AG2 vs. LangGraph Comparison


AG2	LangGraph LangChain	+	+
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About AG2 is the open source AgentOS for building production-ready AI agents and multi-agent systems in minutes, not months. Formerly AutoGen, it provides an open source Python framework for building, orchestrating, and scaling AI agents that can collaborate through shared context, use tools, execute workflows, and support both autonomous and human-in-the-loop patterns. AG2 is designed for developers who want to build systems, not prompts, with simple and intuitive syntax, built-in conversation patterns, and a flexible platform for multi-agent automation. Agents in AG2 can extend their capabilities with tools, allowing them to interact with external systems, fetch real-time data, execute code, search the web, process documents, and complete complex tasks beyond a model’s internal knowledge. It supports many LLM providers and local models, including OpenAI-compatible endpoints, Anthropic Claude, Gemini through Vertex AI, DeepSeek, and LM Studio.	About Gain precision and control with LangGraph to build agents that reliably handle complex tasks. Build and scale agentic applications with LangGraph Platform. LangGraph's flexible framework supports diverse control flows – single agent, multi-agent, hierarchical, sequential – and robustly handles realistic, complex scenarios. Ensure reliability with easy-to-add moderation and quality loops that prevent agents from veering off course. Use LangGraph Platform to templatize your cognitive architecture so that tools, prompts, and models are easily configurable with LangGraph Platform Assistants. With built-in statefulness, LangGraph agents seamlessly collaborate with humans by writing drafts for review and awaiting approval before acting. Easily inspect the agent’s actions and "time-travel" to roll back and take a different action to correct course.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers, enterprises, and research teams that need to build, orchestrate, and scale coordinated systems of specialized AI agents	Audience AI developers
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing Free Open source Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information AG2 Founded: 2024 United States www.ag2.ai/	Company Information LangChain Founded: 2022 United States www.langchain.com/langgraph
Alternatives Agent2Agent (A2A) Google	Alternatives LM-Kit.NET LM-Kit
AionUi	kama.ai
AutoGen Microsoft	AG-UI
Flowise Flowise AI	LangChain
Agent Development Kit (ADK) Google View All	Agno View All
Categories Agentic AI Supported Agentic Orchestration Supported AI Agent Builders Supported	Categories Agentic AI Supported AI Agent Builders Supported AI Agent Frameworks Supported AI Agents Supported Context Engineering Supported

Integrations Claude Supported Claude Duet Supported Claude for Legal Supported Hindsight Supported Python Supported AG-UI Not Supported Agentivity Not Supported Amazon Web Services (AWS) Not Supported Apify Not Supported Arize AI Not Supported Avaron AIM Not Supported Chroma Not Supported Convo Not Supported E2B Not Supported Elasticsearch Not Supported LangMem Not Supported Liona Not Supported SenseLab Not Supported SerpKite Not Supported Vulnify Not Supported Show More Integrations View All 10 Integrations	Integrations Claude Supported Claude Duet Supported Claude for Legal Supported Hindsight Supported Python Supported AG-UI Supported Agentivity Supported Amazon Web Services (AWS) Supported Apify Supported Arize AI Supported Avaron AIM Supported Chroma Supported Convo Supported E2B Supported Elasticsearch Supported LangMem Supported Liona Supported SenseLab Supported SerpKite Supported Vulnify Supported Show More Integrations View All 43 Integrations
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