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LangGraph

AI / LLM
FreemiumVisit Site

A low-level orchestration framework for building stateful, multi-step agent workflows with explicit control over state, branching, and human-in-the-loop steps.

Overview

LangGraph models an agent as a graph of nodes and edges rather than a single prompt loop, which gives engineering teams explicit control over state, branching, retries, and human approval steps. That control is exactly what enterprise agent workflows need — a multi-agent support system or a contract-review agent is a process, not a chat. It is a developer framework, not a no-code tool: expect to write real code and own your own deployment, observability, and evals. Pairs naturally with LangSmith for tracing.

Pros & Cons

Pros

  • Explicit control over agent state and branching
  • First-class human-in-the-loop and checkpointing
  • Strong fit for durable, long-running workflows
  • Large ecosystem and active development

Cons

  • Requires real engineering investment
  • Lower-level than no-code agent builders
  • You own deployment and observability

Workflows that use LangGraph

Get a new AI workflow each week — many feature LangGraph and other tools in this category.

Compare LangGraph

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Pricing

Open-source framework, free to use. Paid tiers apply to the surrounding LangSmith platform, not the framework itself.

Ideal For

Engineering teams building multi-step agentsEnterprise platform teamsWorkflows needing human-in-the-loop control
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