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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_z5aJ"><div class="docItemContainer_c0TR"><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" aria-hidden="true" focusable="false" role="presentation" class="breadcrumbHomeIcon_xK9p"><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">API reference</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">Use the TypeScript client</span></li></ul></nav><div class="docMetaRow_c2hx"><div class="root_Eutc"><button type="button" class="button_gpNY"><span aria-hidden="true" class="icon_Bm9L"><svg xmlns="http://www.w3.org/2000/svg" width="12" height="12" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-copy"><rect width="14" height="14" x="8" y="8" rx="2" ry="2"></rect><path d="M4 16c-1.1 0-2-.9-2-2V4c0-1.1.9-2 2-2h10c1.1 0 2 .9 2 2"></path></svg></span><span class="label_LzDG">Copy page</span></button></div><span class="theme-doc-version-badge badge badge--secondary">Version: 1.10.x</span></div><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>Langflow TypeScript client</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>
|
||
<!-- -->
|
||
<p>The Langflow TypeScript client allows your TypeScript applications to programmatically interact with the Langflow API.</p>
|
||
<p>For the client code repository, see <a href="https://github.com/datastax/langflow-client-ts/" target="_blank" rel="noopener noreferrer" class="">langflow-client-ts</a>.</p>
|
||
<p>For the npm package, see <a href="https://www.npmjs.com/package/@datastax/langflow-client" target="_blank" rel="noopener noreferrer" class="">@datastax/langflow-client</a>.</p>
|
||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="install-the-langflow-typescript-package">Install the Langflow TypeScript package<a href="#install-the-langflow-typescript-package" class="hash-link" aria-label="Direct link to Install the Langflow TypeScript package" title="Direct link to Install the Langflow TypeScript package" translate="no"></a></h2>
|
||
<p>To install the Langflow typescript client package, use one of the following commands:</p>
|
||
<div class="theme-tabs-container tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">npm</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">yarn</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">pnpm</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><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>npm install @datastax/langflow-client</span></div></div><br></code></div></div></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><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>yarn add @datastax/langflow-client</span></div></div><br></code></div></div></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><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>pnpm add @datastax/langflow-client</span></div></div><br></code></div></div></div></div></div>
|
||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="initialize-the-langflow-typescript-client">Initialize the Langflow TypeScript client<a href="#initialize-the-langflow-typescript-client" class="hash-link" aria-label="Direct link to Initialize the Langflow TypeScript client" title="Direct link to Initialize the Langflow TypeScript client" translate="no"></a></h2>
|
||
<ol>
|
||
<li class="">
|
||
<p>Import the client into your code.</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>import { LangflowClient } from "@datastax/langflow-client";</span></div></div><br></code></div></div>
|
||
</li>
|
||
<li class="">
|
||
<p>Initialize a <code>LangflowClient</code> object to interact with your server:</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>const baseUrl = "BASE_URL";</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>const apiKey = "API_KEY";</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>const client = new LangflowClient({ baseUrl, apiKey });</span></div></div><br></code></div></div>
|
||
<p>Replace <code>BASE_URL</code> and <code>API_KEY</code> with values from your deployment.
|
||
The default Langflow base URL is <code>http://localhost:7860</code>.
|
||
To create an API key, see <a class="" href="/api-keys-and-authentication">API keys and authentication</a>.</p>
|
||
</li>
|
||
</ol>
|
||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="connect-to-your-server-and-get-responses">Connect to your server and get responses<a href="#connect-to-your-server-and-get-responses" class="hash-link" aria-label="Direct link to Connect to your server and get responses" title="Direct link to Connect to your server and get responses" translate="no"></a></h2>
|
||
<ol>
|
||
<li class="">
|
||
<p>With your Langflow client initialized, test the connection by calling your Langflow server.</p>
|
||
<p>The following example runs a flow (<code>runFlow</code>) by sending the flow ID and a chat input string:</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">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span>import { LangflowClient } from "@datastax/langflow-client";</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span>const baseUrl = "http://localhost:7860";</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span>const client = new LangflowClient({ baseUrl });</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span>async function runFlow() {</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span> const flowId = "aa5a238b-02c0-4f03-bc5c-cc3a83335cdf";</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span> const flow = client.flow(flowId);</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span> const input = "Is anyone there?";</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span> const response = await flow.run(input);</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span> console.log(response);</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->15</span><div style="display:inline-block;margin-left:16px"><span>runFlow().catch(console.error);</span></div></div><br></code></div></div>
|
||
<p>Replace the following:</p>
|
||
<ul>
|
||
<li class=""><code>baseUrl</code>: The URL of your Langflow server.</li>
|
||
<li class=""><code>flowId</code>: The ID of the flow you want to run.</li>
|
||
<li class=""><code>input</code>: The chat input message you want to send to trigger the flow.
|
||
This is only valid for flows with a <strong>Chat Input</strong> component.</li>
|
||
</ul>
|
||
</li>
|
||
<li class="">
|
||
<p>Review the result to confirm that the client connected to your Langflow server.</p>
|
||
<p>The following example shows the response from a well-formed <code>runFlow</code> request that reached the Langflow server and successfully started the flow:</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>FlowResponse {</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> sessionId: 'aa5a238b-02c0-4f03-bc5c-cc3a83335cdf',</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> outputs: [ { inputs: [Object], outputs: [Array] } ]</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>In this case, the response includes a <a class="" href="/session-id"><code>sessionID</code></a> that is a unique identifier for the client-server session and an <code>outputs</code> array that contains information about the flow run.</p>
|
||
</li>
|
||
<li class="">
|
||
<p>Optional: If you want to get full response objects from the server, change <code>console.log</code> to stringify the returned JSON object:</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>console.log(JSON.stringify(response, null, 2));</span></div></div><br></code></div></div>
|
||
<p>The exact structure of the returned <code>inputs</code> and <code>outputs</code> objects depends on the components and configuration of your flow.</p>
|
||
</li>
|
||
<li class="">
|
||
<p>Optional: If you want the response to include only the chat message from the <strong>Chat Output</strong> component, change <code>console.log</code> to use the <code>chatOutputText</code> convenience function:</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>console.log(response.chatOutputText());</span></div></div><br></code></div></div>
|
||
</li>
|
||
</ol>
|
||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="use-advanced-typescript-client-features">Use advanced TypeScript client features<a href="#use-advanced-typescript-client-features" class="hash-link" aria-label="Direct link to Use advanced TypeScript client features" title="Direct link to Use advanced TypeScript client features" translate="no"></a></h2>
|
||
<p>The TypeScript client can do more than just connect to your server and run a flow.</p>
|
||
<p>This example builds on the quickstart with additional features for interacting with Langflow:</p>
|
||
<ol>
|
||
<li class="">
|
||
<p>Pass <a class="" href="/concepts-publish#input-schema">tweaks</a> as an object with the request.
|
||
Tweaks are programmatic run-time overrides for component settings.</p>
|
||
<p>This example changes the LLM used by a language model component in a flow::</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>const tweaks = { model_name: "gpt-4o-mini" };</span></div></div><br></code></div></div>
|
||
</li>
|
||
<li class="">
|
||
<p>Pass a <a class="" href="/session-id">session ID</a> with the request to separate the conversation from other flow runs, and to be able to continue this conversation by calling the same session ID in the future:</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>const session_id = "aa5a238b-02c0-4f03-bc5c-cc3a83335cdf";</span></div></div><br></code></div></div>
|
||
</li>
|
||
<li class="">
|
||
<p>Instead of calling <code>run</code> on the Flow object, call <code>stream</code> with the same arguments to get a streaming response:</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>const response = await client.flow(flowId).stream(input);</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>for await (const event of response) {</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span> console.log(event);</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>The response is a <a href="https://developer.mozilla.org/en-US/docs/Web/API/ReadableStream" target="_blank" rel="noopener noreferrer" class=""><code>ReadableStream</code></a> of objects.
|
||
For more information on streaming Langflow responses, see the <a class="" href="/api-flows-run#run-flow"><code>/run</code> endpoint</a>.</p>
|
||
</li>
|
||
<li class="">
|
||
<p>Run the modified TypeScript application to run the flow with <code>tweaks</code>, <code>session_id</code>, and streaming:</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">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span>import { LangflowClient } from "@datastax/langflow-client";</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span>const baseUrl = "http://localhost:7860";</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span>const client = new LangflowClient({ baseUrl });</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span>async function runFlow() {</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> const flowId = "aa5a238b-02c0-4f03-bc5c-cc3a83335cdf";</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> const input = "Is anyone there?";</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> const tweaks = { model_name: "gpt-4o-mini" };</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> const session_id = "test-session";</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> const response = await client.flow(flowId).stream(input, {</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> session_id,</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> tweaks,</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> });</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> for await (const event of response) {</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> console.log(event);</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span> }</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->22</span><div style="display:inline-block;margin-left:16px"><span>runFlow().catch(console.error);</span></div></div><br></code></div></div>
|
||
<p>Replace the following:</p>
|
||
<ul>
|
||
<li class=""><code>baseUrl</code>: The URL of your Langflow server.</li>
|
||
<li class=""><code>flowId</code>: The ID of the flow you want to run.</li>
|
||
<li class=""><code>input</code>: The chat input message you want to send to trigger the flow, assuming the flow has a <strong>Chat Input</strong> component.</li>
|
||
<li class=""><code>tweaks</code>: Any tweak modifiers to apply to the flow run.
|
||
This example changes the LLM used by a component in the flow.</li>
|
||
<li class=""><code>session_id</code>: Pass a custom session ID.
|
||
If omitted or empty, the flow ID is the default session ID.</li>
|
||
</ul>
|
||
<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Result</summary><div><div class="collapsibleContent_i85q"><p>With streaming enabled, the response includes the flow metatadata and timestamped events for flow activity.
|
||
For example:</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">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>{</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> event: 'add_message',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> data: {</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> timestamp: '2025-05-23 15:52:48 UTC',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> sender: 'User',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> sender_name: 'User',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> session_id: 'test-session',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> text: 'Is anyone there?',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> files: [],</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> error: false,</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> edit: false,</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> properties: {</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> text_color: '',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> background_color: '',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> edited: false,</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> source: [Object],</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> icon: '',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> allow_markdown: false,</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> positive_feedback: null,</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> state: 'complete',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> targets: []</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> },</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> category: 'message',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> content_blocks: [],</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> id: '7f096715-3f2d-4d84-88d6-5e2f76bf3fbe',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> flow_id: 'aa5a238b-02c0-4f03-bc5c-cc3a83335cdf',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> duration: null</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> }</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>{</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> event: 'token',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> data: {</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> chunk: 'Absolutely',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> id: 'c5a99314-6b23-488b-84e2-038aa3e87fb5',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> timestamp: '2025-05-23 15:52:48 UTC'</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> }</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>{</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> event: 'token',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> data: {</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> chunk: ',',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> id: 'c5a99314-6b23-488b-84e2-038aa3e87fb5',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> timestamp: '2025-05-23 15:52:48 UTC'</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> }</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>{</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> event: 'token',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> data: {</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> chunk: " I'm",</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> id: 'c5a99314-6b23-488b-84e2-038aa3e87fb5',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> timestamp: '2025-05-23 15:52:48 UTC'</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> }</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>{</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> event: 'token',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> data: {</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> chunk: ' here',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> id: 'c5a99314-6b23-488b-84e2-038aa3e87fb5',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> timestamp: '2025-05-23 15:52:48 UTC'</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> }</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>// this response is abbreviated</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>{</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> event: 'end',</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span> data: { result: { session_id: 'test-session', outputs: [Array] } }</span></div></div><div><span class="ch-code-line-number">_<!-- -->68</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><br></code></div></div></div></div></details>
|
||
</li>
|
||
</ol>
|
||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="retrieve-langflow-logs-with-the-typescript-client">Retrieve Langflow logs with the TypeScript client<a href="#retrieve-langflow-logs-with-the-typescript-client" class="hash-link" aria-label="Direct link to Retrieve Langflow logs with the TypeScript client" title="Direct link to Retrieve Langflow logs with the TypeScript client" translate="no"></a></h2>
|
||
<p>To retrieve <a class="" href="/logging">Langflow logs</a>, you must enable log retrieval on your Langflow server by including the following values in your Langflow <code>.env</code> file:</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_ENABLE_LOG_RETRIEVAL=True</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>LANGFLOW_LOG_RETRIEVER_BUFFER_SIZE=10000</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>LANGFLOW_LOG_LEVEL=DEBUG</span></div></div><br></code></div></div>
|
||
<p>The following example script starts streaming logs in the background, and then runs a flow so you can monitor the flow run:</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">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>import { LangflowClient } from "@datastax/langflow-client";</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>const baseUrl = "http://localhost:7863";</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>const flowId = "86f0bf45-0544-4e88-b0b1-8e622da7a7f0";</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>async function runFlow(client: LangflowClient) {</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span> const input = "Is anyone there?";</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span> const response = await client.flow(flowId).run(input);</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span> console.log('Flow response:', response);</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></span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>async function main() {</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span> const client = new LangflowClient({ baseUrl: baseUrl });</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> // Start streaming logs</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span> console.log('Starting log stream...');</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span> for await (const log of await client.logs.stream()) {</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span> console.log('Log:', log);</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></span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span> // Run the flow</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span> await runFlow(client);</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>}</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>main().catch(console.error);</span></div></div><br></code></div></div>
|
||
<p>Replace the following:</p>
|
||
<ul>
|
||
<li class=""><code>baseUrl</code>: The URL of your Langflow server.</li>
|
||
<li class=""><code>flowId</code>: The ID of the flow you want to run.</li>
|
||
<li class=""><code>input</code>: The chat input message you want to send to trigger the flow, assuming the flow has a <strong>Chat Input</strong> component.</li>
|
||
</ul>
|
||
<p>Logs begin streaming indefinitely, and the flow runs once.</p>
|
||
<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Result</summary><div><div class="collapsibleContent_i85q"><p>The following example result is truncated for readability, but you can follow the messages to see how the flow instantiates its components, configures its model, and processes the outputs.</p><p>The <code>FlowResponse</code> object, at the end of the stream, is returned to the client with the flow result in the <code>outputs</code> array.</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">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Starting log stream...</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.006Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.006127-0400 DEBUG Instantiating ChatInput of type component\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.029Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.029957-0400 DEBUG Instantiating Prompt of type component\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.049Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.049520-0400 DEBUG Instantiating ChatOutput of type component\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.069Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.069359-0400 DEBUG Instantiating OpenAIModel of type component\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.086Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: "2025-05-30T07:49:16.086426-0400 DEBUG Running layer 0 with 2 tasks, ['ChatInput-xjucM', 'Prompt-I3pxU']\n"</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.101Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.101766-0400 DEBUG Building Chat Input\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.113Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.113343-0400 DEBUG Building Prompt\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.131Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.131423-0400 DEBUG Logged vertex build: 6bd9fe9c-5eea-4f05-a96d-f6de9dc77e3c\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.143Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.143295-0400 DEBUG Logged vertex build: 39c68ec9-3859-4fff-9b14-80b3271f8fbf\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.188Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: "2025-05-30T07:49:16.188730-0400 DEBUG Running layer 1 with 1 tasks, ['OpenAIModel-RtlZm']\n"</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.201Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.201946-0400 DEBUG Building OpenAI\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:16.216Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: '2025-05-30T07:49:16.216622-0400 INFO Model name: gpt-4.1-mini\n'</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Flow response: FlowResponse {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> sessionId: '86f0bf45-0544-4e88-b0b1-8e622da7a7f0',</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> outputs: [ { inputs: [Object], outputs: [Array] } ]</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>Log: Log {</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> timestamp: 2025-05-30T11:49:18.094Z,</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span> message: `2025-05-30T07:49:18.094364-0400 DEBUG Vertex OpenAIModel-RtlZm, result: <langflow.graph.utils.UnbuiltResult object at 0x364d24dd0>, object: {'text_output': "Hey there! I'm here and ready to help you build something awesome with AI. What are you thinking about creating today?"}\n`</span></div></div><div><span class="ch-code-line-number">_<!-- -->57</span><div style="display:inline-block;margin-left:16px"><span>}</span></div></div><br></code></div></div></div></div></details>
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<p>For more information, see <a class="" href="/api-logs">Logs endpoints</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="/api-reference-api-examples"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Get started with the Langflow API</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/flow-devops-sdk"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Flow DevOps Toolkit SDK</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="#install-the-langflow-typescript-package" class="table-of-contents__link toc-highlight">Install the Langflow TypeScript package</a></li><li><a href="#initialize-the-langflow-typescript-client" class="table-of-contents__link toc-highlight">Initialize the Langflow TypeScript client</a></li><li><a href="#connect-to-your-server-and-get-responses" class="table-of-contents__link toc-highlight">Connect to your server and get responses</a></li><li><a href="#use-advanced-typescript-client-features" class="table-of-contents__link toc-highlight">Use advanced TypeScript client features</a></li><li><a href="#retrieve-langflow-logs-with-the-typescript-client" class="table-of-contents__link toc-highlight">Retrieve Langflow logs with the TypeScript client</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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