> ## Documentation Index
> Fetch the complete documentation index at: https://langchain-5e9cc07a-preview-opensw-1783454697-4d4e2b4.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# LangSmith Deployment

> Deploy and manage agents with durable execution, real-time streaming, and horizontal scaling.

LangSmith Deployment is a workflow orchestration runtime purpose-built for agent workloads. It provides the managed infrastructure agents need to run reliably in production at scale, supporting the full lifecycle from local development to deployment.

## Deployable products

LangSmith Deployment is framework-agnostic which means you can deploy agents built with:

<CardGroup cols={2}>
  <Card title="LangGraph (and LangChain)" cta="Open quickstart" href="/langsmith/deployment-quickstart" icon="chart-dots-3">
    Use the LangGraph CLI and app templates to deploy a LangGraph application to LangSmith.
  </Card>

  <Card title="Google ADK" cta="View guide" href="/langsmith/deploy-google-adk" icon="google">
    Deploy Google Agent Development Kit (ADK) agent as a LangGraph with the `deployments-wrap-sdk` package.
  </Card>

  <Card title="Other frameworks" cta="View guide" href="/langsmith/deploy-other-frameworks" icon="packages">
    Deploy Claude Agent SDK, Strands, CrewAI, AutoGen, and other agent frameworks with the Functional API or `deployments-wrap-sdk`.
  </Card>

  <Card title="Managed Deep Agents" cta="Open quickstart" href="/langsmith/managed-deep-agents-overview" icon="robot">
    Create, run, and operate Managed Deep Agents through the private preview API.
  </Card>
</CardGroup>

## Deployment environments

You can run the same [Agent Server](/langsmith/agent-server) runtime in several hosting models. A **standalone server** is the lightest option: you run containers yourself without the LangSmith [control plane](/langsmith/control-plane). For managed deployments through the UI and APIs, use **Cloud** or **Self-hosted** (full platform in your infrastructure).

<CardGroup cols={2}>
  <Card title="Cloud" cta="View guide" href="/langsmith/deploy-to-cloud" icon="cloud">
    Fully managed by LangChain, running on AWS and GCP. Create deployments from GitHub in the LangSmith UI or with [`langgraph deploy`](/langsmith/cli#deploy). Requires a [Plus plan or above](https://www.langchain.com/pricing).
  </Card>

  <Card title="Standalone server" cta="View guide" href="/langsmith/deploy-standalone-server" icon="server">
    Deploy Agent Server with Docker, Compose, or Kubernetes. Bring your own PostgreSQL, Redis, and LangSmith license; no control plane. Optional [LangSmith tracing](/langsmith/observability) to Cloud or a self-hosted instance.
  </Card>

  <Card title="Self-hosted" cta="View guide" href="/langsmith/self-hosted" icon="buildings">
    Run the full LangSmith platform, including the control plane and data plane, in your cloud (for example on Kubernetes). Requires [Enterprise plan](https://www.langchain.com/pricing). Integrates observability, evaluation, and agent deployment in one private stack.
  </Card>
</CardGroup>

For a feature-level comparison and infrastructure setup, see [Platform setup](/langsmith/platform-setup).

## After deployment

Once deployed, agents work with [Agent Server](/langsmith/assistants)'s execution model: **assistants** for configuration, **threads** for state, and **runs** for workloads. For capabilities, tutorials, server customization, and operations, see [Develop agents](/langsmith/develop-agents-overview).

<CardGroup cols={2}>
  <Card title="Find and fix failures with Engine" icon="https://mintcdn.com/langchain-5e9cc07a-preview-opensw-1783454697-4d4e2b4/jftooiwBy_OUDTyv/images/brand/engine-icon-dark.png?fit=max&auto=format&n=jftooiwBy_OUDTyv&q=85&s=4e552aeb2b9feedbb427b0ca7261e701" href="/langsmith/engine-overview" width="196" height="196" data-path="images/brand/engine-icon-dark.png">
    Once agents are in production, use LangSmith Engine to detect recurring failures in their traces, diagnose root causes, and resolve them.
  </Card>

  <Card title="Interact with your deployment using RemoteGraph" icon="link" href="/langsmith/use-remote-graph">
    Call your deployed graph from client code as if it were a local compiled graph.
  </Card>
</CardGroup>

## Full-stack web apps

Ship a LangChain.js agent and chat UI together as a single web app. The Vite example uses LangSmith Deployment as the agent backend behind a separate UI. Other examples embed the agent inside the web framework's route handlers and ship to the host platform.

<Card title="Full-stack web apps" cta="View examples" href="/langsmith/deploy-frameworks-and-platforms" icon="code">
  Ship a LangChain.js chat app: embed the agent in Next.js, SvelteKit, Nuxt, Cloudflare Workers, or Deno Deploy (no Agent Server required), or pair LangSmith Deployment with a Vite + React UI.

  <div className="not-prose mt-4 grid grid-cols-6 items-center justify-items-center gap-2 border-t border-gray-200 pt-4 dark:border-gray-700">
    <span className="inline-flex h-8 w-8 items-center justify-center">
      <img className="h-5 w-5" src="https://mintcdn.com/langchain-5e9cc07a-preview-opensw-1783454697-4d4e2b4/96syU4wCbJ5oNlH9/images/providers/light/langchain.svg?fit=max&auto=format&n=96syU4wCbJ5oNlH9&q=85&s=6837257628f328fdc3fbe551123957d4" alt="LangSmith" width="65" height="65" data-path="images/providers/light/langchain.svg" />
    </span>

    <span className="inline-flex h-8 w-8 items-center justify-center">
      <img className="h-5 w-5" src="https://mintcdn.com/langchain-5e9cc07a-preview-opensw-1783454697-4d4e2b4/96syU4wCbJ5oNlH9/images/providers/light/nextjs.svg?fit=max&auto=format&n=96syU4wCbJ5oNlH9&q=85&s=e449f2690cc9225a41de4d0b9272d2c8" alt="Next.js" width="24" height="24" data-path="images/providers/light/nextjs.svg" />
    </span>

    <span className="inline-flex h-8 w-8 items-center justify-center">
      <img className="h-5 w-5" src="https://mintcdn.com/langchain-5e9cc07a-preview-opensw-1783454697-4d4e2b4/96syU4wCbJ5oNlH9/images/providers/light/svelte.svg?fit=max&auto=format&n=96syU4wCbJ5oNlH9&q=85&s=0ec0f52ba41114853542db88e91ebc84" alt="SvelteKit" width="24" height="24" data-path="images/providers/light/svelte.svg" />
    </span>

    <span className="inline-flex h-8 w-8 items-center justify-center">
      <img className="h-5 w-5" src="https://mintcdn.com/langchain-5e9cc07a-preview-opensw-1783454697-4d4e2b4/96syU4wCbJ5oNlH9/images/providers/light/nuxt.svg?fit=max&auto=format&n=96syU4wCbJ5oNlH9&q=85&s=ac1d7388bf43626b151b2340bd13f84c" alt="Nuxt" width="24" height="24" data-path="images/providers/light/nuxt.svg" />
    </span>

    <span className="inline-flex h-8 w-8 items-center justify-center">
      <img className="h-5 w-5" src="https://mintcdn.com/langchain-5e9cc07a-preview-opensw-1783454697-4d4e2b4/96syU4wCbJ5oNlH9/images/providers/light/cloudflare.svg?fit=max&auto=format&n=96syU4wCbJ5oNlH9&q=85&s=6b572eb3a3c86eb407a5ae871c51fa32" alt="Cloudflare Workers" width="24" height="24" data-path="images/providers/light/cloudflare.svg" />
    </span>

    <span className="inline-flex h-8 w-8 items-center justify-center">
      <img className="h-5 w-5" src="https://mintcdn.com/langchain-5e9cc07a-preview-opensw-1783454697-4d4e2b4/96syU4wCbJ5oNlH9/images/providers/light/deno.svg?fit=max&auto=format&n=96syU4wCbJ5oNlH9&q=85&s=8516fef1355d8348b1227d4af72f8101" alt="Deno Deploy" width="24" height="24" data-path="images/providers/light/deno.svg" />
    </span>
  </div>
</Card>

***

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    [Edit this page on GitHub](https://github.com/langchain-ai/docs/edit/main/src/langsmith/deployment.mdx) or [file an issue](https://github.com/langchain-ai/docs/issues/new/choose).
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