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LangGraph

Build stateful, multi-actor applications with LLMs

FrameworkOpen SourceGrowing

About

LangGraph is a library by LangChain for building stateful, multi-step LLM applications as graphs. It adds cycles, controllability, and persistence to LangChain. Ideal for building complex agent architectures with explicit state management and human-in-the-loop patterns.

Strengths

  • Explicit state management
  • Graph-based control flow
  • Great for complex agents

Limitations

  • Requires LangChain knowledge
  • Steep learning curve
  • New and evolving API

Use Cases

Complex agent workflowsStateful conversationsHuman-in-the-loop systems

Integrations

LangChainOpenAIAnthropicLangSmith