LangGraph Cloud is now in Beta
Deploy LangGraph agents at scale with LangGraph Cloud (available for Python). Get 1-click deployment, scalable servers and task queues, and integrated monitoring to streamline custom workflows.
Gain precision and control with LangGraph to build agents that reliably handle complex tasks.
Deploy LangGraph agents at scale with LangGraph Cloud (available for Python). Get 1-click deployment, scalable servers and task queues, and integrated monitoring to streamline custom workflows.
LangGraph's flexible API supports diverse control flows – single agent, multi-agent, hierarchical, sequential – and robustly handles realistic, complex scenarios.
Ensure reliability with easy-to-add moderation and quality loops that prevent agents from veering off course.
With built-in statefulness, LangGraph agents seamlessly collaborate with humans by writing drafts for review and awaiting approval before acting. Easily inspect the agent’s actions and "time-travel" to take a different action at a specific time.
Bridge user expectations and agent capabilities with native token-by-token streaming and streaming of intermediate steps, delivering dynamic and interactive user experiences.
With LangGraph Cloud, quickly deploy and scale your application, with infrastructure purpose-built for agents. Sign up for the beta.
No. LangGraph is an orchestration framework for complex agentic systems and is more low-level and controllable than LangChain agents. On the other hand, LangChain provides a standard interface to interact with models and other components, useful for straight-forward chains and retrieval flows.
Other agentic frameworks can work for simple, generic tasks but fall short for complex tasks bespoke to a company’s needs. LangGraph provides a more expressive framework to handle companies’ unique tasks without restricting users to a single black-box cognitive architecture.
LangGraph will not add any overhead to your code and is specifically designed with streaming workflows in mind.
Yes. LangGraph is an MIT-licensed open-source library and is free to use.
No. LangGraph Cloud is proprietary software that will eventually be a paid service for certain tiers of usage. We will always give ample notice before charging for a service and reward our early adopters with preferential pricing.
For now, LangGraph Cloud is in closed beta. You can join this waitlist to try it out for free, and we’ll notify you with deployment instructions once you’re off the waitlist. Check out the docs.
LangGraph is a stateful, orchestration framework that brings added control to agent workflows. LangGraph Cloud is a service for deploying and scaling LangGraph applications, with a built-in Studio for prototyping, debugging, and sharing LangGraph applications.
Get started with LangChain, LangSmith, and LangGraph to enhance your LLM app development, from prototype to production.