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<span class="sidebar-ad-text sidebar-ad-text-gradient">Sign up for DataStax Langflow</span>
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</li></ul></nav></div></div></aside><main class="docMainContainer_TBSr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Develop</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">Develop an application in Langflow</span></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Develop an application in Langflow</h1></header><style>[data-ch-theme="github-dark"] { --ch-t-colorScheme: dark;--ch-t-foreground: #c9d1d9;--ch-t-background: #0d1117;--ch-t-lighter-inlineBackground: #0d1117e6;--ch-t-editor-background: #0d1117;--ch-t-editor-foreground: #c9d1d9;--ch-t-editor-lineHighlightBackground: #6e76811a;--ch-t-editor-rangeHighlightBackground: #ffffff0b;--ch-t-editor-infoForeground: #3794FF;--ch-t-editor-selectionBackground: #264F78;--ch-t-focusBorder: #1f6feb;--ch-t-tab-activeBackground: #0d1117;--ch-t-tab-activeForeground: #c9d1d9;--ch-t-tab-inactiveBackground: #010409;--ch-t-tab-inactiveForeground: #8b949e;--ch-t-tab-border: #30363d;--ch-t-tab-activeBorder: #0d1117;--ch-t-editorGroup-border: #30363d;--ch-t-editorGroupHeader-tabsBackground: #010409;--ch-t-editorLineNumber-foreground: #6e7681;--ch-t-input-background: #0d1117;--ch-t-input-foreground: #c9d1d9;--ch-t-input-border: #30363d;--ch-t-icon-foreground: #8b949e;--ch-t-sideBar-background: #010409;--ch-t-sideBar-foreground: #c9d1d9;--ch-t-sideBar-border: #30363d;--ch-t-list-activeSelectionBackground: #6e768166;--ch-t-list-activeSelectionForeground: #c9d1d9;--ch-t-list-hoverBackground: #6e76811a;--ch-t-list-hoverForeground: #c9d1d9; }</style>
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<p>Follow this guide to learn how to build an application using Langflow.
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You'll learn how to set up a project directory, manage dependencies, configure environment variables, and package your Langflow application in a Docker image.</p>
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<p>To deploy your application to Docker or Kubernetes, see <a href="/deployment-docker">Deployment</a>.</p>
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<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="create-a-project-directory">Create a project directory<a href="#create-a-project-directory" class="hash-link" aria-label="Direct link to Create a project directory" title="Direct link to Create a project directory"></a></h2>
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<p>Create a project directory similar to this one.</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>LANGFLOW-APPLICATION/</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>├── flows/</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>│ ├── flow1.json</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>│ └── flow2.json</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>├── langflow-config-dir/</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>├── docker.env</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>├── Dockerfile</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>├── README.md</span></div></div><br></code></div></div>
|
||
<p>The <code>/flows</code> folder holds the flows you want to host.</p>
|
||
<p>The <code>langflow-config-dir</code> is referenced in the Dockerfile as the location for Langflow's configuration files, database, and logs. For more information, see <a href="/environment-variables">Environment variables</a>.</p>
|
||
<p>The <code>docker.env</code> file is copied to the Docker image as a <code>.env</code> file in the container root. This file controls Langflow's behavior, holds secrets, and configures runtime settings like authentication, database storage, API keys, and server configurations.</p>
|
||
<p>The <code>Dockerfile</code> controls how your image is built. This file copies your flows and <code>docker.env</code> files to your image.</p>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="package-management">Package management<a href="#package-management" class="hash-link" aria-label="Direct link to Package management" title="Direct link to Package management"></a></h3>
|
||
<p>The base Docker image includes the Langflow core dependencies by using <code>langflowai/langflow:latest</code> as the parent image.</p>
|
||
<p>If your application requires additional dependencies, create a <code>pyproject.toml</code> file and add the dependencies to the file. For more information, see <a href="/install-custom-dependencies">Install custom dependencies</a>.</p>
|
||
<p>To deploy the application with the additional dependencies to Docker, copy the <code>pyproject.toml</code> and <code>uv.lock</code> files to the Docker image by adding the following to the Dockerfile.</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>COPY pyproject.toml uv.lock /app/</span></div></div><br></code></div></div>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="environment-variables">Environment variables<a href="#environment-variables" class="hash-link" aria-label="Direct link to Environment variables" title="Direct link to Environment variables"></a></h2>
|
||
<p>The <code>docker.env</code> file is a <code>.env</code> file loaded into your Docker image.</p>
|
||
<p>The following example <code>docker.env</code> file defines auto-login behavior and which port to expose. Your environment may vary. For more information, see <a href="/environment-variables">Environment variables</a>.</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>LANGFLOW_AUTO_LOGIN=true</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>LANGFLOW_SAVE_DB_IN_CONFIG_DIR=true</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>LANGFLOW_BASE_URL=http://0.0.0.0:7860</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>OPENAI_API_KEY=sk-...</span></div></div><br></code></div></div>
|
||
<p>This example uses Langflow's default <a href="https://www.sqlite.org/" target="_blank" rel="noopener noreferrer">SQLite</a> database for storage, and configures no authentication.</p>
|
||
<p>To modify Langflow's default memory behavior, see <a href="/memory">Memory</a>.</p>
|
||
<p>To add authentication to your server, see <a href="/configuration-authentication">Authentication</a>.</p>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="add-flows-and-components">Add flows and components<a href="#add-flows-and-components" class="hash-link" aria-label="Direct link to Add flows and components" title="Direct link to Add flows and components"></a></h2>
|
||
<p>Add your flow's <code>.JSON</code> files to the <code>/flows</code> folder.</p>
|
||
<p>To export your flows from Langflow, see <a href="/concepts-flows">Flows</a>.</p>
|
||
<p>Optionally, add any custom components to a <code>/components</code> folder, and specify the path in your <code>docker.env</code>.</p>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="package-your-langflow-project-in-a-docker-image">Package your Langflow project in a Docker image<a href="#package-your-langflow-project-in-a-docker-image" class="hash-link" aria-label="Direct link to Package your Langflow project in a Docker image" title="Direct link to Package your Langflow project in a Docker image"></a></h2>
|
||
<ol>
|
||
<li>Add the following commands to your Dockerfile.</li>
|
||
</ol>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span># Use the latest version of langflow</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>FROM langflowai/langflow:latest</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span># Create accessible folders and set the working directory in the container</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>RUN mkdir /app/flows</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>RUN mkdir /app/langflow-config-dir</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>WORKDIR /app</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span># Copy the flows, optional components, and langflow-config-dir folders to the container</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>COPY flows /app/flows</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>COPY components /app/components</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>COPY langflow-config-dir /app/langflow-config-dir</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span># copy docker.env file</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>COPY docker.env /app/.env</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span># Set environment variables</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>ENV PYTHONPATH=/app</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>ENV LANGFLOW_LOAD_FLOWS_PATH=/app/flows</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>ENV LANGFLOW_CONFIG_DIR=/app/langflow-config-dir</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>ENV LANGFLOW_COMPONENTS_PATH=/app/components</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>ENV LANGFLOW_LOG_ENV=container</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span># Command to run the server</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>EXPOSE 7860</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>CMD ["langflow", "run", "--backend-only", "--env-file","/app/.env","--host", "0.0.0.0", "--port", "7860"]</span></div></div><br></code></div></div>
|
||
<p>The environment variables set in the Dockerfile specify resource paths and allow Langflow to access them. Values from <code>docker.env</code> override the values set in the Dockerfile. Additionally, logging behavior is set here with <code>ENV LANGFLOW_LOG_ENV=container</code> for serialized JSON to <code>stdout</code>, for tracking your application's behavior in a containerized environment. For more information on configuring logs, see <a href="/logging">Logging</a>.</p>
|
||
<div class="theme-admonition theme-admonition-note admonition_xJq3 alert alert--secondary"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_BuS1"><p>Optionally, remove the <code>--backend-only</code> flag from the startup command to start Langflow with the frontend enabled.
|
||
For more on <code>--backend-only</code> mode and the Langflow Docker image, see <a href="/deployment-docker">Docker</a>.</p></div></div>
|
||
<ol start="2">
|
||
<li>Save your Dockerfile.</li>
|
||
<li>Build the Docker image:</li>
|
||
</ol>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>docker build -t langflow-pokedex:1.2.0 .</span></div></div><br></code></div></div>
|
||
<ol start="4">
|
||
<li>Run the Docker container:</li>
|
||
</ol>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>docker run -p 7860:7860 langflow-pokedex:1.2.0</span></div></div><br></code></div></div>
|
||
<div class="theme-admonition theme-admonition-note admonition_xJq3 alert alert--secondary"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_BuS1"><p>For instructions on building and pushing your image to Docker Hub, see <a href="/deployment-docker">Docker</a>.</p></div></div>
|
||
<ol start="5">
|
||
<li>Confirm the server is serving your flows.
|
||
Open a <code>.JSON</code> file in your <code>/flows</code> folder and find the file's <code>id</code> value. It's the first value in the flow document.</li>
|
||
</ol>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>"id": "e4167236-938f-4aca-845b-21de3f399858",</span></div></div><br></code></div></div>
|
||
<ol start="6">
|
||
<li>Add the file's <code>id</code> value as the <code>flow-id</code> to a POST request to the <code>/run</code> endpoint.</li>
|
||
</ol>
|
||
<p>This command also uses a custom <code>session_id</code> value of <code>charizard_test_request</code>.
|
||
By default, session IDs use the <code>flow-id</code> value.
|
||
A custom session ID maintains a unique conversation thread, which keeps LLM contexts clean and can make debugging easier.
|
||
For more information, see <a href="/session-id">Session ID</a>.</p>
|
||
<div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>curl --request POST \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --url 'http://localhost:7860/api/v1/run/e4167236-938f-4aca-845b-21de3f399858?stream=false' \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --header 'Content-Type: application/json' \</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> --data '{</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> "input_value": "Tell me about Charizard please",</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> "output_type": "chat",</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> "input_type": "chat",</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> "session_id": "charizard_test_request"</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>}'</span></div></div><br></code></div></div>
|
||
<p>If the flow streams the result back to you, your flow is being served, and can be consumed from a front-end application by submitting POST requests to this endpoint.</p>
|
||
<p>To trigger your application from an external event, see <a href="/webhook">Webhook</a>.</p>
|
||
<div class="theme-admonition theme-admonition-note admonition_xJq3 alert alert--secondary"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_BuS1"><p>The test application returns a large amount of text, so the example command used <code>?stream=true</code>. If you prefer, set <code>?stream=false</code> to use batching. For more information, see the <a href="/api-flows-run#run-flow">/run endpoint</a>.</p></div></div>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="deploy-to-docker-hub-and-kubernetes">Deploy to Docker Hub and Kubernetes<a href="#deploy-to-docker-hub-and-kubernetes" class="hash-link" aria-label="Direct link to Deploy to Docker Hub and Kubernetes" title="Direct link to Deploy to Docker Hub and Kubernetes"></a></h2>
|
||
<p>For instructions on building and pushing your image to Docker Hub, see <a href="/deployment-docker">Docker</a>.</p>
|
||
<p>To deploy your application to Kubernetes, see <a href="/deployment-kubernetes-prod">Deploy the Langflow production environment to Kubernetes</a>.</p></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/develop-overview"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Overview</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/install-custom-dependencies"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Install custom dependencies</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#create-a-project-directory" class="table-of-contents__link toc-highlight">Create a project directory</a><ul><li><a href="#package-management" class="table-of-contents__link toc-highlight">Package management</a></li></ul></li><li><a href="#environment-variables" class="table-of-contents__link toc-highlight">Environment variables</a></li><li><a href="#add-flows-and-components" class="table-of-contents__link toc-highlight">Add flows and components</a></li><li><a href="#package-your-langflow-project-in-a-docker-image" class="table-of-contents__link toc-highlight">Package your Langflow project in a Docker image</a></li><li><a href="#deploy-to-docker-hub-and-kubernetes" class="table-of-contents__link toc-highlight">Deploy to Docker Hub and Kubernetes</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"><li class="footer__item"><div class="footer-links">
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<span id="preferenceCenterContainer"> · <a href="https://langflow.org/preferences">Manage Privacy Choices</a></span>
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