  11. Shubhamsaboo/awesome-llm-apps shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    100+ AI Agent & RAG apps you can actually run — clone, customize, ship.
  12. browser-use/browser-use shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    🌐 Make websites accessible for AI agents. Automate tasks online with ease.
  13. infiniflow/ragflow shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
  14. OpenHands/OpenHands shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w
    🙌 OpenHands: AI-Driven Development
  15. hiyouga/LlamaFactory shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
  16. OpenBB-finance/OpenBB shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w
    Financial data platform for analysts, quants and AI agents.
  17. bytedance/deer-flow shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.
  18. unslothai/unsloth shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    Web UI for training and running open models like Gemma 4, Qwen3.5, DeepSeek, gpt-oss locally.
  19. opendatalab/MinerU shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w
    Transforms complex documents like PDFs and Office docs into LLM-ready markdown/JSON for your Agentic workflows.
  20. microsoft/autogen shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    A programming framework for agentic AI
  21. ComposioHQ/awesome-claude-skills shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w
    A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows
  22. mem0ai/mem0 shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    Universal memory layer for AI Agents
  23. TauricResearch/TradingAgents shields.io:github/stars shields.io:github/languages/code-size shields.io:github/commit-activity/w shields.io:github/license
    TradingAgents: Multi-Agents LLM Financial Trading Framework

AI 应用开发框架对比：LangChain / AutoGen

  • LangChain 是一个通用、模块化的LLM应用开发框架，核心是“工作流优先”。它像一套乐高积木，提供丰富的标准化组件（如模型调用、记忆、工具集成、数据检索RAG），让你能灵活搭建从简单到复杂的确定性任务流程。
  • AutoGen 是一个专注于多智能体对话与协作的框架，核心是“角色对话优先”。它旨在创建多个具备特定角色和能力的智能体，让它们像团队一样通过对话和消息传递来自主协作解决复杂问题，特别强调代码执行和验证。

核心区别对比

对比维度 LangChain (及 LangGraph) Microsoft AutoGen
核心模型 基于图的、声明式的工作流引擎。将应用逻辑建模为有向图，节点执行操作，边控制流转。 基于Actor模型的、异步事件驱动的多智能体对话系统。智能体作为独立Actor通过消息传递协作。
抽象重点 流程与状态。专注于定义任务执行的步骤、条件和状态管理。 角色与会话。专注于定义具有特定角色、能力和上下文的可对话智能体，以及它们之间的交互协议。
多智能体协作 主要通过 LangGraph 扩展实现，需要开发者自行设计交互逻辑，灵活性高但非原生强协作。 原生且强大。以对话协议为核心，擅长处理任务拆解、嵌套反馈、自动调试等复杂协作场景，尤其适合编程类任务。
工具生态与集成 极其丰富。支持海量模型、数据库、API等外部工具，模块化设计让自定义扩展能力极强。 支持良好，但更侧重编程场景（如代码生成与执行）。可通过自定义函数扩展，通用工具适配性稍弱。
典型应用场景 企业级AI助手、复杂的RAG知识库系统、客户支持自动化、需要严格编排的生产级流程。 研究探索、多智能体自由协作实验、需要代码执行验证的任务（如自动编程、数据分析）、微软生态集成。

如何选择？

  • 选 LangChain：当你需要构建功能全面、稳定可靠的生产级应用，特别是涉及复杂的数据检索（RAG）、严格的工业流程编排，或者需要集成大量外部工具和系统时。
  • 选 AutoGen：当你的核心需求是探索多智能体如何通过对话自主协作解决开放性问题，尤其是任务中涉及大量的代码编写、执行、测试和调试，或者你处于研究、原型设计阶段。

两者可以结合：例如，使用LangChain构建核心的工作流和工具集成，而在需要复杂协作的子任务中调用AutoGen管理的智能体团队。

发布于码厩技术博客的所有文章，除注明转载外，均为作者原创，欢迎转载，但必须注明出处。
尊重他人劳动，共创开源社区！转载请注明以下信息：
转载来源： 码厩技术博客 []
原文标题：AI Agents
原文地址：
知识共享许可协议
如果你有魔法，你可以看到一个评论框～