FrameworkPicker

LangGraph

Profile

Overview

The bottom line — what this framework is, who it's for, and when to walk away.

Bottom Line Up Front

LangGraph is a low-level orchestration framework and runtime for building and deploying long-running, stateful agents. It provides core capabilities like durable execution, human-in-the-loop interactions, and comprehensive memory management. While it integrates seamlessly with LangChain components, it can be used independently for fine-grained control over agent workflows.

Best For

Building, managing, and deploying long-running, stateful agents or complex, custom agent workflows.

Avoid If

You are new to agents or prefer a higher-level abstraction with prebuilt architectures.

Strengths

  • +Provides durable execution, allowing agents to persist through failures and resume from where they left off.
  • +Supports human-in-the-loop interactions by enabling inspection and modification of agent state at any point.
  • +Offers comprehensive memory capabilities for short-term reasoning and long-term state persistence across sessions.
  • +Integrates with LangSmith for deep visibility, debugging, tracing, and evaluation of agent behavior.
  • +Designed for production-ready deployment of scalable, stateful, and long-running agent systems.

Weaknesses

  • −LangGraph is very low-level and does not abstract prompts or architecture, requiring more manual configuration.
  • −It is not recommended for users just getting started with agents or those seeking a higher-level abstraction.
  • −Requires familiarity with components like models and tools before effective use.

Project Health

Is this project alive, well-maintained, and safe to bet on long-term?

Stars

28,449

Open Issues

475

Last Commit

1d ago

Commit Frequency

25x/week

Bus Factor Score

8 / 10

Maintainers

100

Latest Version

1.1.6

Total Releases

100

Repo Age

2y 7mo

Forks

4,861

Monthly Downloads

42.3M

last 30 days

Versions Published

251

Known Vulnerabilities

1Highest: Moderate

Dependent Repos

0

public repos using this

Fit

Does it support the workflows, patterns, and capabilities your team actually needs?

State Management

LangGraph manages state through a comprehensive memory system for long-running agents, supporting both short-term working memory and long-term memory across sessions, allowing state inspection and modification.

Perspective

Your expertise shapes what we build next.

We build for engineers who make real architectural decisions. If something is missing, inaccurate, or could be more useful — we want to hear it.

Last updated: 5 April 2026

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