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LangGraph

LangChain · Agent Orchestration Framework

Open LangGraph

An open-source Python framework for building stateful, multi-agent workflows with human-in-the-loop controls and persistent memory.

PricingFree
Setupmedium
Runs onSelf-hosted
APINo
Open sourceYes
DocsYes
Agent FrameworkMulti-AgentPythonOpen SourceOrchestrationLLM

Best for

Stateful multi-agent workflows with human-in-the-loop control

Not ideal for

Non-developers or teams needing a hosted no-code agent builder

Who it's for

Python developers building production agent systems that require fine-grained control over state and orchestration

Capabilities

  • Graph-based agent workflow orchestration
  • Human-in-the-loop checkpoints and approvals
  • Persistent memory across agent sessions
  • Real-time streaming of agent outputs
  • Single-agent, multi-agent, and hierarchical architectures

Limitations

  • Requires Python development experience
  • No hosted runtime — you manage your own infrastructure
  • Tightly coupled with the LangChain ecosystem
  • Debugging complex graphs can be difficult without LangSmith

Use cases

  • Building production multi-agent systems
  • Workflows requiring human approval steps
  • Stateful conversational agents with long-term memory
  • Complex task orchestration with branching logic
  • Research and prototyping of agent architectures

Integrations & fit

LangChainLangSmithOpenAIAnthropicPython
Good fit forStartup / small team, Enterprise
Pricing modelFree· No cost to start
See pricing on LangGraph

Alternatives to consider

About LangGraph

LangGraph is an agent orchestration framework by LangChain for building stateful AI agent applications. It models agent workflows as graphs — nodes represent actions and edges define control flow — enabling single-agent, multi-agent, and hierarchical architectures. Key capabilities include human-in-the-loop checkpoints, persistent memory across sessions, real-time streaming, and flexible branching logic. LangGraph is MIT-licensed and free to use as a Python library that you integrate into your own applications. LangChain also offers LangSmith, a companion platform for debugging, testing, and monitoring agent deployments, as a separate paid service. LangGraph is best suited for developers building production agent systems that require fine-grained control over agent behaviour and state management.

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