Agent management for every team.

Develop, deploy, and scale agents with LangGraph Platform — our purpose-built platform for long-running, stateful workflows.

Get a demo See the docs

Agent deployment made simple.

Get to production with 1-click deploy and live endpoints. Our robust APIs for memory, threads, and cron jobs help you ship fast and handle production scale.

See our deployment options

Accelerate agent development.

Build, debug, and iterate visually with LangGraph Studio. Start building quickly from templates, or scaffold your own with our drag-and-drop builder.

Try out LangGraph Studio

Centralized agent management.

Discover, reuse, share, and configure agents made by other teams in your organization — no coding needed.

Modify agents with Assistants

LangGraph Platform FAQs

Is LangGraph Platform open source?

No. LangGraph is an orchestration framework for complex agentic systems and is more low-level and controllable than LangChain agents. LangChain provides a standard interface to interact with models and other components, useful for straight-forward chains and retrieval flows.

How are LangGraph and LangGraph Platform different?

LangGraph is a stateful, orchestration framework that brings added control to agent workflows. LangGraph Platform is a service for deploying and scaling LangGraph applications, with an opinionated API for building agent UXs, plus an integrated developer studio.

LangGraph (open source)

LangGraph Platform

Features

Stateful orchestration framework for agentic applications

Scalable infrastructure for deploying LangGraph applications

Python and JavaScript

None

Yes - useful for retrieving & updating state or long-term memory, or creating a configurable assistant

Basic

Dedicated mode for token-by-token messages

Community contributed

Supported out-of-the-box

Self-managed

Managed Postgres with efficient storage

Self-managed

- Cloud
- Hybrid
- Full self-hosted

Self-managed

Auto-scaling of task queues and servers

Self-managed

Automated retries

Simple threading

Supports double-texting

None

Cron scheduling

Opt-in LangSmith integration for observability

Integrated with LangSmith for observability

LangGraph Studio for Desktop

LangGraph Studio for Desktop & Cloud

What are my deployment options for LangGraph Platform?

We currently have the following deployment options for LangGraph applications:

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Cloud SaaS: Fully managed and hosted as part of LangSmith (our unified observability & evals platform). Deploy quickly, with automatic updates and zero maintenance.

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Hybrid (SaaS control plane, self-hosted data plane). No data leaves your VPC. Provisioning and scaling is managed as a service.

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Fully Self-Hosted: Deploy LangGraph entirely on your own infrastructure.

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If you want to try out a basic version of our LangGraph server in your environment, you can also self-host on our Developer plan and get up to 100k nodes executed per month for free. Great for running hobbyist projects, with fewer features are available than in paid plans.

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