> ## Documentation Index
> Fetch the complete documentation index at: https://docs.langchain.com/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.

<Note>
  This page covers how your **agents** run in production with **LangSmith Deployment**.

  Where you run LangSmith for observability, evaluation, and prompt engineering is separate; refer to [Platform setup](/langsmith/platform-setup) for details.
</Note>

## 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 an 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">
    Deploy code-first Deep Agents with the Managed Deep Agents CLI private beta.
  </Card>
</CardGroup>

## LangSmith Deployment environments

Pick a environment based on where you want the [control plane](/langsmith/control-plane) and [data plane](/langsmith/data-plane) (Agent Servers and their databases) to run. All infrastructure types use the same [Agent Server](/langsmith/agent-server) runtime.

<CardGroup cols={2}>
  <Card title="Cloud" cta="View guide" href="/langsmith/deploy-to-cloud-overview" icon="cloud">
    Fully managed by LangChain 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="Self-hosted with control plane" cta="View guide" href="/langsmith/deploy-with-control-plane" icon="buildings">
    Run the LangSmith Deployment control plane and Agent Servers in your own Kubernetes cluster, alongside self-hosted LangSmith. Requires the [Enterprise plan](https://www.langchain.com/pricing) with LangSmith Deployment enabled.
  </Card>

  <Card title="Hybrid" cta="View guide" href="/langsmith/hybrid" icon="cloud-network">
    LangChain-managed control plane with Agent Servers and their data plane in your infrastructure. Traces flow to LangSmith Cloud or self-hosted LangSmith.
  </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>
</CardGroup>

## Common setups

* **Managed hosting for your agents.** LangSmith Deployment on [Cloud](/langsmith/deploy-to-cloud-overview). LangChain hosts the control plane, data plane, and databases. Pairs with LangSmith Cloud.
* **Agents in your VPC, control plane managed.** LangSmith Deployment via [Hybrid](/langsmith/hybrid). LangChain hosts the control plane; you host Agent Servers and their data plane. Pairs with LangSmith Cloud or self-hosted LangSmith.
* **Full data residency or air-gapped.** [Self-hosted LangSmith Deployment](/langsmith/deploy-with-control-plane). You host the control plane and Agent Servers in your own infrastructure alongside self-hosted LangSmith.
* **Agent runtime only, no control plane.** [Standalone Agent Server](/langsmith/deploy-standalone-server). Run Agent Server containers with Docker or Kubernetes without a control plane, optionally sending traces to LangSmith Cloud or self-hosted.

For where the LangSmith platform runs, 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/oHF6ZolKSFmH17u5/images/brand/engine-icon-dark.png?fit=max&auto=format&n=oHF6ZolKSFmH17u5&q=85&s=739a487161804691a14c36c2768d278d" 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/ZPKed1feKJ8F6LVo/images/providers/light/langchain.svg?fit=max&auto=format&n=ZPKed1feKJ8F6LVo&q=85&s=b910ed9cd0b6b8adb4b6da400882e92c" 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/h9vvRKKSgCSjvd_Y/images/providers/light/nextjs.svg?fit=max&auto=format&n=h9vvRKKSgCSjvd_Y&q=85&s=4f3336e9534db50f25f87173a41322d5" 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/h9vvRKKSgCSjvd_Y/images/providers/light/svelte.svg?fit=max&auto=format&n=h9vvRKKSgCSjvd_Y&q=85&s=07e7e35c40e4522f739feea9ef3e33b7" 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/h9vvRKKSgCSjvd_Y/images/providers/light/nuxt.svg?fit=max&auto=format&n=h9vvRKKSgCSjvd_Y&q=85&s=5d965ed1f93f51ac604e66b935a65368" 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/h9vvRKKSgCSjvd_Y/images/providers/light/cloudflare.svg?fit=max&auto=format&n=h9vvRKKSgCSjvd_Y&q=85&s=ae129fcbfc78ccaece42b1c4d3699311" 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/Tz8fh3A43FeUPf69/images/providers/light/deno.svg?fit=max&auto=format&n=Tz8fh3A43FeUPf69&q=85&s=8d213b0000104542fcaa7ab160595224" alt="Deno Deploy" width="24" height="24" data-path="images/providers/light/deno.svg" />
    </span>
  </div>
</Card>

***

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