diff --git a/404.html b/404.html
index 889224c818..f8e9e6aced 100644
--- a/404.html
+++ b/404.html
@@ -21,7 +21,7 @@
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diff --git a/agents-tools.html b/agents-tools.html
index 84edab9b82..0ccd6ff1ee 100644
--- a/agents-tools.html
+++ b/agents-tools.html
@@ -21,14 +21,14 @@
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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diff --git a/agents.html b/agents.html
index 29589081e5..d07060379d 100644
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role="button" aria-expanded="false">Changelog</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="false" href="/troubleshoot">Support</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 sidebar-ad">
         <a href="https://astra.datastax.com/signup?type=langflow" target="_blank" class="menu__link">
           <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-cloud"><path d="M17.5 19H9a7 7 0 1 1 6.71-9h1.79a4.5 4.5 0 1 1 0 9Z"/></svg>
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@@ -73,7 +73,7 @@ To unlock the power of the Agent component, connect some tools.</p>
 </li>
 <li>
 <p>Enable <strong>Tool Mode</strong> in the <strong>News Search</strong>, <strong>URL</strong>, and <strong>Calculator</strong> components.
-In the <a href="/concepts-components#component-menu">component menu</a>, enable <strong>Tool mode</strong> so you can use the component with an agent.</p>
+In the <a href="/concepts-components#component-menus">component&#x27;s header menu</a>, enable <strong>Tool Mode</strong> so you can use the component with an agent.</p>
 <p><strong>Tool Mode</strong> makes a component into a tool by modifying the component&#x27;s inputs to accept requests from the Agent component to use a tool&#x27;s available actions. A component in tool mode has a <strong>Toolset</strong> port that you must connect to an Agent component&#x27;s <strong>Tools</strong> port if you want to allow the agent to use the tool&#x27;s actions.</p>
 </li>
 <li>
diff --git a/api-build.html b/api-build.html
index 57de14ab28..f0381648c3 100644
--- a/api-build.html
+++ b/api-build.html
@@ -21,14 +21,14 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
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diff --git a/api-flows-run.html b/api-flows-run.html
index 1bc00a7cbe..7fe5b8d28e 100644
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index 696d457e96..d203c13c05 100644
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+++ b/api.html
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index 29b4715a10..8ec6415a16 100644
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index 925206b1f8..8c67a1dde7 100644
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index 4957254bf1..733ce70c44 100644
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diff --git a/api/build-public-tmp.html b/api/build-public-tmp.html
index b0291cc239..4b555084ea 100644
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diff --git a/api/build-vertex-stream.html b/api/build-vertex-stream.html
index da859df4e5..cf95bd5a17 100644
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index 9bd9dd1d2b..9f121a200a 100644
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@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/cancel-build.html b/api/cancel-build.html
index 0abb177f3a..11db175a16 100644
--- a/api/cancel-build.html
+++ b/api/cancel-build.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/check-if-store-has-api-key.html b/api/check-if-store-has-api-key.html
index 15e9eefd26..221ae0d08b 100644
--- a/api/check-if-store-has-api-key.html
+++ b/api/check-if-store-has-api-key.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/check-if-store-is-enabled.html b/api/check-if-store-is-enabled.html
index c229d23934..6930240f9b 100644
--- a/api/check-if-store-is-enabled.html
+++ b/api/check-if-store-is-enabled.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/create-api-key-route.html b/api/create-api-key-route.html
index bdd80415ac..409e13512f 100644
--- a/api/create-api-key-route.html
+++ b/api/create-api-key-route.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/create-flow.html b/api/create-flow.html
index cf4805a3c1..0bcb881959 100644
--- a/api/create-flow.html
+++ b/api/create-flow.html
@@ -21,7 +21,7 @@
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/create-flows.html b/api/create-flows.html
index c148ead87d..18f9696a26 100644
--- a/api/create-flows.html
+++ b/api/create-flows.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/create-folder-redirect.html b/api/create-folder-redirect.html
index 7409f4b6b0..331dc3fcb8 100644
--- a/api/create-folder-redirect.html
+++ b/api/create-folder-redirect.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/create-project.html b/api/create-project.html
index 68418daa81..a20f3bbd8f 100644
--- a/api/create-project.html
+++ b/api/create-project.html
@@ -21,7 +21,7 @@
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/create-upload-file.html b/api/create-upload-file.html
index 743311f937..79cf30bf4f 100644
--- a/api/create-upload-file.html
+++ b/api/create-upload-file.html
@@ -21,7 +21,7 @@
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/create-variable.html b/api/create-variable.html
index 1d7ee399fe..b5d7de8fd7 100644
--- a/api/create-variable.html
+++ b/api/create-variable.html
@@ -21,7 +21,7 @@
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/custom-component-update.html b/api/custom-component-update.html
index 00f0f0d2d5..2d7222cddd 100644
--- a/api/custom-component-update.html
+++ b/api/custom-component-update.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/custom-component.html b/api/custom-component.html
index 0e2bcffc05..eec8c6eba5 100644
--- a/api/custom-component.html
+++ b/api/custom-component.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/delete-all-files-1.html b/api/delete-all-files-1.html
index c314afaa38..3027832dcd 100644
--- a/api/delete-all-files-1.html
+++ b/api/delete-all-files-1.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/delete-all-files.html b/api/delete-all-files.html
index ce088cb915..8140297884 100644
--- a/api/delete-all-files.html
+++ b/api/delete-all-files.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/delete-api-key-route.html b/api/delete-api-key-route.html
index 9a2752928c..4b0925f9c9 100644
--- a/api/delete-api-key-route.html
+++ b/api/delete-api-key-route.html
@@ -21,7 +21,7 @@
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index ec32dfd7c5..f955885b9f 100644
--- a/api/delete-file-1.html
+++ b/api/delete-file-1.html
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diff --git a/api/delete-file.html b/api/delete-file.html
index d4a07e6da9..ae00a8c8ce 100644
--- a/api/delete-file.html
+++ b/api/delete-file.html
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index 0a951fcfe3..7c01fe2a3c 100644
--- a/api/delete-files-batch.html
+++ b/api/delete-files-batch.html
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diff --git a/api/delete-flow.html b/api/delete-flow.html
index 78545d044f..52aa2415a3 100644
--- a/api/delete-flow.html
+++ b/api/delete-flow.html
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index e4a400b973..0f133d7657 100644
--- a/api/delete-folder-redirect.html
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diff --git a/api/delete-messages-session.html b/api/delete-messages-session.html
index 46a2016b7b..0a0469dec7 100644
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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diff --git a/api/delete-messages.html b/api/delete-messages.html
index fd99eaee32..7a8ec18718 100644
--- a/api/delete-messages.html
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
diff --git a/api/delete-multiple-flows.html b/api/delete-multiple-flows.html
index 0cb9abc9b7..d5d4733168 100644
--- a/api/delete-multiple-flows.html
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
diff --git a/api/delete-project.html b/api/delete-project.html
index faf9c0489b..87fd020e8d 100644
--- a/api/delete-project.html
+++ b/api/delete-project.html
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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diff --git a/api/delete-user.html b/api/delete-user.html
index 08a5743b8f..18fd114b15 100644
--- a/api/delete-user.html
+++ b/api/delete-user.html
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
diff --git a/api/delete-variable.html b/api/delete-variable.html
index 6d71d4d8b0..f520c2a31a 100644
--- a/api/delete-variable.html
+++ b/api/delete-variable.html
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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diff --git a/api/delete-vertex-builds.html b/api/delete-vertex-builds.html
index 7bba8a68e0..e4d47704b8 100644
--- a/api/delete-vertex-builds.html
+++ b/api/delete-vertex-builds.html
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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diff --git a/api/download-component.html b/api/download-component.html
index 141236d316..e16e93bc2a 100644
--- a/api/download-component.html
+++ b/api/download-component.html
@@ -21,7 +21,7 @@
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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diff --git a/api/download-file-1.html b/api/download-file-1.html
index 2de812d5f8..cc81664cf7 100644
--- a/api/download-file-1.html
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diff --git a/api/download-file-2.html b/api/download-file-2.html
index f88bce031b..1e5447dd16 100644
--- a/api/download-file-2.html
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index 135e82600b..393d1fcb1d 100644
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index 382646b5b1..e081a340ab 100644
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index ef392bc6f5..fbaacbefb5 100644
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index d49fab914c..5b24fce6b4 100644
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index 93a8c23d1f..a48ac5846e 100644
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index 12efe57105..206722943d 100644
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index 47e043b8ba..9f806eb30b 100644
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index 6c8f553e1d..6249f43acb 100644
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index 1222022182..126b0e5848 100644
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index cb14cb8bc2..97995e6261 100644
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index 530367371b..1291e784dd 100644
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index f08f79dfc4..b84a969fea 100644
--- a/api/login-to-get-access-token.html
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index d31eca0040..c73d364e11 100644
--- a/api/logout.html
+++ b/api/logout.html
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index 0e85b0a124..841109d93d 100644
--- a/api/logs.html
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index 1093d241fd..bcb6026425 100644
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index 0a86a9a99e..b33c189f32 100644
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index 0b25bd5432..ec34a9c569 100644
--- a/api/read-all-users.html
+++ b/api/read-all-users.html
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diff --git a/api/read-basic-examples.html b/api/read-basic-examples.html
index cc926a24e1..c4fb691649 100644
--- a/api/read-basic-examples.html
+++ b/api/read-basic-examples.html
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diff --git a/api/read-current-user.html b/api/read-current-user.html
index 7f7fd450a3..775271e643 100644
--- a/api/read-current-user.html
+++ b/api/read-current-user.html
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diff --git a/api/read-flow.html b/api/read-flow.html
index 398b46c232..0b0914cb2e 100644
--- a/api/read-flow.html
+++ b/api/read-flow.html
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diff --git a/api/read-flows.html b/api/read-flows.html
index 87d7897e15..2446e76ee6 100644
--- a/api/read-flows.html
+++ b/api/read-flows.html
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diff --git a/api/read-folder-redirect.html b/api/read-folder-redirect.html
index 59898a9bc7..a0e35afb16 100644
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diff --git a/api/read-folders-redirect.html b/api/read-folders-redirect.html
index 2e40ac8002..330a78e34e 100644
--- a/api/read-folders-redirect.html
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diff --git a/api/read-project.html b/api/read-project.html
index 49883ac9ad..6be568eec6 100644
--- a/api/read-project.html
+++ b/api/read-project.html
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diff --git a/api/read-projects.html b/api/read-projects.html
index bdfb088ac6..b7e2367fed 100644
--- a/api/read-projects.html
+++ b/api/read-projects.html
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diff --git a/api/read-public-flow.html b/api/read-public-flow.html
index 222d631e89..f9cab7ee6b 100644
--- a/api/read-public-flow.html
+++ b/api/read-public-flow.html
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diff --git a/api/read-variables.html b/api/read-variables.html
index 1624e90bf7..ace028356b 100644
--- a/api/read-variables.html
+++ b/api/read-variables.html
@@ -21,7 +21,7 @@
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diff --git a/api/refresh-token.html b/api/refresh-token.html
index 02d43bc350..c63fb46858 100644
--- a/api/refresh-token.html
+++ b/api/refresh-token.html
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diff --git a/api/reset-password.html b/api/reset-password.html
index 35d6282425..0dad2c9f9e 100644
--- a/api/reset-password.html
+++ b/api/reset-password.html
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diff --git a/api/retrieve-vertices-order.html b/api/retrieve-vertices-order.html
index 9f84d198a8..947a3907d0 100644
--- a/api/retrieve-vertices-order.html
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diff --git a/api/save-store-api-key.html b/api/save-store-api-key.html
index ebb95b9318..ccb7726983 100644
--- a/api/save-store-api-key.html
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diff --git a/api/share-component.html b/api/share-component.html
index 12130e27cf..c3ff0267f2 100644
--- a/api/share-component.html
+++ b/api/share-component.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
 <script>!function(){window.semaphore=window.semaphore||[],window.ketch=function(){window.semaphore.push(arguments)};var e=document.createElement("script");e.type="text/javascript",e.src="https://global.ketchcdn.com/web/v3/config/datastax/langflow_org_web/boot.js",e.defer=e.async=!0,document.getElementsByTagName("head")[0].appendChild(e)}()</script>
 <script defer="true">!function(){const e=e=>{if(window.gtag&&e.purposes&&"analytics"in e.purposes&&"targeted_advertising"in e.purposes){const n=!0===e.purposes.analytics?"granted":"denied",t=!0===e.purposes.targeted_advertising?"granted":"denied",a={analytics_storage:n,ad_personalization:t,ad_storage:t,ad_user_data:t};window.gtag("consent","update",a)}};window.ketch&&window.ketch("on","consent",e)}()</script><link rel="stylesheet" href="/assets/css/styles.530387df.css">
-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/simplified-run-flow.html b/api/simplified-run-flow.html
index d4cf160d9f..527c6e4ad0 100644
--- a/api/simplified-run-flow.html
+++ b/api/simplified-run-flow.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
 <script>!function(){window.semaphore=window.semaphore||[],window.ketch=function(){window.semaphore.push(arguments)};var e=document.createElement("script");e.type="text/javascript",e.src="https://global.ketchcdn.com/web/v3/config/datastax/langflow_org_web/boot.js",e.defer=e.async=!0,document.getElementsByTagName("head")[0].appendChild(e)}()</script>
 <script defer="true">!function(){const e=e=>{if(window.gtag&&e.purposes&&"analytics"in e.purposes&&"targeted_advertising"in e.purposes){const n=!0===e.purposes.analytics?"granted":"denied",t=!0===e.purposes.targeted_advertising?"granted":"denied",a={analytics_storage:n,ad_personalization:t,ad_storage:t,ad_user_data:t};window.gtag("consent","update",a)}};window.ketch&&window.ketch("on","consent",e)}()</script><link rel="stylesheet" href="/assets/css/styles.530387df.css">
-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/stream-logs.html b/api/stream-logs.html
index 6fc0ceb6c6..8e6a23d9f3 100644
--- a/api/stream-logs.html
+++ b/api/stream-logs.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
 <script>!function(){window.semaphore=window.semaphore||[],window.ketch=function(){window.semaphore.push(arguments)};var e=document.createElement("script");e.type="text/javascript",e.src="https://global.ketchcdn.com/web/v3/config/datastax/langflow_org_web/boot.js",e.defer=e.async=!0,document.getElementsByTagName("head")[0].appendChild(e)}()</script>
 <script defer="true">!function(){const e=e=>{if(window.gtag&&e.purposes&&"analytics"in e.purposes&&"targeted_advertising"in e.purposes){const n=!0===e.purposes.analytics?"granted":"denied",t=!0===e.purposes.targeted_advertising?"granted":"denied",a={analytics_storage:n,ad_personalization:t,ad_storage:t,ad_user_data:t};window.gtag("consent","update",a)}};window.ketch&&window.ketch("on","consent",e)}()</script><link rel="stylesheet" href="/assets/css/styles.530387df.css">
-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/update-flow.html b/api/update-flow.html
index a519291465..d0ea928100 100644
--- a/api/update-flow.html
+++ b/api/update-flow.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/update-folder-redirect.html b/api/update-folder-redirect.html
index d159dbbace..91d723c464 100644
--- a/api/update-folder-redirect.html
+++ b/api/update-folder-redirect.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/update-message.html b/api/update-message.html
index d44e2e491a..c014e54ee3 100644
--- a/api/update-message.html
+++ b/api/update-message.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/update-project-mcp-settings.html b/api/update-project-mcp-settings.html
index cfca20ab65..86233f2799 100644
--- a/api/update-project-mcp-settings.html
+++ b/api/update-project-mcp-settings.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/update-project.html b/api/update-project.html
index 16d51f9e61..80308a8a55 100644
--- a/api/update-project.html
+++ b/api/update-project.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/update-session-id.html b/api/update-session-id.html
index 7292579b90..cf87e86bbb 100644
--- a/api/update-session-id.html
+++ b/api/update-session-id.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/update-shared-component.html b/api/update-shared-component.html
index 3c83734d7f..4049a6abbb 100644
--- a/api/update-shared-component.html
+++ b/api/update-shared-component.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/update-variable.html b/api/update-variable.html
index 719d978ac2..041f94d38e 100644
--- a/api/update-variable.html
+++ b/api/update-variable.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/upload-file-1.html b/api/upload-file-1.html
index f391fb8410..2230a3cfe3 100644
--- a/api/upload-file-1.html
+++ b/api/upload-file-1.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/upload-file-2.html b/api/upload-file-2.html
index b0ac1f5a80..c3a276c4b8 100644
--- a/api/upload-file-2.html
+++ b/api/upload-file-2.html
@@ -21,7 +21,7 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/upload-file-redirect.html b/api/upload-file-redirect.html
index c14b57829a..2482555b18 100644
--- a/api/upload-file-redirect.html
+++ b/api/upload-file-redirect.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/upload-file.html b/api/upload-file.html
index c388e5161f..a04e9eb31b 100644
--- a/api/upload-file.html
+++ b/api/upload-file.html
@@ -21,7 +21,7 @@
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
 <script src="/assets/js/main.d105d1da.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
diff --git a/api/upload-user-file-1.html b/api/upload-user-file-1.html
index 7e16bc0055..eed0ec4cab 100644
--- a/api/upload-user-file-1.html
+++ b/api/upload-user-file-1.html
@@ -21,7 +21,7 @@
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-"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[3968],{10233:(e,n,o)=>{o.r(n),o.d(n,{CH:()=>h,assets:()=>d,chCodeConfig:()=>p,contentTitle:()=>a,default:()=>m,frontMatter:()=>l,metadata:()=>t,toc:()=>u});const t=JSON.parse('{"id":"Concepts/concepts-playground","title":"Playground","description":"The\xa0Playground\xa0is a dynamic interface designed for real-time interaction with LLMs, allowing users to chat, access memories, and monitor inputs and outputs. 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Modifying these memories influences the behavior of the chatbot responses."}),"\n",(0,s.jsxs)(n.p,{children:["To learn more about chat memories in Langflow, see ",(0,s.jsx)(n.a,{href:"/components-memories",children:"Memory components"}),"."]}),"\n",(0,s.jsx)(n.h2,{id:"use-custom-session-ids-for-multiple-user-interactions",children:"Use custom Session IDs for multiple user interactions"}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.code,{children:"session_id"})," values are used to track user interactions in a flow.\nBy default, if the ",(0,s.jsx)(n.code,{children:"session_id"})," value is empty, it is set to the same value as the ",(0,s.jsx)(n.code,{children:"flow_id"}),". 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In addition to the messages stored for the Default Session, a new session is started with your custom Session ID."]}),"\n",(0,s.jsx)(n.h2,{id:"work-with-images-in-the-playground",children:"Work with images in the Playground"}),"\n",(0,s.jsx)(n.p,{children:"The Playground supports handling images in base64 format, allowing you to work with image data directly in your flows."}),"\n",(0,s.jsx)(n.p,{children:"The Playground accepts the following image formats:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:"PNG"}),"\n",(0,s.jsx)(n.li,{children:"JPG/JPEG"}),"\n",(0,s.jsx)(n.li,{children:"GIF"}),"\n",(0,s.jsx)(n.li,{children:"BMP"}),"\n",(0,s.jsx)(n.li,{children:"WebP"}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"You can work with base64 images in the Playground in several ways:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Direct Upload"}),": Use the image upload button in the chat interface to upload images directly."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Drag and Drop"}),": Drag and drop image files into the chat interface."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Programmatic Input"}),": Send base64-encoded images through the API."]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"This example sends a base64-encoded image to the Playground using curl:"}),"\n",(0,s.jsx)(h.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"curl ",props:{style:{color:"#FFA657"}}},{content:"-X ",props:{style:{color:"#79C0FF"}}},{content:'POST "http://localhost:7860/api/v1/run/',props:{style:{color:"#A5D6FF"}}},{content:"$FLOW_ID",props:{style:{color:"#C9D1D9"}}},{content:'" ',props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"-H ",props:{style:{color:"#C9D1D9"}}},{content:"'Content-Type: application/json' ",props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"-d ",props:{style:{color:"#C9D1D9"}}},{content:"'{",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "session_id": "custom_session_123",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "input_value": "What is in this image?",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "input_type": "chat",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "output_type": "chat",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "files": ["data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA..."]',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"}'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"The image is displayed in the chat interface and can be processed by your flow components."}),"\n",(0,s.jsx)(n.h2,{id:"see-also",children:"See also"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/session-id",children:"Session ID"})}),"\n"]})]})}function m(e={}){const{wrapper:n}={...(0,i.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(g,{...e})}):g(e)}function f(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}},17886:(e,n,o)=>{o.d(n,{A:()=>i});o(96540);var t=o(64058),s=o(74848);function i({name:e,...n}){const o=t[e];return o?(0,s.jsx)(o,{...n}):null}},75918:(e,n,o)=>{o.d(n,{A:()=>t});const t=o.p+"assets/images/playground-b2c623fb6849024570bc9bd5285309f5.png"},85629:(e,n,o)=>{o.d(n,{A:()=>t});const t=o.p+"assets/images/messages-logs-aec5213dc668ee51c2a40eab2ba0718c.png"}}]);
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In addition to the messages stored for the Default Session, a new session is started with your custom Session ID."]}),"\n",(0,t.jsx)(n.h2,{id:"work-with-images-in-the-playground",children:"Work with images in the Playground"}),"\n",(0,t.jsx)(n.p,{children:"The Playground supports handling images in base64 format, allowing you to work with image data directly in your flows."}),"\n",(0,t.jsx)(n.p,{children:"The Playground accepts the following image formats:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:"PNG"}),"\n",(0,t.jsx)(n.li,{children:"JPG/JPEG"}),"\n",(0,t.jsx)(n.li,{children:"GIF"}),"\n",(0,t.jsx)(n.li,{children:"BMP"}),"\n",(0,t.jsx)(n.li,{children:"WebP"}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"You can work with base64 images in the Playground in several ways:"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Direct Upload"}),": Use the image upload button in the chat interface to upload images directly."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Drag and Drop"}),": Drag and drop image files into the chat interface."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Programmatic Input"}),": Send base64-encoded images through the API."]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"This example sends a base64-encoded image to the Playground using curl:"}),"\n",(0,t.jsx)(h.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"curl ",props:{style:{color:"#FFA657"}}},{content:"-X ",props:{style:{color:"#79C0FF"}}},{content:'POST "http://localhost:7860/api/v1/run/',props:{style:{color:"#A5D6FF"}}},{content:"$FLOW_ID",props:{style:{color:"#C9D1D9"}}},{content:'" ',props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"-H ",props:{style:{color:"#C9D1D9"}}},{content:"'Content-Type: application/json' ",props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"-d ",props:{style:{color:"#C9D1D9"}}},{content:"'{",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "session_id": "custom_session_123",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "input_value": "What is in this image?",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "input_type": "chat",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "output_type": "chat",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:'    "files": ["data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA..."]',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"}'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,t.jsx)(n.p,{children:"The image is displayed in the chat interface and can be processed by your flow components."}),"\n",(0,t.jsx)(n.h2,{id:"see-also",children:"See also"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"/session-id",children:"Session ID"})}),"\n"]})]})}function m(e={}){const{wrapper:n}={...(0,i.R)(),...e.components};return n?(0,t.jsx)(n,{...e,children:(0,t.jsx)(g,{...e})}):g(e)}function f(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}},17886:(e,n,o)=>{o.d(n,{A:()=>i});o(96540);var s=o(64058),t=o(74848);function i({name:e,...n}){const o=s[e];return o?(0,t.jsx)(o,{...n}):null}},75918:(e,n,o)=>{o.d(n,{A:()=>s});const s=o.p+"assets/images/playground-b2c623fb6849024570bc9bd5285309f5.png"},85629:(e,n,o)=>{o.d(n,{A:()=>s});const s=o.p+"assets/images/messages-logs-aec5213dc668ee51c2a40eab2ba0718c.png"}}]);
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diff --git a/assets/js/31ead0b1.86d6283a.js b/assets/js/31ead0b1.824d41c9.js
similarity index 62%
rename from assets/js/31ead0b1.86d6283a.js
rename to assets/js/31ead0b1.824d41c9.js
index 2980f64e73..2489c286c6 100644
--- a/assets/js/31ead0b1.86d6283a.js
+++ b/assets/js/31ead0b1.824d41c9.js
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diff --git a/assets/js/320c2db0.1c42717c.js b/assets/js/320c2db0.1c42717c.js
deleted file mode 100644
index 8134bc678d..0000000000
--- a/assets/js/320c2db0.1c42717c.js
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It receives input, processes it, and produces output."]}),"\n",(0,i.jsxs)(n.p,{children:["Flows are created in the ",(0,i.jsx)(n.strong,{children:"workspace"})," with components dragged from the components sidebar."]}),"\n",(0,i.jsx)(n.p,{children:(0,i.jsx)(n.img,{alt:"Basic prompting flow within in the workspace",src:s(22202).A+"",width:"4000",height:"2200"})}),"\n",(0,i.jsxs)(n.p,{children:["A flow can be as simple as the ",(0,i.jsx)(n.a,{href:"/get-started-quickstart",children:"basic prompting flow"}),", which creates an OpenAI chatbot with four components."]}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:["Each component in a flow is a ",(0,i.jsx)(n.strong,{children:"node"})," that performs a specific task, like an AI model or a data source."]}),"\n",(0,i.jsxs)(n.li,{children:["Each component has a ",(0,i.jsx)(n.strong,{children:"Configuration"})," menu. Click the ",(0,i.jsx)(t.A,{name:"Code","aria-hidden":"true"})," ",(0,i.jsx)(n.strong,{children:"Code"})," button on a component to see its underlying Python code."]}),"\n",(0,i.jsxs)(n.li,{children:["Components are connected with ",(0,i.jsx)(n.strong,{children:"edges"})," to form flows."]}),"\n"]}),"\n",(0,i.jsxs)(n.p,{children:["If you're familiar with ",(0,i.jsx)(n.a,{href:"https://reactflow.dev/learn",children:"React Flow"}),", a ",(0,i.jsx)(n.strong,{children:"flow"})," is a node-based application, a ",(0,i.jsx)(n.strong,{children:"component"})," is a node, and the connections between components are ",(0,i.jsx)(n.strong,{children:"edges"}),"."]}),"\n",(0,i.jsxs)(n.p,{children:["When a flow is run, Langflow builds a Directed Acyclic Graph (DAG) graph object from the nodes (components) and edges (connections between components), with the nodes sorted to determine the order of execution. 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Each node is built and executed sequentially, with results from each built node being passed to nodes that are dependent on the previous node's results."]}),"\n",(0,i.jsx)(n.p,{children:"Flows are stored on local disk at the following default locations:"}),"\n",(0,i.jsxs)(n.ul,{children:["\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"Linux and WSL"}),": ",(0,i.jsx)(n.code,{children:"home/<username>/.cache/langflow/"})]}),"\n",(0,i.jsxs)(n.li,{children:[(0,i.jsx)(n.strong,{children:"macOS"}),": ",(0,i.jsx)(n.code,{children:"/Users/<username>/Library/Caches/langflow/"})]}),"\n"]}),"\n",(0,i.jsxs)(n.p,{children:["The flow storage location can be customized with the ",(0,i.jsx)(n.a,{href:"/environment-variables#LANGFLOW_CONFIG_DIR",children:"LANGFLOW_CONFIG_DIR"})," environment variable."]}),"\n",(0,i.jsx)(n.h2,{id:"find-your-way-around",children:"Find your way around"}),"\n",(0,i.jsx)(n.p,{children:"If you're new to Langflow, it's OK to feel a bit lost at first. 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diff --git a/assets/js/4af57a32.bfdf7c57.js b/assets/js/4af57a32.2af79f3f.js
similarity index 99%
rename from assets/js/4af57a32.bfdf7c57.js
rename to assets/js/4af57a32.2af79f3f.js
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--- a/assets/js/4af57a32.bfdf7c57.js
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@@ -1 +1 @@
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diff --git a/assets/js/4f1ba371.f48824d5.js b/assets/js/4f1ba371.9b76c0cd.js
similarity index 53%
rename from assets/js/4f1ba371.f48824d5.js
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index f62223913c..e6365d69ff 100644
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The agent calls the MCP server function ",(0,s.jsx)(n.code,{children:"fetch"}),", and then returns the response."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["If you want the agent to be able to use more tools, repeat these steps to add more ",(0,s.jsx)(n.strong,{children:"MCP connection"})," components with different servers or tools."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"mcp-sse-mode",children:"Use SSE mode"}),"\n",(0,s.jsxs)(n.p,{children:["Every Langflow project runs a separate MCP server that exposes the project's flows as MCP tools.\nFor more information about your projects' MCP servers, including how to manage exposed flows, see ",(0,s.jsx)(n.a,{href:"/mcp-server",children:"Use Langflow as an MCP server"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["To leverage flows-as-tools, use the ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component in ",(0,s.jsx)(n.strong,{children:"Server-Sent Events (SSE)"})," mode to connect to a project's ",(0,s.jsx)(n.code,{children:"/api/v1/mcp/sse"})," endpoint:"]}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Add an ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component to your flow, and then select ",(0,s.jsx)(n.strong,{children:"SSE"})," mode.\nA default address appears in the ",(0,s.jsx)(n.strong,{children:"MCP SSE URL"})," field."]}),"\n",(0,s.jsxs)(n.li,{children:["In the ",(0,s.jsx)(n.strong,{children:"MCP SSE URL"})," field, modify the default address to point at your Langflow server's SSE endpoint. 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client."]}),"\n",(0,s.jsxs)(n.p,{children:["This page describes how to use Langflow as an MCP client with the ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component."]}),"\n",(0,s.jsxs)(n.p,{children:["For information about using Langflow as an MCP server, see ",(0,s.jsx)(n.a,{href:"/mcp-server",children:"Use Langflow as an MCP server"}),"."]}),"\n",(0,s.jsx)(n.h2,{id:"use-the-mcp-connection-component",children:"Use the MCP connection component"}),"\n",(0,s.jsxs)(n.p,{children:["The ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component connects to a ",(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/introduction",children:"Model Context Protocol (MCP)"})," server and exposes the MCP server's tools as tools for ",(0,s.jsx)(n.a,{href:"/agents",children:"Langflow agents"}),"."]}),"\n",(0,s.jsx)(n.p,{children:"This component has two modes, depending on the type of server you want to access:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["To access tools provided by external, non-Langflow MCP servers, ",(0,s.jsx)(n.a,{href:"#mcp-stdio-mode",children:"use Stdio mode"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["To use flows from your ",(0,s.jsx)(n.a,{href:"/concepts-overview#projects",children:"Langflow projects"})," as MCP tools, ",(0,s.jsx)(n.a,{href:"#mcp-sse-mode",children:"use SSE mode"}),"."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"mcp-stdio-mode",children:"Use Stdio mode"}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Add an ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component to your flow."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["In the ",(0,s.jsx)(n.strong,{children:"MCP Command"})," field, enter the command to start the MCP server. For example, to start a ",(0,s.jsx)(n.a,{href:"https://github.com/modelcontextprotocol/servers/tree/main/src/fetch",children:"Fetch"})," server, the command is ",(0,s.jsx)(n.code,{children:"uvx mcp-server-fetch"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.code,{children:"uvx"})," is included with ",(0,s.jsx)(n.code,{children:"uv"})," in the Langflow package.\nTo use ",(0,s.jsx)(n.code,{children:"npx"})," server commands, you must first install an LTS release of ",(0,s.jsx)(n.a,{href:"https://docs.npmjs.com/downloading-and-installing-node-js-and-npm",children:"Node.js"}),".\nFor an example of an ",(0,s.jsx)(n.code,{children:"npx"})," MCP server in Langflow, see ",(0,s.jsx)(n.a,{href:"/mcp-component-astra",children:"Connect an Astra DB MCP server to Langflow"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["To use environment variables in your server command, enter each variable in the ",(0,s.jsx)(n.strong,{children:"Env"})," fields as you would define them in a script, such as ",(0,s.jsx)(n.code,{children:"VARIABLE=value"}),". If the ",(0,s.jsx)(n.strong,{children:"Env"})," field isn't shown, enable it in the component's ",(0,s.jsx)(n.strong,{children:"Controls"})," in the ",(0,s.jsx)(n.a,{href:"/concepts-components#component-menus",children:"component's header menu"}),"."]}),"\n",(0,s.jsx)(n.admonition,{type:"important",children:(0,s.jsxs)(n.p,{children:["Langflow passes environment variables from the ",(0,s.jsx)(n.code,{children:".env"})," file to MCP, but it doesn't pass  global variables declared in the Langflow UI.\nTo define an MCP server environment variable as a global variable, add it to Langflow's ",(0,s.jsx)(n.code,{children:".env"})," file at startup.\nFor more information, see ",(0,s.jsx)(n.a,{href:"/configuration-global-variables",children:"global variables"}),"."]})}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Click ",(0,s.jsx)(l.A,{name:"RefreshCw","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Refresh"})," to test the command and retrieve the list of tools provided by the MCP server."]}),"\n",(0,s.jsx)(n.p,{children:"If you select a specific tool, you might need to configure additional tool-specific fields. For information about tool-specific fields, see your MCP server's documentation."}),"\n",(0,s.jsxs)(n.p,{children:["At this point, the ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component is serving a tool, but nothing is using the tool. The next steps explain how to make the tool available to an ",(0,s.jsxs)(n.a,{href:"/components-agents",children:[(0,s.jsx)(n.strong,{children:"Agent"})," component"]})," so that the agent can use the tool in its responses."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["In the ",(0,s.jsx)(n.a,{href:"/concepts-components#component-menus",children:"component's header menu"}),", enable ",(0,s.jsx)(n.strong,{children:"Tool Mode"})," so you can use the component with an agent."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Connect the ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component's ",(0,s.jsx)(n.strong,{children:"Toolset"})," port to an ",(0,s.jsx)(n.strong,{children:"Agent"})," component's ",(0,s.jsx)(n.strong,{children:"Tools"})," port."]}),"\n",(0,s.jsxs)(n.p,{children:["If not already present in your flow, make sure you also attach ",(0,s.jsx)(n.strong,{children:"Chat input"})," and ",(0,s.jsx)(n.strong,{children:"Chat output"})," components to the ",(0,s.jsx)(n.strong,{children:"Agent"})," component."]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"MCP connection component",src:t(63963).A+"",width:"4000",height:"2354"})}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Test your flow to make sure the MCP server is connected and the selected tool is used by the agent: Click ",(0,s.jsx)(n.strong,{children:"Playground"}),", and then enter a prompt that uses the tool you connected through the ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component.\nFor example, if you use ",(0,s.jsx)(n.code,{children:"mcp-server-fetch"})," with the ",(0,s.jsx)(n.code,{children:"fetch"})," tool, you could ask the agent to summarize recent tech news. The agent calls the MCP server function ",(0,s.jsx)(n.code,{children:"fetch"}),", and then returns the response."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["If you want the agent to be able to use more tools, repeat these steps to add more ",(0,s.jsx)(n.strong,{children:"MCP connection"})," components with different servers or tools."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"mcp-sse-mode",children:"Use SSE mode"}),"\n",(0,s.jsxs)(n.p,{children:["Every Langflow project runs a separate MCP server that exposes the project's flows as MCP tools.\nFor more information about your projects' MCP servers, including how to manage exposed flows, see ",(0,s.jsx)(n.a,{href:"/mcp-server",children:"Use Langflow as an MCP server"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["To leverage flows-as-tools, use the ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component in ",(0,s.jsx)(n.strong,{children:"Server-Sent Events (SSE)"})," mode to connect to a project's ",(0,s.jsx)(n.code,{children:"/api/v1/mcp/sse"})," endpoint:"]}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Add an ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component to your flow, and then select ",(0,s.jsx)(n.strong,{children:"SSE"})," mode.\nA default address appears in the ",(0,s.jsx)(n.strong,{children:"MCP SSE URL"})," field."]}),"\n",(0,s.jsxs)(n.li,{children:["In the ",(0,s.jsx)(n.strong,{children:"MCP SSE URL"})," field, modify the default address to point at your Langflow server's SSE endpoint. The default value for Langflow Desktop is ",(0,s.jsx)(n.code,{children:"http://localhost:7868/"}),". The default value for other Langflow installations is ",(0,s.jsx)(n.code,{children:"http://localhost:7860/api/v1/mcp/sse"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["Click ",(0,s.jsx)(l.A,{name:"RefreshCw","aria-label":"Refresh"})," to test the endpoint and refresh the ",(0,s.jsx)(n.strong,{children:"Tools"})," list.\nIn SSE mode, all flows available from the targeted server are treated as tools."]}),"\n",(0,s.jsxs)(n.li,{children:["In the ",(0,s.jsx)(n.strong,{children:"Tool"})," field, select a flow that you want this component to use, or leave the field blank to allow access to all flows available from the targeted Langflow server."]}),"\n",(0,s.jsxs)(n.li,{children:["In the ",(0,s.jsx)(n.a,{href:"/concepts-components#component-menus",children:"component's header menu"}),", enable ",(0,s.jsx)(n.strong,{children:"Tool Mode"})," so you can use the component with an agent."]}),"\n",(0,s.jsxs)(n.li,{children:["Connect the ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component's ",(0,s.jsx)(n.strong,{children:"Toolset"})," port to an ",(0,s.jsx)(n.strong,{children:"Agent"})," component's ",(0,s.jsx)(n.strong,{children:"Tools"})," port. If not already present in your flow, make sure you also attach ",(0,s.jsx)(n.strong,{children:"Chat input"})," and ",(0,s.jsx)(n.strong,{children:"Chat output"})," components to the ",(0,s.jsx)(n.strong,{children:"Agent"})," component.\n",(0,s.jsx)(n.img,{alt:"MCP component with SSE mode enabled",src:t(68347).A+"",width:"4000",height:"2348"})]}),"\n",(0,s.jsxs)(n.li,{children:["Test your flow to make sure the agent uses your flows to respond to queries: Click ",(0,s.jsx)(n.strong,{children:"Playground"}),", and then enter a prompt that uses a flow that you connected through the ",(0,s.jsx)(n.strong,{children:"MCP connection"})," component."]}),"\n",(0,s.jsxs)(n.li,{children:["If you want the agent to be able to use more flows, repeat these steps to add more ",(0,s.jsx)(n.strong,{children:"MCP connection"})," components with different servers or tools selected."]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"mcp-connection-component-parameters",children:"MCP connection component parameters"}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.strong,{children:"Inputs"})}),"\n",(0,s.jsxs)(n.table,{children:[(0,s.jsx)(n.thead,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.th,{children:"Name"}),(0,s.jsx)(n.th,{children:"Type"}),(0,s.jsx)(n.th,{children:"Description"})]})}),(0,s.jsxs)(n.tbody,{children:[(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"command"}),(0,s.jsx)(n.td,{children:"String"}),(0,s.jsxs)(n.td,{children:["Stdio mode only. The MCP server startup command. Default: ",(0,s.jsx)(n.code,{children:"uvx mcp-sse-shim@latest"}),"."]})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"sse_url"}),(0,s.jsx)(n.td,{children:"String"}),(0,s.jsxs)(n.td,{children:["SSE mode only. The SSE URL for a Langflow project's MCP server. Default for Langflow Desktop: ",(0,s.jsx)(n.code,{children:"http://localhost:7868/"}),". Default for other installations: ",(0,s.jsx)(n.code,{children:"http://localhost:7860/api/v1/mcp/sse"})]})]})]})]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.strong,{children:"Outputs"})}),"\n",(0,s.jsxs)(n.table,{children:[(0,s.jsx)(n.thead,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.th,{children:"Name"}),(0,s.jsx)(n.th,{children:"Type"}),(0,s.jsx)(n.th,{children:"Description"})]})}),(0,s.jsx)(n.tbody,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"tools"}),(0,s.jsx)(n.td,{children:"List[Tool]"}),(0,s.jsx)(n.td,{children:"A list of tools exposed by the MCP server."})]})})]}),"\n",(0,s.jsx)(n.h2,{id:"see-also",children:"See also"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/mcp-server",children:"Use Langflow as an MCP server"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/mcp-component-astra",children:"Use a DataStax Astra DB MCP server with the MCP connection component"})}),"\n"]})]})}function u(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(h,{...e})}):h(e)}},63963:(e,n,t)=>{t.d(n,{A:()=>o});const o=t.p+"assets/images/component-mcp-stdio-636cfeb73567d12b0a0761c8738cad17.png"},68347:(e,n,t)=>{t.d(n,{A:()=>o});const o=t.p+"assets/images/component-mcp-sse-mode-a9f0716d810589ea26be2805bc4ec9dd.png"}}]);
\ No newline at end of file
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@@ -1 +1 @@
-"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[2935],{3510:(e,n,t)=>{t.r(n),t.d(n,{CH:()=>h,assets:()=>d,chCodeConfig:()=>g,contentTitle:()=>l,default:()=>m,frontMatter:()=>c,metadata:()=>o,toc:()=>u});const o=JSON.parse('{"id":"Agents/agents","title":"Use Langflow Agents","description":"Agents use LLMs as a brain to autonomously analyze problems and select tools to solve them.","source":"@site/docs/Agents/agents.md","sourceDirName":"Agents","slug":"/agents","permalink":"/agents","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Use Langflow Agents","slug":"/agents"},"sidebar":"docs","previous":{"title":"Vector stores","permalink":"/components-vector-stores"},"next":{"title":"Configure tools for agents","permalink":"/agents-tools"}}');var s=t(74848),r=t(28453),a=t(24754),i=t(17886);const c={title:"Use Langflow Agents",slug:"/agents"},l=void 0,d={},h={annotations:a.hk,Code:a.Cy},g={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},u=[{value:"Agent settings",id:"agent-settings",level:2},{value:"Agent models and providers",id:"agent-models-and-providers",level:3},{value:"Agent instructions and input",id:"agent-instructions-and-input",level:3},{value:"Agent tools",id:"agent-tools",level:3},{value:"Use the Agent component in a flow",id:"use-the-agent-component-in-a-flow",level:2},{value:"See also",id:"see-also",level:2}];function p(e){const n={a:"a",admonition:"admonition",code:"code",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.R)(),...e.components};return h||f("CH",!1),h.Code||f("CH.Code",!0),(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)("style",{dangerouslySetInnerHTML:{__html:'[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; }'}}),"\n","\n",(0,s.jsx)(n.p,{children:"Agents use LLMs as a brain to autonomously analyze problems and select tools to solve them."}),"\n",(0,s.jsxs)(n.p,{children:["Langflow's ",(0,s.jsx)(n.a,{href:"/components-agents#agent-component",children:"Agent component"})," simplifies agent configuration so you can focus on application development."]}),"\n",(0,s.jsx)(n.p,{children:"The Agent component provides everything you need to create an agent, including multiple LLM providers and custom instructions."}),"\n",(0,s.jsx)(n.h2,{id:"agent-settings",children:"Agent settings"}),"\n",(0,s.jsx)(n.p,{children:"You can configure the Agent component to use your preferred provider and model, custom instructions, and tools."}),"\n",(0,s.jsx)(n.h3,{id:"agent-models-and-providers",children:"Agent models and providers"}),"\n",(0,s.jsxs)(n.p,{children:["Use the ",(0,s.jsx)(n.strong,{children:"Model Provider"})," and ",(0,s.jsx)(n.strong,{children:"Model Name"})," settings to select the LLM that you want the Agent to use."]}),"\n",(0,s.jsx)(n.p,{children:"You must provide an authentication key for the selected provider, such as an OpenAI API key for OpenAI models."}),"\n",(0,s.jsx)(n.h3,{id:"agent-instructions-and-input",children:"Agent instructions and input"}),"\n",(0,s.jsxs)(n.p,{children:["In the ",(0,s.jsx)(n.strong,{children:"Agent Instructions"})," field, you can provide custom instructions that you want the Agent component to use for every conversation."]}),"\n",(0,s.jsxs)(n.p,{children:["These instructions are applied in addition to the ",(0,s.jsx)(n.strong,{children:"Input"}),", which is provided at runtime."]}),"\n",(0,s.jsx)(n.h3,{id:"agent-tools",children:"Agent tools"}),"\n",(0,s.jsx)(n.p,{children:"Agents are most useful when they have the appropriate tools available to complete requests."}),"\n",(0,s.jsx)(n.p,{children:"An Agent component can use any Langflow component as a tool, as long as you attach it to the Agent component."}),"\n",(0,s.jsx)(n.admonition,{type:"tip",children:(0,s.jsxs)(n.p,{children:["To allow agents to use tools from MCP servers, use the ",(0,s.jsxs)(n.a,{href:"/components-tools#mcp-connection",children:[(0,s.jsx)(n.strong,{children:"MCP connection"})," component"]}),"."]})}),"\n",(0,s.jsxs)(n.p,{children:["When you attach a component as a tool, you must configure the component as a tool by enabling ",(0,s.jsx)(n.strong,{children:"Tool Mode"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["For more information, see ",(0,s.jsx)(n.a,{href:"/",children:"Configure tools for agents"})]}),"\n",(0,s.jsx)(n.h2,{id:"use-the-agent-component-in-a-flow",children:"Use the Agent component in a flow"}),"\n",(0,s.jsx)(n.admonition,{type:"tip",children:(0,s.jsxs)(n.p,{children:["For a pre-built demonstration, open the ",(0,s.jsx)(n.strong,{children:"Simple Agent"})," template flow and follow along."]})}),"\n",(0,s.jsxs)(n.p,{children:["Create an agent in Langflow, starting with the ",(0,s.jsx)(n.strong,{children:"Agent"})," component and working outward."]}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Click ",(0,s.jsx)(n.strong,{children:"New Flow"}),", and then click ",(0,s.jsx)(n.strong,{children:"Blank Flow"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["Add an ",(0,s.jsx)(n.strong,{children:"Agent"})," component to your workspace."]}),"\n",(0,s.jsx)(n.li,{children:"Use the default model or select another provider and model, and then provide credentials for your chosen provider. For example, to use the default model, you must provide an OpenAI API key."}),"\n",(0,s.jsxs)(n.li,{children:["Add ",(0,s.jsx)(n.strong,{children:"Chat input"})," and ",(0,s.jsx)(n.strong,{children:"Chat output"})," components to your flow, and connect them to the tool calling agent."]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Chat with agent component",src:t(24770).A+"",width:"3704",height:"2572"})}),"\n",(0,s.jsxs)(n.p,{children:["This basic flow allows you to chat with the agent in the ",(0,s.jsx)(n.strong,{children:"Playground"}),", but you're only chatting with the OpenAI LLM.\nTo unlock the power of the Agent component, connect some tools."]}),"\n",(0,s.jsxs)(n.ol,{start:"5",children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Add the ",(0,s.jsx)(n.strong,{children:"News Search"}),", ",(0,s.jsx)(n.strong,{children:"URL"}),", and ",(0,s.jsx)(n.strong,{children:"Calculator"})," components to your flow."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Enable ",(0,s.jsx)(n.strong,{children:"Tool Mode"})," in the ",(0,s.jsx)(n.strong,{children:"News Search"}),", ",(0,s.jsx)(n.strong,{children:"URL"}),", and ",(0,s.jsx)(n.strong,{children:"Calculator"})," components.\nIn the ",(0,s.jsx)(n.a,{href:"/concepts-components#component-menu",children:"component menu"}),", enable ",(0,s.jsx)(n.strong,{children:"Tool mode"})," so you can use the component with an agent."]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Tool Mode"})," makes a component into a tool by modifying the component's inputs to accept requests from the Agent component to use a tool's available actions. A component in tool mode has a ",(0,s.jsx)(n.strong,{children:"Toolset"})," port that you must connect to an Agent component's ",(0,s.jsx)(n.strong,{children:"Tools"})," port if you want to allow the agent to use the tool's actions."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Connect the ",(0,s.jsx)(n.strong,{children:"Toolset"})," port on the three tool components to the ",(0,s.jsx)(n.strong,{children:"Tools"})," port on the Agent component."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Chat with agent component",src:t(65535).A+"",width:"3380",height:"3012"})}),"\n",(0,s.jsxs)(n.ol,{start:"8",children:["\n",(0,s.jsxs)(n.li,{children:["Open the ",(0,s.jsx)(i.A,{name:"Play","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Playground"}),". Ask the agent, ",(0,s.jsx)(n.code,{children:"What tools are you using to answer my questions?"}),"\nThe agent should respond with a list of the connected tools."]}),"\n"]}),"\n",(0,s.jsx)(h.Code,{codeConfig:g,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"I use a combination of my built-in knowledge (up to June 2024) and a set of external tools to answer your questions. Here are the main types of tools I can use:",props:{}}]},{tokens:[{content:"Web Search & Content Fetching: I can fetch and summarize content from web pages, including crawling links recursively.",props:{}}]},{tokens:[{content:"News Search: I can search for recent news articles using Google News via RSS feeds.",props:{}}]},{tokens:[{content:"Calculator: I can perform arithmetic calculations and evaluate mathematical expressions.",props:{}}]},{tokens:[{content:"Date & Time: I can provide the current date and time in various time zones.",props:{}}]},{tokens:[{content:"These tools help me provide up-to-date information, perform calculations, and retrieve specific data from the internet when needed. If you have a specific question, let me know, and I\u2019ll use the most appropriate tool(s) to help!",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(n.ol,{start:"9",children:["\n",(0,s.jsxs)(n.li,{children:["Ask the agent, ",(0,s.jsx)(n.code,{children:"Summarize today's tech news"}),".\nThe Playground displays the agent's tool calls, what input was provided, and the raw output the agent received before generating the summary. The agent should call the ",(0,s.jsx)(n.strong,{children:"News Search"})," component's ",(0,s.jsx)(n.code,{children:"search_news"})," action."]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"You've successfully constructed a flow with the Langflow Agent.\nConnect more tools to solve more specialized problems."}),"\n",(0,s.jsx)(n.h2,{id:"see-also",children:"See also"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/agents-tools",children:"Configure tools for agents"})}),"\n"]})]})}function m(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(p,{...e})}):p(e)}function f(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}},17886:(e,n,t)=>{t.d(n,{A:()=>r});t(96540);var o=t(64058),s=t(74848);function r({name:e,...n}){const t=o[e];return t?(0,s.jsx)(t,{...n}):null}},24770:(e,n,t)=>{t.d(n,{A:()=>o});const o=t.p+"assets/images/agent-example-add-chat-0fec77d5cd551fa755eb013c7aa5e1f0.png"},65535:(e,n,t)=>{t.d(n,{A:()=>o});const o=t.p+"assets/images/agent-example-add-tools-a55635c0c740ce8a71bd7f1ecef2736f.png"}}]);
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+"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[2935],{3510:(e,n,t)=>{t.r(n),t.d(n,{CH:()=>h,assets:()=>d,chCodeConfig:()=>g,contentTitle:()=>l,default:()=>m,frontMatter:()=>c,metadata:()=>o,toc:()=>u});const o=JSON.parse('{"id":"Agents/agents","title":"Use Langflow Agents","description":"Agents use LLMs as a brain to autonomously analyze problems and select tools to solve them.","source":"@site/docs/Agents/agents.md","sourceDirName":"Agents","slug":"/agents","permalink":"/agents","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Use Langflow Agents","slug":"/agents"},"sidebar":"docs","previous":{"title":"Vector stores","permalink":"/components-vector-stores"},"next":{"title":"Configure tools for agents","permalink":"/agents-tools"}}');var s=t(74848),r=t(28453),a=t(24754),i=t(17886);const c={title:"Use Langflow Agents",slug:"/agents"},l=void 0,d={},h={annotations:a.hk,Code:a.Cy},g={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},u=[{value:"Agent settings",id:"agent-settings",level:2},{value:"Agent models and providers",id:"agent-models-and-providers",level:3},{value:"Agent instructions and input",id:"agent-instructions-and-input",level:3},{value:"Agent tools",id:"agent-tools",level:3},{value:"Use the Agent component in a flow",id:"use-the-agent-component-in-a-flow",level:2},{value:"See also",id:"see-also",level:2}];function p(e){const n={a:"a",admonition:"admonition",code:"code",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.R)(),...e.components};return h||f("CH",!1),h.Code||f("CH.Code",!0),(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)("style",{dangerouslySetInnerHTML:{__html:'[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; }'}}),"\n","\n",(0,s.jsx)(n.p,{children:"Agents use LLMs as a brain to autonomously analyze problems and select tools to solve them."}),"\n",(0,s.jsxs)(n.p,{children:["Langflow's ",(0,s.jsx)(n.a,{href:"/components-agents#agent-component",children:"Agent component"})," simplifies agent configuration so you can focus on application development."]}),"\n",(0,s.jsx)(n.p,{children:"The Agent component provides everything you need to create an agent, including multiple LLM providers and custom instructions."}),"\n",(0,s.jsx)(n.h2,{id:"agent-settings",children:"Agent settings"}),"\n",(0,s.jsx)(n.p,{children:"You can configure the Agent component to use your preferred provider and model, custom instructions, and tools."}),"\n",(0,s.jsx)(n.h3,{id:"agent-models-and-providers",children:"Agent models and providers"}),"\n",(0,s.jsxs)(n.p,{children:["Use the ",(0,s.jsx)(n.strong,{children:"Model Provider"})," and ",(0,s.jsx)(n.strong,{children:"Model Name"})," settings to select the LLM that you want the Agent to use."]}),"\n",(0,s.jsx)(n.p,{children:"You must provide an authentication key for the selected provider, such as an OpenAI API key for OpenAI models."}),"\n",(0,s.jsx)(n.h3,{id:"agent-instructions-and-input",children:"Agent instructions and input"}),"\n",(0,s.jsxs)(n.p,{children:["In the ",(0,s.jsx)(n.strong,{children:"Agent Instructions"})," field, you can provide custom instructions that you want the Agent component to use for every conversation."]}),"\n",(0,s.jsxs)(n.p,{children:["These instructions are applied in addition to the ",(0,s.jsx)(n.strong,{children:"Input"}),", which is provided at runtime."]}),"\n",(0,s.jsx)(n.h3,{id:"agent-tools",children:"Agent tools"}),"\n",(0,s.jsx)(n.p,{children:"Agents are most useful when they have the appropriate tools available to complete requests."}),"\n",(0,s.jsx)(n.p,{children:"An Agent component can use any Langflow component as a tool, as long as you attach it to the Agent component."}),"\n",(0,s.jsx)(n.admonition,{type:"tip",children:(0,s.jsxs)(n.p,{children:["To allow agents to use tools from MCP servers, use the ",(0,s.jsxs)(n.a,{href:"/components-tools#mcp-connection",children:[(0,s.jsx)(n.strong,{children:"MCP connection"})," component"]}),"."]})}),"\n",(0,s.jsxs)(n.p,{children:["When you attach a component as a tool, you must configure the component as a tool by enabling ",(0,s.jsx)(n.strong,{children:"Tool Mode"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["For more information, see ",(0,s.jsx)(n.a,{href:"/",children:"Configure tools for agents"})]}),"\n",(0,s.jsx)(n.h2,{id:"use-the-agent-component-in-a-flow",children:"Use the Agent component in a flow"}),"\n",(0,s.jsx)(n.admonition,{type:"tip",children:(0,s.jsxs)(n.p,{children:["For a pre-built demonstration, open the ",(0,s.jsx)(n.strong,{children:"Simple Agent"})," template flow and follow along."]})}),"\n",(0,s.jsxs)(n.p,{children:["Create an agent in Langflow, starting with the ",(0,s.jsx)(n.strong,{children:"Agent"})," component and working outward."]}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Click ",(0,s.jsx)(n.strong,{children:"New Flow"}),", and then click ",(0,s.jsx)(n.strong,{children:"Blank Flow"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["Add an ",(0,s.jsx)(n.strong,{children:"Agent"})," component to your workspace."]}),"\n",(0,s.jsx)(n.li,{children:"Use the default model or select another provider and model, and then provide credentials for your chosen provider. For example, to use the default model, you must provide an OpenAI API key."}),"\n",(0,s.jsxs)(n.li,{children:["Add ",(0,s.jsx)(n.strong,{children:"Chat input"})," and ",(0,s.jsx)(n.strong,{children:"Chat output"})," components to your flow, and connect them to the tool calling agent."]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Chat with agent component",src:t(24770).A+"",width:"3704",height:"2572"})}),"\n",(0,s.jsxs)(n.p,{children:["This basic flow allows you to chat with the agent in the ",(0,s.jsx)(n.strong,{children:"Playground"}),", but you're only chatting with the OpenAI LLM.\nTo unlock the power of the Agent component, connect some tools."]}),"\n",(0,s.jsxs)(n.ol,{start:"5",children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Add the ",(0,s.jsx)(n.strong,{children:"News Search"}),", ",(0,s.jsx)(n.strong,{children:"URL"}),", and ",(0,s.jsx)(n.strong,{children:"Calculator"})," components to your flow."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Enable ",(0,s.jsx)(n.strong,{children:"Tool Mode"})," in the ",(0,s.jsx)(n.strong,{children:"News Search"}),", ",(0,s.jsx)(n.strong,{children:"URL"}),", and ",(0,s.jsx)(n.strong,{children:"Calculator"})," components.\nIn the ",(0,s.jsx)(n.a,{href:"/concepts-components#component-menus",children:"component's header menu"}),", enable ",(0,s.jsx)(n.strong,{children:"Tool Mode"})," so you can use the component with an agent."]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Tool Mode"})," makes a component into a tool by modifying the component's inputs to accept requests from the Agent component to use a tool's available actions. A component in tool mode has a ",(0,s.jsx)(n.strong,{children:"Toolset"})," port that you must connect to an Agent component's ",(0,s.jsx)(n.strong,{children:"Tools"})," port if you want to allow the agent to use the tool's actions."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Connect the ",(0,s.jsx)(n.strong,{children:"Toolset"})," port on the three tool components to the ",(0,s.jsx)(n.strong,{children:"Tools"})," port on the Agent component."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:(0,s.jsx)(n.img,{alt:"Chat with agent component",src:t(65535).A+"",width:"3380",height:"3012"})}),"\n",(0,s.jsxs)(n.ol,{start:"8",children:["\n",(0,s.jsxs)(n.li,{children:["Open the ",(0,s.jsx)(i.A,{name:"Play","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Playground"}),". Ask the agent, ",(0,s.jsx)(n.code,{children:"What tools are you using to answer my questions?"}),"\nThe agent should respond with a list of the connected tools."]}),"\n"]}),"\n",(0,s.jsx)(h.Code,{codeConfig:g,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"I use a combination of my built-in knowledge (up to June 2024) and a set of external tools to answer your questions. Here are the main types of tools I can use:",props:{}}]},{tokens:[{content:"Web Search & Content Fetching: I can fetch and summarize content from web pages, including crawling links recursively.",props:{}}]},{tokens:[{content:"News Search: I can search for recent news articles using Google News via RSS feeds.",props:{}}]},{tokens:[{content:"Calculator: I can perform arithmetic calculations and evaluate mathematical expressions.",props:{}}]},{tokens:[{content:"Date & Time: I can provide the current date and time in various time zones.",props:{}}]},{tokens:[{content:"These tools help me provide up-to-date information, perform calculations, and retrieve specific data from the internet when needed. If you have a specific question, let me know, and I\u2019ll use the most appropriate tool(s) to help!",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(n.ol,{start:"9",children:["\n",(0,s.jsxs)(n.li,{children:["Ask the agent, ",(0,s.jsx)(n.code,{children:"Summarize today's tech news"}),".\nThe Playground displays the agent's tool calls, what input was provided, and the raw output the agent received before generating the summary. The agent should call the ",(0,s.jsx)(n.strong,{children:"News Search"})," component's ",(0,s.jsx)(n.code,{children:"search_news"})," action."]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"You've successfully constructed a flow with the Langflow Agent.\nConnect more tools to solve more specialized problems."}),"\n",(0,s.jsx)(n.h2,{id:"see-also",children:"See also"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/agents-tools",children:"Configure tools for agents"})}),"\n"]})]})}function m(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(p,{...e})}):p(e)}function f(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}},17886:(e,n,t)=>{t.d(n,{A:()=>r});t(96540);var o=t(64058),s=t(74848);function r({name:e,...n}){const t=o[e];return t?(0,s.jsx)(t,{...n}):null}},24770:(e,n,t)=>{t.d(n,{A:()=>o});const o=t.p+"assets/images/agent-example-add-chat-0fec77d5cd551fa755eb013c7aa5e1f0.png"},65535:(e,n,t)=>{t.d(n,{A:()=>o});const o=t.p+"assets/images/agent-example-add-tools-a55635c0c740ce8a71bd7f1ecef2736f.png"}}]);
\ No newline at end of file
diff --git a/assets/js/74e1dc40.b502a1cf.js b/assets/js/74e1dc40.b502a1cf.js
deleted file mode 100644
index 6000a45dee..0000000000
--- a/assets/js/74e1dc40.b502a1cf.js
+++ /dev/null
@@ -1 +0,0 @@
-"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[187],{93886:(e,n,o)=>{o.r(n),o.d(n,{CH:()=>d,assets:()=>c,chCodeConfig:()=>h,contentTitle:()=>a,default:()=>p,frontMatter:()=>r,metadata:()=>t,toc:()=>u});const t=JSON.parse('{"id":"Support/troubleshooting","title":"Troubleshoot Langflow","description":"This page provides troubleshooting advice for issues you might encounter when using Langflow or contributing to Langflow.","source":"@site/docs/Support/troubleshooting.md","sourceDirName":"Support","slug":"/troubleshoot","permalink":"/troubleshoot","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Troubleshoot Langflow","slug":"/troubleshoot"},"sidebar":"docs","previous":{"title":"Contribute bundles","permalink":"/contributing-bundles"},"next":{"title":"Get help and request enhancements","permalink":"/contributing-github-issues"}}');var s=o(74848),l=o(28453),i=o(24754);const r={title:"Troubleshoot Langflow",slug:"/troubleshoot"},a=void 0,c={},d={annotations:i.hk,Code:i.Cy},h={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},u=[{value:"Missing components",id:"missing-components",level:2},{value:"No input in the Playground",id:"no-input-in-the-playground",level:2},{value:"Missing key, no key found, or invalid API key",id:"missing-key-no-key-found-or-invalid-api-key",level:2},{value:"Langflow installation issues",id:"langflow-installation-issues",level:2},{value:"Langflow installation freezes at pip dependency resolution",id:"langflow-installation-freezes-at-pip-dependency-resolution",level:3},{value:"Linux installation fails to build required package",id:"linux-installation-fails-to-build-required-package",level:3},{value:"Installation failure from <code>webrtcvad</code> package",id:"installation-failure-from-webrtcvad-package",level:3},{value:"Langflow startup issues",id:"langflow-startup-issues",level:2},{value:"No <code>langflow.__main__</code> module",id:"no-langflow__main__-module",level:3},{value:"Langflow runTraceback",id:"langflow-runtraceback",level:3},{value:"Langflow upgrade issues",id:"langflow-upgrade-issues",level:2},{value:"Something went wrong running migrations",id:"something-went-wrong-running-migrations",level:3},{value:"MCP server issues",id:"mcp-server-issues",level:2},{value:"Custom components and integrations issues",id:"custom-components-and-integrations-issues",level:2},{value:"See also",id:"see-also",level:2}];function g(e){const n={a:"a",admonition:"admonition",code:"code",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,l.R)(),...e.components};return d||f("CH",!1),d.Code||f("CH.Code",!0),(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)("style",{dangerouslySetInnerHTML:{__html:'[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; }'}}),"\n",(0,s.jsx)(n.p,{children:"This page provides troubleshooting advice for issues you might encounter when using Langflow or contributing to Langflow."}),"\n",(0,s.jsx)(n.h2,{id:"missing-components",children:"Missing components"}),"\n",(0,s.jsx)(n.p,{children:"As Langflow development continues, components are often recategorized or deprecated for better alignment or to prepare for new components."}),"\n",(0,s.jsx)(n.p,{children:"If a component appears to be missing from the expected location on the component sidebar, try the following:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["Search for the component or check other component categories, including ",(0,s.jsx)(n.a,{href:"/components-bundle-components",children:"Bundles"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.a,{href:"/concepts-components#components-sidebar",children:"Expose legacy components"}),", which are hidden by default."]}),"\n",(0,s.jsxs)(n.li,{children:["Check the ",(0,s.jsx)(n.a,{href:"https://github.com/langflow-ai/langflow/releases/latest",children:"Changelog"})," for component changes in recent releases."]}),"\n",(0,s.jsx)(n.li,{children:"Make sure the component isn't already present in your flow if it is a single-use component."}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:["If you still cannot locate the component, see ",(0,s.jsx)(n.a,{href:"/contributing-github-issues",children:"Langflow GitHub Issues and Discussions"}),"."]}),"\n",(0,s.jsx)(n.h2,{id:"no-input-in-the-playground",children:"No input in the Playground"}),"\n",(0,s.jsxs)(n.p,{children:["If there is no text box for input in the Playground, make sure your flow has a ",(0,s.jsx)(n.a,{href:"/components-io",children:"Input component"})," that is connected to the ",(0,s.jsx)(n.strong,{children:"Input"})," port of another component."]}),"\n",(0,s.jsx)(n.h2,{id:"missing-key-no-key-found-or-invalid-api-key",children:"Missing key, no key found, or invalid API key"}),"\n",(0,s.jsx)(n.p,{children:"If you get an API key error when running a flow, try the following:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["For all components that require credentials, make sure those components have a valid credential in the component's settings, such as the ",(0,s.jsx)(n.strong,{children:"API key"})," field."]}),"\n",(0,s.jsxs)(n.li,{children:["If you store your credentials in ",(0,s.jsx)(n.a,{href:"/configuration-global-variables",children:"Langflow global variables"}),", make sure you selected the correct global variable and that the variable contains a valid credential."]}),"\n",(0,s.jsx)(n.li,{children:"Make sure the provided credentials are active, have the required permissions, and, if applicable, have sufficient funds in the account to execute the required action. For example, model providers require credits to use their LLMs."}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"langflow-installation-issues",children:"Langflow installation issues"}),"\n",(0,s.jsx)(n.p,{children:"The following issues can occur when installing Langflow."}),"\n",(0,s.jsx)(n.h3,{id:"langflow-installation-freezes-at-pip-dependency-resolution",children:"Langflow installation freezes at pip dependency resolution"}),"\n",(0,s.jsxs)(n.p,{children:["Installing Langflow OSS with ",(0,s.jsx)(n.code,{children:"pip install langflow"})," slowly fails with this error message:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"pip is looking at multiple versions of <<library>> to determine which version is compatible with other requirements. This could take a while.",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(n.p,{children:["To work around this issue, install Langflow with ",(0,s.jsx)(n.code,{children:"uv"})," instead of ",(0,s.jsx)(n.code,{children:"pip"}),", as explained in ",(0,s.jsx)(n.a,{href:"/get-started-installation#install-and-run-the-langflow-oss-python-package",children:"Install and run the Langflow OSS Python package"}),"."]}),"\n",(0,s.jsx)(n.h3,{id:"linux-installation-fails-to-build-required-package",children:"Linux installation fails to build required package"}),"\n",(0,s.jsx)(n.p,{children:"When you try to install Langflow OSS on Linux, installation fails because of outdated or missing packages:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"Resolved ",props:{style:{color:"#FFA657"}}},{content:"455 ",props:{style:{color:"#79C0FF"}}},{content:"packages in ",props:{style:{color:"#A5D6FF"}}},{content:"18.92s",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"  \xd7 ",props:{style:{color:"#FFA657"}}},{content:"Failed to build `",props:{style:{color:"#A5D6FF"}}},{content:"webrtcvad",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"=",props:{style:{color:"#A5D6FF"}}},{content:"2.0.10",props:{style:{color:"#79C0FF"}}},{content:"`",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"  \u251c\u2500\u25b6",props:{style:{color:"#FFA657"}}},{content:" The build backend returned an error",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"  \u2570\u2500\u25b6",props:{style:{color:"#FFA657"}}},{content:" Call to `setuptools.build_meta:__legacy__.build_wheel` ",props:{style:{color:"#A5D6FF"}}},{content:"failed",props:{style:{color:"#FFA657"}}},{content:" (exit status: ",props:{style:{color:"#A5D6FF"}}},{content:"1",props:{style:{color:"#79C0FF"}}},{content:")",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"To resolve this error, install the required build dependencies, and then retry the Langflow installation:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"sudo ",props:{style:{color:"#FFA657"}}},{content:"apt-get update",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"sudo ",props:{style:{color:"#FFA657"}}},{content:"apt-get install build-essential python3-dev",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsxs)(n.p,{children:["If upgrading your packages doesn't fix the issue, install ",(0,s.jsx)(n.code,{children:"gcc"})," separately, and then retry the Langflow installation:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"sudo ",props:{style:{color:"#FFA657"}}},{content:"apt-get install gcc",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsxs)(n.h3,{id:"installation-failure-from-webrtcvad-package",children:["Installation failure from ",(0,s.jsx)(n.code,{children:"webrtcvad"})," package"]}),"\n",(0,s.jsxs)(n.p,{children:["If you experience an error from the ",(0,s.jsx)(n.code,{children:"webrtcvad"})," package, run ",(0,s.jsx)(n.code,{children:"uv pip install webrtcvad-wheels"})," in your virtual environment, and then retry the Langflow installation."]}),"\n",(0,s.jsx)(n.h2,{id:"langflow-startup-issues",children:"Langflow startup issues"}),"\n",(0,s.jsx)(n.p,{children:"The following issues can occur when attempting to start Langflow."}),"\n",(0,s.jsxs)(n.h3,{id:"no-langflow__main__-module",children:["No ",(0,s.jsx)(n.code,{children:"langflow.__main__"})," module"]}),"\n",(0,s.jsxs)(n.p,{children:["When you try to run Langflow with the command ",(0,s.jsx)(n.code,{children:"langflow run"}),", you encounter the following error:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:">",props:{style:{color:"#FF7B72"}}},{content:" No module named ",props:{style:{color:"#C9D1D9"}}},{content:"'langflow.__main__'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"To resolve this issue, try the following:"}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Run ",(0,s.jsx)(n.code,{children:"uv run langflow run"})," instead of ",(0,s.jsx)(n.code,{children:"langflow run"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["If that doesn't work, reinstall the latest Langflow version with ",(0,s.jsx)(n.code,{children:"uv pip install langflow -U"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["If that doesn't work, reinstall Langflow and its dependencies with ",(0,s.jsx)(n.code,{children:"uv pip install langflow --pre -U --force-reinstall"}),"."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"langflow-runtraceback",children:"Langflow runTraceback"}),"\n",(0,s.jsxs)(n.p,{children:["When you try to run Langflow using the command ",(0,s.jsx)(n.code,{children:"langflow run"}),", you encounter the following error:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:">",props:{style:{color:"#FF7B72"}}},{content:" langflow runTraceback (",props:{style:{color:"#C9D1D9"}}},{content:"most ",props:{style:{color:"#FFA657"}}},{content:"recent call last",props:{style:{color:"#A5D6FF"}}},{content:"): File ",props:{style:{color:"#C9D1D9"}}},{content:'".../langflow"',props:{style:{color:"#A5D6FF"}}},{content:", line 5, ",props:{style:{color:"#C9D1D9"}}},{content:"in <",props:{style:{color:"#FF7B72"}}},{content:"module",props:{style:{color:"#C9D1D9"}}},{content:">",props:{style:{color:"#FF7B72"}}},{content:"  from langflow.__main__ import mainModuleNotFoundError: No module named ",props:{style:{color:"#C9D1D9"}}},{content:"'langflow.__main__'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"There are two possible reasons for this error:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Multiple Langflow installations"}),": You installed Langflow using ",(0,s.jsx)(n.code,{children:"pip install langflow"})," but you already had a previous version of Langflow installed in your system. In this case, you might be running the wrong executable."]}),"\n",(0,s.jsxs)(n.p,{children:["To solve this issue, run the correct executable by running ",(0,s.jsx)(n.code,{children:"python -m langflow run"})," instead of ",(0,s.jsx)(n.code,{children:"langflow run"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["If that doesn't work, try uninstalling and reinstalling Langflow with ",(0,s.jsx)(n.code,{children:"uv pip install langflow --pre -U"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Version conflict during installation"}),": Some version conflicts might have occurred during the installation process. To resolve this issue, reinstall Langflow and its dependencies by running ",(0,s.jsx)(n.code,{children:"python -m pip install langflow --pre -U --force-reinstall"}),"."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"langflow-upgrade-issues",children:"Langflow upgrade issues"}),"\n",(0,s.jsx)(n.p,{children:"The following issues can occur when upgrading your Langflow version."}),"\n",(0,s.jsxs)(n.p,{children:["For information about managing Langflow versions, see ",(0,s.jsx)(n.a,{href:"/get-started-installation",children:"Install Langflow"}),"."]}),"\n",(0,s.jsx)(n.h3,{id:"something-went-wrong-running-migrations",children:"Something went wrong running migrations"}),"\n",(0,s.jsxs)(n.p,{children:["The following error can occur during Langflow upgrades when the new version can't override ",(0,s.jsx)(n.code,{children:"langflow-pre.db"})," in the Langflow cache folder:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:">",props:{style:{color:"#FF7B72"}}},{content:" Something went wrong running migrations. Please, run ",props:{style:{color:"#C9D1D9"}}},{content:"'langflow migration --fix'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"To resolve this error, clear the cache by deleting the contents of the Langflow cache folder."}),"\n",(0,s.jsx)(n.admonition,{type:"important",children:(0,s.jsx)(n.p,{children:"Clearing the cache erases your settings.\nIf you want to retain your settings files, create a backup of those files before clearing the cache folder."})}),"\n",(0,s.jsx)(n.p,{children:"The cache folder location depends on your OS:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Linux"}),": ",(0,s.jsx)(n.code,{children:"home/<username>/.cache/langflow/"})]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"WSL2 on Windows"}),": ",(0,s.jsx)(n.code,{children:"home/<username>/.cache/langflow/"})]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"macOS"}),": ",(0,s.jsx)(n.code,{children:"/Users/<username>/Library/Caches/langflow/"})]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"mcp-server-issues",children:"MCP server issues"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/mcp-server#test-and-debug-flows",children:"Use MCP Inspector to test and debug flows"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/mcp-server#troubleshooting-mcp-server",children:"Troubleshooting MCP server"})}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"custom-components-and-integrations-issues",children:"Custom components and integrations issues"}),"\n",(0,s.jsx)(n.p,{children:"For troubleshooting advice for a third-party integration, see the information about that integration in the Langflow documentation and the provider's documentation."}),"\n",(0,s.jsxs)(n.p,{children:["If you are building a custom component, see ",(0,s.jsx)(n.a,{href:"/components-custom-components#error-handling-and-logging",children:"Error handling and logging for custom Python components"}),"."]}),"\n",(0,s.jsx)(n.h2,{id:"see-also",children:"See also"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/contributing-github-issues",children:"Langflow GitHub Issues and Discussions"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/contributing-telemetry",children:"Langflow telemetry"})}),"\n"]})]})}function p(e={}){const{wrapper:n}={...(0,l.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(g,{...e})}):g(e)}function f(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}}}]);
\ No newline at end of file
diff --git a/assets/js/74e1dc40.e08ee2e6.js b/assets/js/74e1dc40.e08ee2e6.js
new file mode 100644
index 0000000000..513cc3a3e8
--- /dev/null
+++ b/assets/js/74e1dc40.e08ee2e6.js
@@ -0,0 +1 @@
+"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[187],{93886:(e,n,o)=>{o.r(n),o.d(n,{CH:()=>d,assets:()=>c,chCodeConfig:()=>h,contentTitle:()=>a,default:()=>p,frontMatter:()=>r,metadata:()=>t,toc:()=>u});const t=JSON.parse('{"id":"Support/troubleshooting","title":"Troubleshoot Langflow","description":"This page provides troubleshooting advice for issues you might encounter when using Langflow or contributing to Langflow.","source":"@site/docs/Support/troubleshooting.md","sourceDirName":"Support","slug":"/troubleshoot","permalink":"/troubleshoot","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Troubleshoot Langflow","slug":"/troubleshoot"},"sidebar":"docs","previous":{"title":"Contribute bundles","permalink":"/contributing-bundles"},"next":{"title":"Get help and request enhancements","permalink":"/contributing-github-issues"}}');var s=o(74848),l=o(28453),i=o(24754);const r={title:"Troubleshoot Langflow",slug:"/troubleshoot"},a=void 0,c={},d={annotations:i.hk,Code:i.Cy},h={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},u=[{value:"Missing components",id:"missing-components",level:2},{value:"No input in the Playground",id:"no-input-in-the-playground",level:2},{value:"Missing key, no key found, or invalid API key",id:"missing-key-no-key-found-or-invalid-api-key",level:2},{value:"Langflow installation issues",id:"langflow-installation-issues",level:2},{value:"Langflow installation freezes at pip dependency resolution",id:"langflow-installation-freezes-at-pip-dependency-resolution",level:3},{value:"Linux installation fails to build required package",id:"linux-installation-fails-to-build-required-package",level:3},{value:"Installation failure from <code>webrtcvad</code> package",id:"installation-failure-from-webrtcvad-package",level:3},{value:"Langflow startup issues",id:"langflow-startup-issues",level:2},{value:"No <code>langflow.__main__</code> module",id:"no-langflow__main__-module",level:3},{value:"Langflow runTraceback",id:"langflow-runtraceback",level:3},{value:"Langflow upgrade issues",id:"langflow-upgrade-issues",level:2},{value:"Something went wrong running migrations",id:"something-went-wrong-running-migrations",level:3},{value:"MCP server issues",id:"mcp-server-issues",level:2},{value:"Custom components and integrations issues",id:"custom-components-and-integrations-issues",level:2},{value:"See also",id:"see-also",level:2}];function g(e){const n={a:"a",admonition:"admonition",code:"code",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,l.R)(),...e.components};return d||f("CH",!1),d.Code||f("CH.Code",!0),(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)("style",{dangerouslySetInnerHTML:{__html:'[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; }'}}),"\n",(0,s.jsx)(n.p,{children:"This page provides troubleshooting advice for issues you might encounter when using Langflow or contributing to Langflow."}),"\n",(0,s.jsx)(n.h2,{id:"missing-components",children:"Missing components"}),"\n",(0,s.jsx)(n.p,{children:"As Langflow development continues, components are often recategorized or deprecated for better alignment or to prepare for new components."}),"\n",(0,s.jsxs)(n.p,{children:["If a component appears to be missing from the expected location on the ",(0,s.jsx)(n.strong,{children:"Components"})," menu, try the following:"]}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["Search for the component or check other component categories, including ",(0,s.jsx)(n.a,{href:"/components-bundle-components",children:"Bundles"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.a,{href:"/concepts-components#component-menus",children:"Expose legacy components"}),", which are hidden by default."]}),"\n",(0,s.jsxs)(n.li,{children:["Check the ",(0,s.jsx)(n.a,{href:"https://github.com/langflow-ai/langflow/releases/latest",children:"Changelog"})," for component changes in recent releases."]}),"\n",(0,s.jsx)(n.li,{children:"Make sure the component isn't already present in your flow if it is a single-use component."}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:["If you still cannot locate the component, see ",(0,s.jsx)(n.a,{href:"/contributing-github-issues",children:"Langflow GitHub Issues and Discussions"}),"."]}),"\n",(0,s.jsx)(n.h2,{id:"no-input-in-the-playground",children:"No input in the Playground"}),"\n",(0,s.jsxs)(n.p,{children:["If there is no text box for input in the Playground, make sure your flow has a ",(0,s.jsx)(n.a,{href:"/components-io",children:"Input component"})," that is connected to the ",(0,s.jsx)(n.strong,{children:"Input"})," port of another component."]}),"\n",(0,s.jsx)(n.h2,{id:"missing-key-no-key-found-or-invalid-api-key",children:"Missing key, no key found, or invalid API key"}),"\n",(0,s.jsx)(n.p,{children:"If you get an API key error when running a flow, try the following:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["For all components that require credentials, make sure those components have a valid credential in the component's settings, such as the ",(0,s.jsx)(n.strong,{children:"API key"})," field."]}),"\n",(0,s.jsxs)(n.li,{children:["If you store your credentials in ",(0,s.jsx)(n.a,{href:"/configuration-global-variables",children:"Langflow global variables"}),", make sure you selected the correct global variable and that the variable contains a valid credential."]}),"\n",(0,s.jsx)(n.li,{children:"Make sure the provided credentials are active, have the required permissions, and, if applicable, have sufficient funds in the account to execute the required action. For example, model providers require credits to use their LLMs."}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"langflow-installation-issues",children:"Langflow installation issues"}),"\n",(0,s.jsx)(n.p,{children:"The following issues can occur when installing Langflow."}),"\n",(0,s.jsx)(n.h3,{id:"langflow-installation-freezes-at-pip-dependency-resolution",children:"Langflow installation freezes at pip dependency resolution"}),"\n",(0,s.jsxs)(n.p,{children:["Installing Langflow OSS with ",(0,s.jsx)(n.code,{children:"pip install langflow"})," slowly fails with this error message:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"pip is looking at multiple versions of <<library>> to determine which version is compatible with other requirements. 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",props:{style:{color:"#A5D6FF"}}},{content:"18.92s",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"  \xd7 ",props:{style:{color:"#FFA657"}}},{content:"Failed to build `",props:{style:{color:"#A5D6FF"}}},{content:"webrtcvad",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"=",props:{style:{color:"#A5D6FF"}}},{content:"2.0.10",props:{style:{color:"#79C0FF"}}},{content:"`",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"  \u251c\u2500\u25b6",props:{style:{color:"#FFA657"}}},{content:" The build backend returned an error",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"  \u2570\u2500\u25b6",props:{style:{color:"#FFA657"}}},{content:" Call to `setuptools.build_meta:__legacy__.build_wheel` ",props:{style:{color:"#A5D6FF"}}},{content:"failed",props:{style:{color:"#FFA657"}}},{content:" (exit status: ",props:{style:{color:"#A5D6FF"}}},{content:"1",props:{style:{color:"#79C0FF"}}},{content:")",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"To resolve this error, install the required build dependencies, and then retry the Langflow installation:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"sudo ",props:{style:{color:"#FFA657"}}},{content:"apt-get update",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"sudo ",props:{style:{color:"#FFA657"}}},{content:"apt-get install build-essential python3-dev",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsxs)(n.p,{children:["If upgrading your packages doesn't fix the issue, install ",(0,s.jsx)(n.code,{children:"gcc"})," separately, and then retry the Langflow installation:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"sudo ",props:{style:{color:"#FFA657"}}},{content:"apt-get install gcc",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsxs)(n.h3,{id:"installation-failure-from-webrtcvad-package",children:["Installation failure from ",(0,s.jsx)(n.code,{children:"webrtcvad"})," package"]}),"\n",(0,s.jsxs)(n.p,{children:["If you experience an error from the ",(0,s.jsx)(n.code,{children:"webrtcvad"})," package, run ",(0,s.jsx)(n.code,{children:"uv pip install webrtcvad-wheels"})," in your virtual environment, and then retry the Langflow installation."]}),"\n",(0,s.jsx)(n.h2,{id:"langflow-startup-issues",children:"Langflow startup issues"}),"\n",(0,s.jsx)(n.p,{children:"The following issues can occur when attempting to start Langflow."}),"\n",(0,s.jsxs)(n.h3,{id:"no-langflow__main__-module",children:["No ",(0,s.jsx)(n.code,{children:"langflow.__main__"})," module"]}),"\n",(0,s.jsxs)(n.p,{children:["When you try to run Langflow with the command ",(0,s.jsx)(n.code,{children:"langflow run"}),", you encounter the following error:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:">",props:{style:{color:"#FF7B72"}}},{content:" No module named ",props:{style:{color:"#C9D1D9"}}},{content:"'langflow.__main__'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"To resolve this issue, try the following:"}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Run ",(0,s.jsx)(n.code,{children:"uv run langflow run"})," instead of ",(0,s.jsx)(n.code,{children:"langflow run"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["If that doesn't work, reinstall the latest Langflow version with ",(0,s.jsx)(n.code,{children:"uv pip install langflow -U"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["If that doesn't work, reinstall Langflow and its dependencies with ",(0,s.jsx)(n.code,{children:"uv pip install langflow --pre -U --force-reinstall"}),"."]}),"\n"]}),"\n",(0,s.jsx)(n.h3,{id:"langflow-runtraceback",children:"Langflow runTraceback"}),"\n",(0,s.jsxs)(n.p,{children:["When you try to run Langflow using the command ",(0,s.jsx)(n.code,{children:"langflow run"}),", you encounter the following error:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:">",props:{style:{color:"#FF7B72"}}},{content:" langflow runTraceback (",props:{style:{color:"#C9D1D9"}}},{content:"most ",props:{style:{color:"#FFA657"}}},{content:"recent call last",props:{style:{color:"#A5D6FF"}}},{content:"): File ",props:{style:{color:"#C9D1D9"}}},{content:'".../langflow"',props:{style:{color:"#A5D6FF"}}},{content:", line 5, ",props:{style:{color:"#C9D1D9"}}},{content:"in <",props:{style:{color:"#FF7B72"}}},{content:"module",props:{style:{color:"#C9D1D9"}}},{content:">",props:{style:{color:"#FF7B72"}}},{content:"  from langflow.__main__ import mainModuleNotFoundError: No module named ",props:{style:{color:"#C9D1D9"}}},{content:"'langflow.__main__'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"There are two possible reasons for this error:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Multiple Langflow installations"}),": You installed Langflow using ",(0,s.jsx)(n.code,{children:"pip install langflow"})," but you already had a previous version of Langflow installed in your system. In this case, you might be running the wrong executable."]}),"\n",(0,s.jsxs)(n.p,{children:["To solve this issue, run the correct executable by running ",(0,s.jsx)(n.code,{children:"python -m langflow run"})," instead of ",(0,s.jsx)(n.code,{children:"langflow run"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["If that doesn't work, try uninstalling and reinstalling Langflow with ",(0,s.jsx)(n.code,{children:"uv pip install langflow --pre -U"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Version conflict during installation"}),": Some version conflicts might have occurred during the installation process. To resolve this issue, reinstall Langflow and its dependencies by running ",(0,s.jsx)(n.code,{children:"python -m pip install langflow --pre -U --force-reinstall"}),"."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"langflow-upgrade-issues",children:"Langflow upgrade issues"}),"\n",(0,s.jsx)(n.p,{children:"The following issues can occur when upgrading your Langflow version."}),"\n",(0,s.jsxs)(n.p,{children:["For information about managing Langflow versions, see ",(0,s.jsx)(n.a,{href:"/get-started-installation",children:"Install Langflow"}),"."]}),"\n",(0,s.jsx)(n.h3,{id:"something-went-wrong-running-migrations",children:"Something went wrong running migrations"}),"\n",(0,s.jsxs)(n.p,{children:["The following error can occur during Langflow upgrades when the new version can't override ",(0,s.jsx)(n.code,{children:"langflow-pre.db"})," in the Langflow cache folder:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:">",props:{style:{color:"#FF7B72"}}},{content:" Something went wrong running migrations. Please, run ",props:{style:{color:"#C9D1D9"}}},{content:"'langflow migration --fix'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"To resolve this error, clear the cache by deleting the contents of the Langflow cache folder."}),"\n",(0,s.jsx)(n.admonition,{type:"important",children:(0,s.jsx)(n.p,{children:"Clearing the cache erases your settings.\nIf you want to retain your settings files, create a backup of those files before clearing the cache folder."})}),"\n",(0,s.jsx)(n.p,{children:"The cache folder location depends on your OS:"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"Linux"}),": ",(0,s.jsx)(n.code,{children:"home/<username>/.cache/langflow/"})]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"WSL2 on Windows"}),": ",(0,s.jsx)(n.code,{children:"home/<username>/.cache/langflow/"})]}),"\n",(0,s.jsxs)(n.li,{children:[(0,s.jsx)(n.strong,{children:"macOS"}),": ",(0,s.jsx)(n.code,{children:"/Users/<username>/Library/Caches/langflow/"})]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"mcp-server-issues",children:"MCP server issues"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/mcp-server#test-and-debug-flows",children:"Use MCP Inspector to test and debug flows"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/mcp-server#troubleshooting-mcp-server",children:"Troubleshooting MCP server"})}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"custom-components-and-integrations-issues",children:"Custom components and integrations issues"}),"\n",(0,s.jsx)(n.p,{children:"For troubleshooting advice for a third-party integration, see the information about that integration in the Langflow documentation and the provider's documentation."}),"\n",(0,s.jsxs)(n.p,{children:["If you are building a custom component, see ",(0,s.jsx)(n.a,{href:"/components-custom-components#error-handling-and-logging",children:"Error handling and logging for custom Python components"}),"."]}),"\n",(0,s.jsx)(n.h2,{id:"see-also",children:"See also"}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/contributing-github-issues",children:"Langflow GitHub Issues and Discussions"})}),"\n",(0,s.jsx)(n.li,{children:(0,s.jsx)(n.a,{href:"/contributing-telemetry",children:"Langflow telemetry"})}),"\n"]})]})}function p(e={}){const{wrapper:n}={...(0,l.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(g,{...e})}):g(e)}function f(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}}}]);
\ No newline at end of file
diff --git a/assets/js/873ebc27.2abf6715.js b/assets/js/873ebc27.2abf6715.js
deleted file mode 100644
index 55c5307526..0000000000
--- a/assets/js/873ebc27.2abf6715.js
+++ /dev/null
@@ -1 +0,0 @@
-"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[5572],{38544:(o,e,t)=>{t.r(e),t.d(e,{CH:()=>d,assets:()=>i,chCodeConfig:()=>a,contentTitle:()=>p,default:()=>u,frontMatter:()=>c,metadata:()=>n,toc:()=>h});const n=JSON.parse('{"id":"Components/components-custom-components","title":"Create custom Python components","description":"Custom components extend Langflow\'s functionality through Python classes that inherit from Component. This enables integration of new features, data manipulation, external services, and specialized tools.","source":"@site/docs/Components/components-custom-components.md","sourceDirName":"Components","slug":"/components-custom-components","permalink":"/components-custom-components","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Create custom Python components","slug":"/components-custom-components"},"sidebar":"docs","previous":{"title":"Bundles","permalink":"/components-bundle-components"},"next":{"title":"Data","permalink":"/components-data"}}');var s=t(74848),r=t(28453),l=t(24754);const c={title:"Create custom Python components",slug:"/components-custom-components"},p=void 0,i={},d={annotations:l.hk,Code:l.Cy},a={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},h=[{value:"Class-level attributes",id:"class-level-attributes",level:2},{value:"Structure of a custom component",id:"structure-of-a-custom-component",level:3},{value:"Internal Lifecycle and Execution Flow",id:"internal-lifecycle-and-execution-flow",level:3},{value:"Inputs and outputs",id:"inputs-and-outputs",level:3},{value:"Associated Methods",id:"associated-methods",level:3},{value:"Components with multiple outputs",id:"components-with-multiple-outputs",level:3},{value:"Common internal patterns",id:"common-internal-patterns",level:3},{value:"<code>_pre_run_setup()</code>",id:"_pre_run_setup",level:4},{value:"Override <code>run</code> or <code>_run</code>",id:"override-run-or-_run",level:4},{value:"Store data in <code>self.ctx</code>",id:"store-data-in-selfctx",level:4},{value:"Directory structure requirements",id:"directory-structure-requirements",level:2},{value:"Custom component inputs and outputs",id:"custom-component-inputs-and-outputs",level:2},{value:"Inputs",id:"inputs",level:3},{value:"Outputs",id:"outputs",level:3},{value:"Tool mode",id:"tool-mode",level:3},{value:"Typed annotations",id:"typed-annotations",level:2},{value:"Common Return Types",id:"common-return-types",level:3},{value:"Tips for typed annotations",id:"tips-for-typed-annotations",level:3},{value:"Enable dynamic fields",id:"enable-dynamic-fields",level:2},{value:"Implement <code>update_build_config</code>",id:"implement-update_build_config",level:3},{value:"Additional Dynamic Field Controls",id:"additional-dynamic-field-controls",level:3},{value:"Tips for Managing Dynamic Fields",id:"tips-for-managing-dynamic-fields",level:3},{value:"Error handling and logging",id:"error-handling-and-logging",level:2},{value:"Error handling techniques",id:"error-handling-techniques",level:3},{value:"Improve debugging and flow management",id:"improve-debugging-and-flow-management",level:3},{value:"Tips for error handling and logging",id:"tips-for-error-handling-and-logging",level:3},{value:"Contribute custom components to Langflow",id:"contribute-custom-components-to-langflow",level:2}];function y(o){const e={a:"a",admonition:"admonition",code:"code",em:"em",h2:"h2",h3:"h3",h4:"h4",li:"li",p:"p",strong:"strong",ul:"ul",...(0,r.R)(),...o.components};return d||F("CH",!1),d.Code||F("CH.Code",!0),(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)("style",{dangerouslySetInnerHTML:{__html:'[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; }'}}),"\n",(0,s.jsxs)(e.p,{children:["Custom components extend Langflow's functionality through Python classes that inherit from ",(0,s.jsx)(e.code,{children:"Component"}),". This enables integration of new features, data manipulation, external services, and specialized tools."]}),"\n",(0,s.jsx)(e.p,{children:'In Langflow\'s node-based environment, each node is a "component" that performs discrete functions. Custom components are Python classes which define:'}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Inputs"})," \u2014 Data or parameters your component requires."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Outputs"})," \u2014 Data your component provides to downstream nodes."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Logic"})," \u2014 How you process inputs to produce outputs."]}),"\n"]}),"\n",(0,s.jsx)(e.p,{children:"The benefits of creating custom components include unlimited extensibility, reusability, automatic UI field generation based on inputs, and type-safe connections between nodes."}),"\n",(0,s.jsx)(e.p,{children:"Create custom components for performing specialized tasks, calling APIs, or adding advanced logic."}),"\n",(0,s.jsx)(e.p,{children:"Custom components in Langflow are built upon:"}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:["The Python class that inherits from ",(0,s.jsx)(e.code,{children:"Component"}),"."]}),"\n",(0,s.jsx)(e.li,{children:"Class-level attributes that identify and describe the component."}),"\n",(0,s.jsx)(e.li,{children:"Input and output lists that determine data flow."}),"\n",(0,s.jsx)(e.li,{children:"Internal variables for logging and advanced logic."}),"\n"]}),"\n",(0,s.jsx)(e.h2,{id:"class-level-attributes",children:"Class-level attributes"}),"\n",(0,s.jsx)(e.p,{children:"Define these attributes to control a custom component's appearance and behavior:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"class ",props:{style:{color:"#FF7B72"}}},{content:"MyCsvReader",props:{style:{color:"#FFA657"}}},{content:"(",props:{style:{color:"#C9D1D9"}}},{content:"Component",props:{style:{color:"#79C0FF"}}},{content:"):",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    display_name ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"CSV Reader"      ',props:{style:{color:"#A5D6FF"}}},{content:"# Shown in node header",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"    description ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"Reads CSV files"  ',props:{style:{color:"#A5D6FF"}}},{content:"# Tooltip text",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"    icon ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"file-text"              ',props:{style:{color:"#A5D6FF"}}},{content:"# Visual identifier",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"    name ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"CSVReader"              ',props:{style:{color:"#A5D6FF"}}},{content:"# Unique internal ID",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"    documentation ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"http://docs.example.com/csv_reader"  ',props:{style:{color:"#A5D6FF"}}},{content:"# Optional",props:{style:{color:"#8B949E"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"display_name"}),": A user-friendly label in the node header."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"description"}),": A brief summary shown in tooltips."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"icon"}),": A visual identifier from Langflow's icon library."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"name"}),": A unique internal identifier."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"documentation"}),": An optional link to external docs."]}),"\n"]}),"\n",(0,s.jsx)(e.admonition,{title:"Icon usage",type:"tip",children:(0,s.jsxs)(e.p,{children:["Langflow uses ",(0,s.jsx)(e.a,{href:"https://lucide.dev/icons",children:"Lucide"})," for icons. 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following:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"from",props:{style:{color:"#FF7B72"}}},{content:" langflow.custom ",props:{style:{color:"#C9D1D9"}}},{content:"import",props:{style:{color:"#FF7B72"}}},{content:" Component",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"from",props:{style:{color:"#FF7B72"}}},{content:" langflow.template ",props:{style:{color:"#C9D1D9"}}},{content:"import",props:{style:{color:"#FF7B72"}}},{content:" Output",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"class ",props:{style:{color:"#FF7B72"}}},{content:"MyComponent",props:{style:{color:"#FFA657"}}},{content:"(",props:{style:{color:"#C9D1D9"}}},{content:"Component",props:{style:{color:"#79C0FF"}}},{content:"):",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    display_name ",props:{style:{color:"#C9D1D9"}}},{content:"= 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[]",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    def ",props:{style:{color:"#FF7B72"}}},{content:"some_output_method",props:{style:{color:"#D2A8FF"}}},{content:"(self):",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        return ",props:{style:{color:"#FF7B72"}}},{content:"...",props:{style:{color:"#79C0FF"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsx)(e.h3,{id:"internal-lifecycle-and-execution-flow",children:"Internal Lifecycle and Execution Flow"}),"\n",(0,s.jsx)(e.p,{children:"Langflow's engine manages:"}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Instantiation"}),":  A component is created and internal structures are initialized."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Assigning Inputs"}),": Values from the UI or connections are assigned to component fields."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Validation and Setup"}),": Optional hooks like ",(0,s.jsx)(e.code,{children:"_pre_run_setup"}),"."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Outputs Generation"}),": ",(0,s.jsx)(e.code,{children:"run()"})," or ",(0,s.jsx)(e.code,{children:"build_results()"})," triggers output methods."]}),"\n"]}),"\n",(0,s.jsxs)(e.p,{children:[(0,s.jsx)(e.strong,{children:"Optional Hooks"}),":"]}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.code,{children:"initialize_data"})," or ",(0,s.jsx)(e.code,{children:"_pre_run_setup"})," can run setup logic before the component's main execution."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.code,{children:"__call__"}),", ",(0,s.jsx)(e.code,{children:"run()"}),", or ",(0,s.jsx)(e.code,{children:"_run()"})," can be overridden to customize how the component is called or to define custom execution 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options."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.code,{children:"HandleInput"}),": specialized connections."]}),"\n"]}),"\n",(0,s.jsxs)(e.p,{children:["Custom component ",(0,s.jsx)(e.code,{children:"Output"})," properties define:"]}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.code,{children:"name"}),", ",(0,s.jsx)(e.code,{children:"display_name"}),", ",(0,s.jsx)(e.code,{children:"method"})]}),"\n",(0,s.jsxs)(e.li,{children:["Optional: ",(0,s.jsx)(e.code,{children:"info"})]}),"\n"]}),"\n",(0,s.jsxs)(e.p,{children:["For more information, see ",(0,s.jsx)(e.a,{href:"/components-custom-components#custom-component-inputs-and-outputs",children:"Custom component inputs and outputs"}),"."]}),"\n",(0,s.jsx)(e.h3,{id:"associated-methods",children:"Associated Methods"}),"\n",(0,s.jsx)(e.p,{children:"Each output is linked to a method:"}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsx)(e.li,{children:"The output method name must match the method 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method",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"read_file"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:")",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"#...",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"def ",props:{style:{color:"#FF7B72"}}},{content:"read_file",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> Data:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    path ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".filename",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    with ",props:{style:{color:"#FF7B72"}}},{content:"open",props:{style:{color:"#79C0FF"}}},{content:"(path, ",props:{style:{color:"#C9D1D9"}}},{content:'"r"',props:{style:{color:"#A5D6FF"}}},{content:") ",props:{style:{color:"#C9D1D9"}}},{content:"as",props:{style:{color:"#FF7B72"}}},{content:" 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Output(",props:{style:{color:"#C9D1D9"}}},{content:"display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Processed Data"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"processed_data"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"method",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"process_data"',props:{style:{color:"#A5D6FF"}}},{content:"),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    Output(",props:{style:{color:"#C9D1D9"}}},{content:"display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Debug Info"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"debug_info"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"method",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"provide_debug_info"',props:{style:{color:"#A5D6FF"}}},{content:"),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"]",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsx)(e.h3,{id:"common-internal-patterns",children:"Common internal patterns"}),"\n",(0,s.jsx)(e.h4,{id:"_pre_run_setup",children:(0,s.jsx)(e.code,{children:"_pre_run_setup()"})}),"\n",(0,s.jsx)(e.p,{children:"To initialize a custom component with counters set:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"def 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",props:{style:{color:"#FF7B72"}}},{content:"1",props:{style:{color:"#79C0FF"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsx)(e.h2,{id:"directory-structure-requirements",children:"Directory structure requirements"}),"\n",(0,s.jsxs)(e.p,{children:["By default, Langflow looks for custom components in the ",(0,s.jsx)(e.code,{children:"langflow/components"})," directory."]}),"\n",(0,s.jsxs)(e.p,{children:["If you're creating custom components in a different location using the ",(0,s.jsx)(e.a,{href:"/environment-variables#LANGFLOW_COMPONENTS_PATH",children:"LANGFLOW_COMPONENTS_PATH"})," environment variable, components must be organized in a specific directory structure to be properly loaded and displayed in the UI:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"/your/custom/components/path/    # Base directory set by LANGFLOW_COMPONENTS_PATH",props:{}}]},{tokens:[{content:"    \u2514\u2500\u2500 category_name/          # Required category subfolder that determines menu name",props:{}}]},{tokens:[{content:"        \u2514\u2500\u2500 custom_component.py # Component file",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(e.p,{children:["Components must be placed inside ",(0,s.jsx)(e.strong,{children:"category folders"}),", not directly in the base directory.\nThe category folder name determines where the component appears in the UI menu."]}),"\n",(0,s.jsxs)(e.p,{children:["For example, to add a component to the ",(0,s.jsx)(e.strong,{children:"Helpers"})," menu, place it in a ",(0,s.jsx)(e.code,{children:"helpers"})," subfolder:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"/app/custom_components/          # LANGFLOW_COMPONENTS_PATH",props:{}}]},{tokens:[{content:'    \u2514\u2500\u2500 helpers/                 # Displayed within the "Helpers" menu',props:{}}]},{tokens:[{content:"        \u2514\u2500\u2500 custom_component.py  # Your component",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(e.p,{children:["You can have ",(0,s.jsx)(e.strong,{children:"multiple category folders"})," to organize components into different menus:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"/app/custom_components/",props:{}}]},{tokens:[{content:"    \u251c\u2500\u2500 helpers/",props:{}}]},{tokens:[{content:"    \u2502   \u2514\u2500\u2500 helper_component.py",props:{}}]},{tokens:[{content:"    \u2514\u2500\u2500 tools/",props:{}}]},{tokens:[{content:"        \u2514\u2500\u2500 tool_component.py",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(e.p,{children:"This folder structure is required for Langflow to properly discover and load your custom components. 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display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Regex Pattern"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"\"Used if operator='regex'\"",props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            dynamic",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"True",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            show",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"False",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    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build_config[",props:{style:{color:"#C9D1D9"}}},{content:'"regex_pattern"',props:{style:{color:"#A5D6FF"}}},{content:"][",props:{style:{color:"#C9D1D9"}}},{content:'"show"',props:{style:{color:"#A5D6FF"}}},{content:"] ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"False",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"    return",props:{style:{color:"#FF7B72"}}},{content:" build_config",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsx)(e.h3,{id:"additional-dynamic-field-controls",children:"Additional Dynamic Field Controls"}),"\n",(0,s.jsxs)(e.p,{children:["You can also modify other properties within ",(0,s.jsx)(e.code,{children:"update_build_config"}),", such as:"]}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:["\n",(0,s.jsxs)(e.p,{children:[(0,s.jsx)(e.code,{children:"required"}),": Set ",(0,s.jsx)(e.code,{children:'build_config["some_field"]["required"] = 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fields."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Validation and Setup"}),": Optional hooks like ",(0,s.jsx)(e.code,{children:"_pre_run_setup"}),"."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Outputs Generation"}),": ",(0,s.jsx)(e.code,{children:"run()"})," or ",(0,s.jsx)(e.code,{children:"build_results()"})," triggers output methods."]}),"\n"]}),"\n",(0,s.jsxs)(e.p,{children:[(0,s.jsx)(e.strong,{children:"Optional Hooks"}),":"]}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.code,{children:"initialize_data"})," or ",(0,s.jsx)(e.code,{children:"_pre_run_setup"})," can run setup logic before the component's main execution."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.code,{children:"__call__"}),", ",(0,s.jsx)(e.code,{children:"run()"}),", or ",(0,s.jsx)(e.code,{children:"_run()"})," can be overridden to customize how the component is called or to define custom execution 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options."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.code,{children:"HandleInput"}),": specialized connections."]}),"\n"]}),"\n",(0,s.jsxs)(e.p,{children:["Custom component ",(0,s.jsx)(e.code,{children:"Output"})," properties define:"]}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.code,{children:"name"}),", ",(0,s.jsx)(e.code,{children:"display_name"}),", ",(0,s.jsx)(e.code,{children:"method"})]}),"\n",(0,s.jsxs)(e.li,{children:["Optional: ",(0,s.jsx)(e.code,{children:"info"})]}),"\n"]}),"\n",(0,s.jsxs)(e.p,{children:["For more information, see ",(0,s.jsx)(e.a,{href:"/components-custom-components#custom-component-inputs-and-outputs",children:"Custom component inputs and outputs"}),"."]}),"\n",(0,s.jsx)(e.h3,{id:"associated-methods",children:"Associated Methods"}),"\n",(0,s.jsx)(e.p,{children:"Each output is linked to a method:"}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsx)(e.li,{children:"The output method name must match the method 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method",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"read_file"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:")",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"#...",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"def ",props:{style:{color:"#FF7B72"}}},{content:"read_file",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> Data:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    path ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".filename",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    with ",props:{style:{color:"#FF7B72"}}},{content:"open",props:{style:{color:"#79C0FF"}}},{content:"(path, ",props:{style:{color:"#C9D1D9"}}},{content:'"r"',props:{style:{color:"#A5D6FF"}}},{content:") ",props:{style:{color:"#C9D1D9"}}},{content:"as",props:{style:{color:"#FF7B72"}}},{content:" 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Data(",props:{style:{color:"#C9D1D9"}}},{content:"data",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"{",props:{style:{color:"#C9D1D9"}}},{content:'"content"',props:{style:{color:"#A5D6FF"}}},{content:": content})",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsx)(e.h3,{id:"components-with-multiple-outputs",children:"Components with multiple outputs"}),"\n",(0,s.jsx)(e.p,{children:"A component can define multiple outputs.\nEach output can have a different corresponding method.\nFor example:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"outputs ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" [",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    Output(",props:{style:{color:"#C9D1D9"}}},{content:"display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Processed Data"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"processed_data"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"method",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"process_data"',props:{style:{color:"#A5D6FF"}}},{content:"),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    Output(",props:{style:{color:"#C9D1D9"}}},{content:"display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Debug Info"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"debug_info"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:"method",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"provide_debug_info"',props:{style:{color:"#A5D6FF"}}},{content:"),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"]",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsx)(e.h3,{id:"common-internal-patterns",children:"Common internal patterns"}),"\n",(0,s.jsx)(e.h4,{id:"_pre_run_setup",children:(0,s.jsx)(e.code,{children:"_pre_run_setup()"})}),"\n",(0,s.jsx)(e.p,{children:"To initialize a custom component with counters set:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"def 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",props:{style:{color:"#FF7B72"}}},{content:"0",props:{style:{color:"#79C0FF"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(e.h4,{id:"override-run-or-_run",children:["Override ",(0,s.jsx)(e.code,{children:"run"})," or ",(0,s.jsx)(e.code,{children:"_run"})]}),"\n",(0,s.jsxs)(e.p,{children:["You can override ",(0,s.jsx)(e.code,{children:"async def _run(self): ..."})," to define custom execution logic, although the default behavior from the base class usually covers most cases."]}),"\n",(0,s.jsxs)(e.h4,{id:"store-data-in-selfctx",children:["Store data in ",(0,s.jsx)(e.code,{children:"self.ctx"})]}),"\n",(0,s.jsxs)(e.p,{children:["Use ",(0,s.jsx)(e.code,{children:"self.ctx"})," as a shared storage for data or counters across the component's execution flow:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"def 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",props:{style:{color:"#FF7B72"}}},{content:"1",props:{style:{color:"#79C0FF"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsx)(e.h2,{id:"directory-structure-requirements",children:"Directory structure requirements"}),"\n",(0,s.jsxs)(e.p,{children:["By default, Langflow looks for custom components in the ",(0,s.jsx)(e.code,{children:"langflow/components"})," directory."]}),"\n",(0,s.jsxs)(e.p,{children:["If you're creating custom components in a different location using the ",(0,s.jsx)(e.a,{href:"/environment-variables#LANGFLOW_COMPONENTS_PATH",children:"LANGFLOW_COMPONENTS_PATH"})," environment variable, components must be organized in a specific directory structure to be properly loaded and displayed in the UI:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"/your/custom/components/path/    # Base directory set by LANGFLOW_COMPONENTS_PATH",props:{}}]},{tokens:[{content:"    \u2514\u2500\u2500 category_name/          # Required category subfolder that determines menu name",props:{}}]},{tokens:[{content:"        \u2514\u2500\u2500 custom_component.py # Component file",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(e.p,{children:["Components must be placed inside ",(0,s.jsx)(e.strong,{children:"category folders"}),", not directly in the base directory.\nThe category folder name determines where the component appears in the UI menu."]}),"\n",(0,s.jsxs)(e.p,{children:["For example, to add a component to the ",(0,s.jsx)(e.strong,{children:"Helpers"})," menu, place it in a ",(0,s.jsx)(e.code,{children:"helpers"})," subfolder:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"/app/custom_components/          # LANGFLOW_COMPONENTS_PATH",props:{}}]},{tokens:[{content:'    \u2514\u2500\u2500 helpers/                 # Displayed within the "Helpers" menu',props:{}}]},{tokens:[{content:"        \u2514\u2500\u2500 custom_component.py  # Your component",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(e.p,{children:["You can have ",(0,s.jsx)(e.strong,{children:"multiple category folders"})," to organize components into different menus:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"/app/custom_components/",props:{}}]},{tokens:[{content:"    \u251c\u2500\u2500 helpers/",props:{}}]},{tokens:[{content:"    \u2502   \u2514\u2500\u2500 helper_component.py",props:{}}]},{tokens:[{content:"    \u2514\u2500\u2500 tools/",props:{}}]},{tokens:[{content:"        \u2514\u2500\u2500 tool_component.py",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(e.p,{children:"This folder structure is required for Langflow to properly discover and load your custom components. Components placed directly in the base directory will not be loaded."}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"/app/custom_components/          # LANGFLOW_COMPONENTS_PATH",props:{}}]},{tokens:[{content:"    \u2514\u2500\u2500 custom_component.py      # Won't be loaded - missing category folder!",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(e.h2,{id:"custom-component-inputs-and-outputs",children:"Custom component inputs and outputs"}),"\n",(0,s.jsx)(e.p,{children:"Inputs and outputs define how data flows through the component, how it appears in the UI, and how connections to other components are validated."}),"\n",(0,s.jsx)(e.h3,{id:"inputs",children:"Inputs"}),"\n",(0,s.jsxs)(e.p,{children:["Inputs are defined in a class-level ",(0,s.jsx)(e.code,{children:"inputs"})," list. When Langflow loads the component, it uses this list to render component fields and ",(0,s.jsx)(e.a,{href:"/concepts-components#component-ports",children:"ports"})," in the UI. Users or other components provide values or connections to fill these inputs."]}),"\n",(0,s.jsxs)(e.p,{children:["An input is usually an instance of a class from ",(0,s.jsx)(e.code,{children:"langflow.io"})," (such as ",(0,s.jsx)(e.code,{children:"StrInput"}),", ",(0,s.jsx)(e.code,{children:"DataInput"}),", or ",(0,s.jsx)(e.code,{children:"MessageTextInput"}),"). The most common constructor parameters are:"]}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:(0,s.jsx)(e.code,{children:"name"})}),": The internal variable name, accessed via ",(0,s.jsx)(e.code,{children:"self.<name>"}),"."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:(0,s.jsx)(e.code,{children:"display_name"})}),": The label shown to users in the UI."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:(0,s.jsx)(e.code,{children:"info"})})," ",(0,s.jsx)(e.em,{children:"(optional)"}),": A tooltip or short description."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:(0,s.jsx)(e.code,{children:"value"})})," ",(0,s.jsx)(e.em,{children:"(optional)"}),": The default value."]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:(0,s.jsx)(e.code,{children:"advanced"})})," ",(0,s.jsx)(e.em,{children:"(optional)"}),": If ",(0,s.jsx)(e.code,{children:"True"}),', moves the field into the 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You can make an input dynamic by setting ",(0,s.jsx)(e.code,{children:"dynamic=True"}),".\nOptionally, setting ",(0,s.jsx)(e.code,{children:"real_time_refresh=True"})," triggers the ",(0,s.jsx)(e.code,{children:"update_build_config"})," method to adjust the input's visibility or properties in real time, creating a contextual UI that only displays relevant fields based on the user's choices."]}),"\n",(0,s.jsxs)(e.p,{children:["In this example, the operator field triggers updates via ",(0,s.jsx)(e.code,{children:"real_time_refresh=True"}),".\nThe ",(0,s.jsx)(e.code,{children:"regex_pattern"})," field is initially hidden and controlled via ",(0,s.jsx)(e.code,{children:"dynamic=True"}),"."]}),"\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"from",props:{style:{color:"#FF7B72"}}},{content:" langflow.io ",props:{style:{color:"#C9D1D9"}}},{content:"import",props:{style:{color:"#FF7B72"}}},{content:" 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display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Regex Pattern"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"\"Used if operator='regex'\"",props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            dynamic",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"True",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            show",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"False",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    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build_config[",props:{style:{color:"#C9D1D9"}}},{content:'"regex_pattern"',props:{style:{color:"#A5D6FF"}}},{content:"][",props:{style:{color:"#C9D1D9"}}},{content:'"show"',props:{style:{color:"#A5D6FF"}}},{content:"] ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"False",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"    return",props:{style:{color:"#FF7B72"}}},{content:" build_config",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsx)(e.h3,{id:"additional-dynamic-field-controls",children:"Additional Dynamic Field Controls"}),"\n",(0,s.jsxs)(e.p,{children:["You can also modify other properties within ",(0,s.jsx)(e.code,{children:"update_build_config"}),", such as:"]}),"\n",(0,s.jsxs)(e.ul,{children:["\n",(0,s.jsxs)(e.li,{children:["\n",(0,s.jsxs)(e.p,{children:[(0,s.jsx)(e.code,{children:"required"}),": Set ",(0,s.jsx)(e.code,{children:'build_config["some_field"]["required"] = 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Langflow will automatically catch these and display appropriate error messages in the UI, helping users quickly identify what went wrong.","\n",(0,s.jsx)(d.Code,{codeConfig:a,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"def ",props:{style:{color:"#FF7B72"}}},{content:"compute_result",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> ",props:{style:{color:"#C9D1D9"}}},{content:"str",props:{style:{color:"#79C0FF"}}},{content:":",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    if not ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".user_input:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        raise ",props:{style:{color:"#FF7B72"}}},{content:"ValueError",props:{style:{color:"#79C0FF"}}},{content:"(",props:{style:{color:"#C9D1D9"}}},{content:'"No input provided."',props:{style:{color:"#A5D6FF"}}},{content:")",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    # ...",props:{style:{color:"#8B949E"}}}]}],lang:"python"},annotations:[]}]}),"\n"]}),"\n",(0,s.jsxs)(e.li,{children:[(0,s.jsx)(e.strong,{children:"Return Structured Error Data"}),':\nInstead of stopping a flow abruptly, you can return a Data object containing an "error" field. 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diff --git a/assets/js/885eb549.347ccb7c.js b/assets/js/885eb549.347ccb7c.js
deleted file mode 100644
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--- a/assets/js/885eb549.347ccb7c.js
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@@ -1 +0,0 @@
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",(0,s.jsx)("kbd",{children:"S"})]}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"\u2318"})," + ",(0,s.jsx)("kbd",{children:"Shift"})," + ",(0,s.jsx)("kbd",{children:"S"})]}),(0,s.jsx)(n.td,{children:"Shares the component."})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Share Flow"}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"Ctrl"})," + ",(0,s.jsx)("kbd",{children:"Shift"})," + ",(0,s.jsx)("kbd",{children:"B"})]}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"\u2318"})," + ",(0,s.jsx)("kbd",{children:"Shift"})," + ",(0,s.jsx)("kbd",{children:"B"})]}),(0,s.jsx)(n.td,{children:"Shares the entire flow."})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Toggle Sidebar"}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"Ctrl"})," + ",(0,s.jsx)("kbd",{children:"B"})]}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"\u2318"})," + ",(0,s.jsx)("kbd",{children:"B"})]}),(0,s.jsx)(n.td,{children:"Shows/hides the sidebar."})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Search Components"}),(0,s.jsx)(n.td,{children:(0,s.jsx)("kbd",{children:"/"})}),(0,s.jsx)(n.td,{children:(0,s.jsx)("kbd",{children:"/"})}),(0,s.jsx)(n.td,{children:"Focuses the component search bar."})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Tool Mode"}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"Ctrl"})," + ",(0,s.jsx)("kbd",{children:"Shift"})," + ",(0,s.jsx)("kbd",{children:"M"})]}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"\u2318"})," + ",(0,s.jsx)("kbd",{children:"Shift"})," + ",(0,s.jsx)("kbd",{children:"M"})]}),(0,s.jsx)(n.td,{children:"Toggles tool mode."})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Update"}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"Ctrl"})," + ",(0,s.jsx)("kbd",{children:"U"})]}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"\u2318"})," + ",(0,s.jsx)("kbd",{children:"U"})]}),(0,s.jsx)(n.td,{children:"Updates the component."})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Open Playground"}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"Ctrl"})," + ",(0,s.jsx)("kbd",{children:"K"})]}),(0,s.jsxs)(n.td,{children:[(0,s.jsx)("kbd",{children:"\u2318"})," + ",(0,s.jsx)("kbd",{children:"K"})]}),(0,s.jsx)(n.td,{children:"Opens the playground."})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Output Inspection"}),(0,s.jsx)(n.td,{children:(0,s.jsx)("kbd",{children:"O"})}),(0,s.jsx)(n.td,{children:(0,s.jsx)("kbd",{children:"O"})}),(0,s.jsx)(n.td,{children:"Opens output inspection."})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"Play"}),(0,s.jsx)(n.td,{children:(0,s.jsx)("kbd",{children:"P"})}),(0,s.jsx)(n.td,{children:(0,s.jsx)("kbd",{children:"P"})}),(0,s.jsx)(n.td,{children:"Plays/executes the flow."})]}),(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"API"}),(0,s.jsx)(n.td,{children:(0,s.jsx)("kbd",{children:"R"})}),(0,s.jsx)(n.td,{children:(0,s.jsx)("kbd",{children:"R"})}),(0,s.jsx)(n.td,{children:"Opens the API view."})]})]})]}),"\n",(0,s.jsx)(n.h2,{id:"group-components-in-the-workspace",children:"Group components in the workspace"}),"\n",(0,s.jsx)(n.p,{children:"Multiple components can be grouped into a single component for reuse. This is useful when combining large flows into single components, for example RAG with a vector database, and saving space."}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Hold ",(0,s.jsx)("kbd",{children:"Shift"})," and drag to select components."]}),"\n"]}),"\n",(0,s.jsx)(n.p,{children:"The components merge into a single component."}),"\n",(0,s.jsxs)(n.ol,{start:"2",children:["\n",(0,s.jsxs)(n.li,{children:["To modify the name and description of the single grouped component, in the grouped component, click the ",(0,s.jsx)(l.A,{name:"PencilLine","aria-label":"Pencil line"})," icon."]}),"\n",(0,s.jsx)(n.li,{children:"Save your grouped component to the sidebar for later use."}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"component-version",children:"Component version"}),"\n",(0,s.jsx)(n.p,{children:"A component's initial state is stored in a database. As soon as you drag a component from the sidebar to the workspace, the two components are no longer in parity."}),"\n",(0,s.jsxs)(n.p,{children:["A component keeps the version number it is initialized to the workspace with. If a component is at version ",(0,s.jsx)(n.code,{children:"1.0"})," when it is dragged to the workspace, it will stay at version ",(0,s.jsx)(n.code,{children:"1.0"})," until you update it."]}),"\n",(0,s.jsx)(n.p,{children:"Langflow notifies you when a component's workspace version is behind the database version and an update is available."}),"\n",(0,s.jsx)(n.h3,{id:"review-and-update-components",children:"Review and update components"}),"\n",(0,s.jsx)(n.p,{children:"When a component's workspace version is behind the database version and an update is available, the component displays a notification.\nIf there are potentially breaking changes in the component updates, Langflow notifies you with an additional dialog."}),"\n",(0,s.jsx)(n.p,{children:"Breaking changes modify component inputs and outputs, and may break your flows or require you to re-connect component edges."}),"\n",(0,s.jsxs)(n.p,{children:["An ",(0,s.jsx)(n.strong,{children:"Update ready"})," notification on a component indicates the component update contains no breaking changes. To update a single component, click ",(0,s.jsx)(n.strong,{children:"Update"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["An ",(0,s.jsx)(n.strong,{children:"Update available"})," notification indicates the component update contains potentially breaking changes."]}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["To review all components with pending updates, in the component or in the dialog, click ",(0,s.jsx)(n.strong,{children:"Review"}),".\nThe ",(0,s.jsx)(n.strong,{children:"Update components"})," pane appears.\nThis pane lists components in your flow with breaking changes, and includes an option to save a flow snapshot before updating."]}),"\n",(0,s.jsxs)(n.li,{children:["To save your flow before updating individual components, enable the ",(0,s.jsx)(n.strong,{children:"Create backup flow before updating"})," option."]}),"\n",(0,s.jsxs)(n.li,{children:["To update individual components, select them in the list, and then click ",(0,s.jsx)(n.strong,{children:"Update Component"}),".\nYour components are updated to the current version.\nIf you created a backup flow, it's available in the same project folder as the original flow, with ",(0,s.jsx)(n.code,{children:"(backup)"})," added to its name."]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"components-sidebar",children:"Components sidebar"}),"\n",(0,s.jsx)(n.p,{children:"Components are listed in the sidebar by component type."}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Bundles"})," are components grouped by provider. For example, Langchain modules like ",(0,s.jsx)(n.strong,{children:"RunnableExecutor"})," and ",(0,s.jsx)(n.strong,{children:"CharacterTextSplitter"})," are grouped under the ",(0,s.jsx)(n.strong,{children:"Langchain"})," bundle."]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Beta"})," components are still being tested and are not suitable for production workloads."]}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.strong,{children:"Legacy"})," components are available for use but are no longer supported. By default, legacy components are hidden in the sidebar."]}),"\n",(0,s.jsxs)(n.p,{children:["The sidebar includes a component ",(0,s.jsx)(n.strong,{children:"Search"})," bar with options for showing or hiding ",(0,s.jsx)(n.strong,{children:"Beta"})," and ",(0,s.jsx)(n.strong,{children:"Legacy"})," components.\nTo change the sidebar's behavior, click ",(0,s.jsx)(l.A,{name:"SlidersHorizontal","aria-hidden":"true"})," ",(0,s.jsx)(n.strong,{children:"Component settings"}),", and then show or hide ",(0,s.jsx)(n.strong,{children:"Legacy"})," or ",(0,s.jsx)(n.strong,{children:"Beta"})," components."]})]})}function u(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(j,{...e})}):j(e)}function m(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}}}]);
\ No newline at end of file
diff --git a/assets/js/885eb549.fcfb4b04.js b/assets/js/885eb549.fcfb4b04.js
new file mode 100644
index 0000000000..be0b74562b
--- /dev/null
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@@ -0,0 +1 @@
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In a single component run, the ",(0,s.jsx)(o.code,{children:"build_vertex"})," function is called, which builds and runs only the single component with direct inputs provided through the UI (the ",(0,s.jsx)(o.code,{children:"inputs_dict"})," parameter). The ",(0,s.jsx)(o.code,{children:"VertexBuildResult"})," data is passed to the ",(0,s.jsx)(o.code,{children:"build_and_run"})," method that calls the component's ",(0,s.jsx)(o.code,{children:"build"})," method and runs it. Unlike running an entire flow, running a single component doesn't automatically execute its upstream dependencies."]}),"\n",(0,s.jsx)(o.h3,{id:"inspect-component-output-and-logs",children:"Inspect component output and logs"}),"\n",(0,s.jsxs)(o.p,{children:["To view the output and logs for a single component, click ",(0,s.jsx)(l.A,{name:"TextSearch","aria-hidden":"true"})," ",(0,s.jsx)(o.strong,{children:"Inspect"}),"."]}),"\n",(0,s.jsx)(o.h3,{id:"freeze-a-component",children:"Freeze a component"}),"\n",(0,s.jsx)(o.admonition,{type:"important",children:(0,s.jsx)(o.p,{children:"Freezing a component also freezes all components upstream of the selected component."})}),"\n",(0,s.jsxs)(o.p,{children:["Use the freeze option if you expect consistent output from a component ",(0,s.jsx)(o.em,{children:"and all upstream components"}),", and you only need to run those components once."]}),"\n",(0,s.jsx)(o.p,{children:"Freezing a component prevents that component and all upstream components from re-running, and it preserves the last output state for those components.\nAny future flow runs use the preserved output."}),"\n",(0,s.jsxs)(o.p,{children:["To freeze a component, click the component in the ",(0,s.jsx)(o.strong,{children:"Workspace"})," to expose the component's header menu, click ",(0,s.jsx)(l.A,{name:"Ellipsis","aria-hidden":"true"})," ",(0,s.jsx)(o.strong,{children:"Show More"}),", and then select ",(0,s.jsx)(o.strong,{children:"Freeze"}),"."]}),"\n",(0,s.jsx)(o.h2,{id:"component-ports",children:"Component ports"}),"\n",(0,s.jsxs)(o.p,{children:["Circular port icons (",(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#4f46e5",fill:"#4f46e5"}}),") on the border of a component indicate the types of inputs and outputs that can be connected to the component at that port."]}),"\n",(0,s.jsx)(o.p,{children:(0,s.jsx)(o.img,{alt:"Prompt component with multiple inputs",src:n(27389).A+"",width:"1162",height:"1532"})}),"\n",(0,s.jsx)(o.h3,{id:"port-colors",children:"Port colors"}),"\n",(0,s.jsx)(o.p,{children:"Component port colors indicate the data type ingested or emitted by the port.\nFor example, a text port either accepts or emits text data."}),"\n",(0,s.jsx)(o.admonition,{type:"tip",children:(0,s.jsx)(o.p,{children:"Hover over a port to see connection details for that port."})}),"\n",(0,s.jsx)(o.p,{children:"The following table lists the component port colors and their corresponding input types:"}),"\n",(0,s.jsxs)(o.table,{children:[(0,s.jsx)(o.thead,{children:(0,s.jsxs)(o.tr,{children:[(0,s.jsx)(o.th,{children:"Data type"}),(0,s.jsx)(o.th,{children:"Port color"}),(0,s.jsx)(o.th,{children:"Port icon example"})]})}),(0,s.jsxs)(o.tbody,{children:[(0,s.jsxs)(o.tr,{children:[(0,s.jsx)(o.td,{children:"Data"}),(0,s.jsx)(o.td,{children:"Red"}),(0,s.jsx)(o.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#dc2626",fill:"#dc2626"}})})]}),(0,s.jsxs)(o.tr,{children:[(0,s.jsx)(o.td,{children:"DataFrame"}),(0,s.jsx)(o.td,{children:"Pink"}),(0,s.jsx)(o.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#ec4899",fill:"#ec4899"}})})]}),(0,s.jsxs)(o.tr,{children:[(0,s.jsx)(o.td,{children:"Embeddings"}),(0,s.jsx)(o.td,{children:"Emerald"}),(0,s.jsx)(o.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#10b981",fill:"#10b981"}})})]}),(0,s.jsxs)(o.tr,{children:[(0,s.jsx)(o.td,{children:"LanguageModel"}),(0,s.jsx)(o.td,{children:"Fuchsia"}),(0,s.jsx)(o.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port 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component port icon",style:{color:"#06b6d4",fill:"#06b6d4"}})})]}),(0,s.jsxs)(o.tr,{children:[(0,s.jsx)(o.td,{children:"Unknown"}),(0,s.jsx)(o.td,{children:"Gray"}),(0,s.jsx)(o.td,{children:(0,s.jsx)(l.A,{name:"Circle",size:"16","aria-label":"Circular component port icon",style:{color:"#9CA3AF",fill:"#9CA3AF"}})})]})]})]}),"\n",(0,s.jsx)(o.h2,{id:"component-code",children:"Component code"}),"\n",(0,s.jsx)(o.p,{children:"All components have underlying code that determines how you configure them and what actions they can perform.\nIn the context of creating and running flows, component code does the following:"}),"\n",(0,s.jsxs)(o.ul,{children:["\n",(0,s.jsx)(o.li,{children:"Determines what configuration options to show in the Langflow UI."}),"\n",(0,s.jsx)(o.li,{children:"Validates inputs based on the component's defined input types."}),"\n",(0,s.jsx)(o.li,{children:"Processes data using the configured parameters, methods, and functions."}),"\n",(0,s.jsx)(o.li,{children:"Passes results to the next component in the flow."}),"\n"]}),"\n",(0,s.jsxs)(o.p,{children:["All components inherit from a base ",(0,s.jsx)(o.code,{children:"Component"})," class that defines the component's interface and behavior.\nFor example, the ",(0,s.jsx)(o.a,{href:"https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/components/langchain_utilities/recursive_character.py",children:"Recursive character text splitter"})," is a child of the ",(0,s.jsx)(o.a,{href:"https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/base/textsplitters/model.py",children:"LCTextSplitterComponent"})," class."]}),"\n",(0,s.jsxs)(o.p,{children:["Each component's code includes definitions for inputs and outputs, which are represented in the ",(0,s.jsx)(o.strong,{children:"Workspace"})," as ",(0,s.jsx)(o.a,{href:"/concepts-components#component-ports",children:"component ports"}),".\nFor example, the ",(0,s.jsx)(o.code,{children:"RecursiveCharacterTextSplitter"})," has four inputs. Each input definition specifies the input type, such as ",(0,s.jsx)(o.code,{children:"IntInput"}),", as well as the encoded name, display name, description, and other parameters for that specific input.\nThese values determine the component settings, such as display names and tooltips in the Langflow UI."]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"    inputs ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" [",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        IntInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"chunk_size"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Chunk Size"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"The maximum length of each chunk."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            value",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"1000",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        IntInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"chunk_overlap"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Chunk Overlap"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"The amount of overlap between chunks."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            value",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"200",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        DataInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"data_input"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Input"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"The texts to split."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            input_types",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"[",props:{style:{color:"#C9D1D9"}}},{content:'"Document"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"Data"',props:{style:{color:"#A5D6FF"}}},{content:"],",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        MessageTextInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"separators"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Separators"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"'The characters to split on.",props:{style:{color:"#A5D6FF"}}},{content:"\\n",props:{style:{color:"#79C0FF"}}},{content:'If left empty defaults to ["',props:{style:{color:"#A5D6FF"}}},{content:"\\\\",props:{style:{color:"#79C0FF"}}},{content:"n",props:{style:{color:"#A5D6FF"}}},{content:"\\\\",props:{style:{color:"#79C0FF"}}},{content:'n", "',props:{style:{color:"#A5D6FF"}}},{content:"\\\\",props:{style:{color:"#79C0FF"}}},{content:'n", " ", ""].\'',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            is_list",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"True",props:{style:{color:"#79C0FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ),",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    ]",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(o.p,{children:["Additionally, components have methods or functions that handle their functionality.\nFor example, the ",(0,s.jsx)(o.code,{children:"RecursiveCharacterTextSplitter"})," has two methods:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"    def ",props:{style:{color:"#FF7B72"}}},{content:"get_data_input",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> Any:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        return ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".data_input",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    def ",props:{style:{color:"#FF7B72"}}},{content:"build_text_splitter",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> TextSplitter:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        if not ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".separators:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            separators: list[",props:{style:{color:"#C9D1D9"}}},{content:"str",props:{style:{color:"#79C0FF"}}},{content:"] ",props:{style:{color:"#C9D1D9"}}},{content:"| ",props:{style:{color:"#FF7B72"}}},{content:"None ",props:{style:{color:"#79C0FF"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"None",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:"        else",props:{style:{color:"#FF7B72"}}},{content:":",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            # check if the separators list has escaped characters",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"            # if there are escaped characters, unescape them",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"            separators ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" [unescape_string(x) ",props:{style:{color:"#C9D1D9"}}},{content:"for",props:{style:{color:"#FF7B72"}}},{content:" x ",props:{style:{color:"#C9D1D9"}}},{content:"in ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".separators]",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        return",props:{style:{color:"#FF7B72"}}},{content:" RecursiveCharacterTextSplitter(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            separators",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"separators,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            chunk_size",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".chunk_size,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            chunk_overlap",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".chunk_overlap,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        )",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(o.p,{children:["The ",(0,s.jsx)(o.code,{children:"get_data_input"})," method retrieves the text data to be split from the component's input, which makes the data available to the class.\nThe ",(0,s.jsx)(o.code,{children:"build_text_splitter"})," method creates a ",(0,s.jsx)(o.code,{children:"RecursiveCharacterTextSplitter"})," object by calling its parent class's ",(0,s.jsx)(o.code,{children:"build"})," method. Then, the text is split with the created splitter and passed to the next component."]}),"\n",(0,s.jsx)(o.h2,{id:"component-versions",children:"Component versions"}),"\n",(0,s.jsx)(o.p,{children:"Component versions and states are stored in an internal Langflow database. When you add a component to a flow, you create a detached copy of the component based on the information in the Langflow database.\nThese copies are detached from the primary Langflow database, and they don't synchronize with any updates that can occur when you upgrade your Langflow version."}),"\n",(0,s.jsxs)(o.p,{children:["In other words, an individual instance of a component retains the version number and state from the moment you add it to a specific flow. For example, if a component is at version 1.0 when you add it to a flow, it remains at version 1.0 ",(0,s.jsx)(o.em,{children:"in that flow"})," unless you update it."]}),"\n",(0,s.jsx)(o.h3,{id:"update-component-versions",children:"Update component versions"}),"\n",(0,s.jsxs)(o.p,{children:["When editing a flow in the ",(0,s.jsx)(o.strong,{children:"Workspace"}),", Langflow notifies you if a component's workspace version is behind the database version so you can update the component's workspace version:"]}),"\n",(0,s.jsxs)(o.ul,{children:["\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:[(0,s.jsx)(o.strong,{children:"Update ready"}),": This notification means the component update contains no breaking changes."]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:[(0,s.jsx)(o.strong,{children:"Update available"}),": This notification means the component update might contain breaking changes."]}),"\n",(0,s.jsx)(o.p,{children:"Breaking changes modify component inputs and outputs, causing the components to be disconnected and break the flow. After updating the component, you might need to edit the component settings or reconnect component ports."}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(o.p,{children:"There are two ways to update components:"}),"\n",(0,s.jsxs)(o.ul,{children:["\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:["Click ",(0,s.jsx)(o.strong,{children:"Update"})," to update a single component. This is recommended for updates without breaking changes."]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:["Click ",(0,s.jsx)(o.strong,{children:"Review"})," to view all available updates and create a snapshot before updating. This is recommended for updates with breaking changes."]}),"\n",(0,s.jsxs)(o.p,{children:["To save a snapshot of your flow before updating the components, enable ",(0,s.jsx)(o.strong,{children:"Create backup flow before updating"}),". Backup flows are stored in the same project folder as the original flow with the suffix ",(0,s.jsx)(o.code,{children:"(backup)"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["To update specific components, select the components you want to update, and then click ",(0,s.jsx)(o.strong,{children:"Update Components"}),"."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(o.p,{children:"Components are updated to the latest available version, based on the version of Langflow you are running."}),"\n",(0,s.jsx)(o.h2,{id:"group-components",children:"Group components"}),"\n",(0,s.jsxs)(o.p,{children:["Multiple components can be grouped into a single component for reuse. This is useful for organizing large flows by combining related components together, such as a RAG ",(0,s.jsx)(o.strong,{children:"Agent"})," component and an associated vector database component."]}),"\n",(0,s.jsxs)(o.ol,{children:["\n",(0,s.jsxs)(o.li,{children:["Hold ",(0,s.jsx)("kbd",{children:"Shift"}),", and then click and drag to highlight all components you want to merge. Components must be completely within the selection area to be merged."]}),"\n",(0,s.jsxs)(o.li,{children:["Release the mouse and keyboard, and then click ",(0,s.jsx)(o.strong,{children:"Group"})," to merge the components into a single, group component."]}),"\n"]}),"\n",(0,s.jsx)(o.p,{children:"Grouped components are configured and managed as a single component, including the component name, code, and settings."}),"\n",(0,s.jsxs)(o.p,{children:["To ungroup the components, click the component in the ",(0,s.jsx)(o.strong,{children:"Workspace"})," to expose the component's header menu, click ",(0,s.jsx)(l.A,{name:"Ellipsis","aria-hidden":"true"})," ",(0,s.jsx)(o.strong,{children:"Show More"}),", and then select ",(0,s.jsx)(o.strong,{children:"Ungroup"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["If you want to reuse this grouping in other flows, click the component in the ",(0,s.jsx)(o.strong,{children:"Workspace"})," to expose the component's header menu, click ",(0,s.jsx)(l.A,{name:"Ellipsis","aria-hidden":"true"})," ",(0,s.jsx)(o.strong,{children:"Show More"}),", and then select ",(0,s.jsx)(o.strong,{children:"Save"})," to save the component to the ",(0,s.jsx)(o.strong,{children:"Components"})," menu."]})]})}function x(e={}){const{wrapper:o}={...(0,r.R)(),...e.components};return o?(0,s.jsx)(o,{...e,children:(0,s.jsx)(u,{...e})}):u(e)}function g(e,o){throw new Error("Expected "+(o?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}}}]);
\ No newline at end of file
diff --git a/assets/js/8b85e1d0.caa49c65.js b/assets/js/8b85e1d0.0422489a.js
similarity index 83%
rename from assets/js/8b85e1d0.caa49c65.js
rename to assets/js/8b85e1d0.0422489a.js
index bb573c7332..086a723e5e 100644
--- a/assets/js/8b85e1d0.caa49c65.js
+++ b/assets/js/8b85e1d0.0422489a.js
@@ -1 +1 @@
-"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[6890],{28453:(e,n,t)=>{t.d(n,{R:()=>i,x:()=>c});var o=t(96540);const r={},s=o.createContext(r);function i(e){const n=o.useContext(s);return o.useMemo(function(){return"function"==typeof e?e(n):{...n,...e}},[n,e])}function c(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(r):e.components||r:i(e.components),o.createElement(s.Provider,{value:n},e.children)}},65180:(e,n,t)=>{t.d(n,{A:()=>o});const o=t.p+"assets/images/configure-vertex-ai-credentials-in-langflow-10c417c45f725fee46d4ef5f740316b3.gif"},69651:(e,n,t)=>{t.r(n),t.d(n,{assets:()=>a,contentTitle:()=>c,default:()=>d,frontMatter:()=>i,metadata:()=>o,toc:()=>l});const o=JSON.parse('{"id":"Integrations/Google/integrations-setup-google-cloud-vertex-ai-langflow","title":"Integrate Google Cloud Vertex AI with Langflow","description":"Langflow integrates with the Google Vertex AI API for authenticating the Vertex AI embeddings model and Vertex AI components.","source":"@site/docs/Integrations/Google/integrations-setup-google-cloud-vertex-ai-langflow.md","sourceDirName":"Integrations/Google","slug":"/integrations-setup-google-cloud-vertex-ai-langflow","permalink":"/integrations-setup-google-cloud-vertex-ai-langflow","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Integrate Google Cloud Vertex AI with Langflow","slug":"/integrations-setup-google-cloud-vertex-ai-langflow"},"sidebar":"docs","previous":{"title":"Integrate Google OAuth with Langflow","permalink":"/integrations-setup-google-oauth-langflow"},"next":{"title":"Integrate Google BigQuery with Langflow","permalink":"/integrations-google-big-query"}}');var r=t(74848),s=t(28453);const i={title:"Integrate Google Cloud Vertex AI with Langflow",slug:"/integrations-setup-google-cloud-vertex-ai-langflow"},c=void 0,a={},l=[{value:"Create a service account with Vertex AI access",id:"create-a-service-account-with-vertex-ai-access",level:2},{value:"Configure credentials in Langflow components",id:"configure-credentials-in-langflow-components",level:2}];function g(e){const n={a:"a",h2:"h2",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",...(0,s.R)(),...e.components};return(0,r.jsxs)(r.Fragment,{children:[(0,r.jsxs)(n.p,{children:["Langflow integrates with the ",(0,r.jsx)(n.a,{href:"https://console.cloud.google.com/marketplace/product/google/aiplatform.googleapis.com",children:"Google Vertex AI API"})," for authenticating the ",(0,r.jsx)(n.a,{href:"/components-embedding-models#vertexai-embeddings",children:"Vertex AI embeddings model"})," and ",(0,r.jsx)(n.a,{href:"/components-models#vertexai",children:"Vertex AI"})," components."]}),"\n",(0,r.jsx)(n.p,{children:"Learn how to create a service account JSON in Google Cloud to authenticate Langflow\u2019s Vertex AI components."}),"\n",(0,r.jsx)(n.h2,{id:"create-a-service-account-with-vertex-ai-access",children:"Create a service account with Vertex AI access"}),"\n",(0,r.jsxs)(n.ol,{children:["\n",(0,r.jsxs)(n.li,{children:["Select and enable your Google Cloud project.\nFor more information, see ",(0,r.jsx)(n.a,{href:"https://developers.google.com/workspace/guides/create-project",children:"Create a Google Cloud project"}),"."]}),"\n",(0,r.jsxs)(n.li,{children:["Create a service account in your Google Cloud project.\nFor more information, see ",(0,r.jsx)(n.a,{href:"https://developers.google.com/workspace/guides/create-credentials#service-account",children:"Create a service account"}),"."]}),"\n",(0,r.jsxs)(n.li,{children:["Assign the ",(0,r.jsx)(n.strong,{children:"Vertex AI Service Agent"})," role to your new account.\nThis role allows Langflow to access Vertex AI resources.\nFor more information, see ",(0,r.jsx)(n.a,{href:"https://cloud.google.com/vertex-ai/docs/general/access-control",children:"Vertex AI access control with IAM"}),"."]}),"\n",(0,r.jsx)(n.li,{children:"To generate a new JSON key for the service account, navigate to your service account."}),"\n",(0,r.jsxs)(n.li,{children:["Click ",(0,r.jsx)(n.strong,{children:"Add Key"}),", and then click ",(0,r.jsx)(n.strong,{children:"Create new key"}),"."]}),"\n",(0,r.jsxs)(n.li,{children:["Under ",(0,r.jsx)(n.strong,{children:"Key type"}),", select ",(0,r.jsx)(n.strong,{children:"JSON"}),", and then click ",(0,r.jsx)(n.strong,{children:"Create"}),".\nA JSON private key file is downloaded.\nNow that you have a service account and a JSON private key, you need to configure the credentials in Langflow components."]}),"\n"]}),"\n",(0,r.jsx)(n.h2,{id:"configure-credentials-in-langflow-components",children:"Configure credentials in Langflow components"}),"\n",(0,r.jsx)(n.p,{children:"With your service account configured and your credentials JSON file created, follow these steps to authenticate the Langflow application."}),"\n",(0,r.jsxs)(n.ol,{children:["\n",(0,r.jsx)(n.li,{children:"Create a new project in Langflow."}),"\n",(0,r.jsxs)(n.li,{children:["From the components sidebar, drag and drop either the ",(0,r.jsx)(n.strong,{children:"Vertex AI"})," or ",(0,r.jsx)(n.strong,{children:"Vertex AI Embeddings"})," component to your workspace."]}),"\n",(0,r.jsxs)(n.li,{children:["In the Vertex AI component's ",(0,r.jsx)(n.strong,{children:"Credentials"})," field, add the service account JSON file."]}),"\n",(0,r.jsxs)(n.li,{children:["Confirm the component can access the Vertex AI resources.\nConnect a ",(0,r.jsx)(n.strong,{children:"Chat input"})," and ",(0,r.jsx)(n.strong,{children:"Chat output"})," component to the Vertex AI component.\nA successful chat confirms the component has access to the Vertex AI resources."]}),"\n"]}),"\n",(0,r.jsx)(n.p,{children:(0,r.jsx)(n.img,{alt:"Configure Vertex AI Credentials in 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diff --git a/assets/js/8ff68e6f.6b66f324.js b/assets/js/8ff68e6f.6b66f324.js
new file mode 100644
index 0000000000..53f95e71e0
--- /dev/null
+++ b/assets/js/8ff68e6f.6b66f324.js
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Agents use LLMs as a reasoning engine to decide which of the connected tool components to use to solve a problem.","source":"@site/docs/Components/components-tools.md","sourceDirName":"Components","slug":"/components-tools","permalink":"/components-tools","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Tools","slug":"/components-tools"},"sidebar":"docs","previous":{"title":"Prompts","permalink":"/components-prompts"},"next":{"title":"Vector stores","permalink":"/components-vector-stores"}}');var n=s(74848),i=s(28453),d=s(17886);const l={title:"Tools",slug:"/components-tools"},h="Tool components in Langflow",c={},o=[{value:"Use a tool in a flow",id:"use-a-tool-in-a-flow",level:2},{value:"arXiv",id:"arxiv",level:2},{value:"Astra DB tool",id:"astra-db-tool",level:2},{value:"Define Astra DB tool parameters",id:"define-astra-db-tool-parameters",level:3},{value:"Astra DB CQL Tool",id:"astra-db-cql-tool",level:2},{value:"Bing Search API",id:"bing-search-api",level:2},{value:"Combinatorial Reasoner",id:"combinatorial-reasoner",level:2},{value:"DuckDuckGo search",id:"duckduckgo-search",level:2},{value:"Exa Search",id:"exa-search",level:2},{value:"Glean Search API",id:"glean-search-api",level:2},{value:"Google Serper API",id:"google-serper-api",level:2},{value:"MCP connection",id:"mcp-connection",level:2},{value:"MCP Tools (deprecated)",id:"mcp-tools-deprecated",level:3},{value:"Wikidata",id:"wikidata",level:2},{value:"Legacy components",id:"legacy-components",level:2},{value:"Calculator Tool",id:"calculator-tool",level:3},{value:"Google Search API",id:"google-search-api",level:3},{value:"Python Code Structured Tool",id:"python-code-structured-tool",level:3},{value:"Python REPL Tool",id:"python-repl-tool",level:3},{value:"Retriever Tool",id:"retriever-tool",level:3},{value:"Search API",id:"search-api",level:3},{value:"SearXNG Search Tool",id:"searxng-search-tool",level:3},{value:"Wikipedia API",id:"wikipedia-api",level:3}];function a(e){const t={a:"a",code:"code",h1:"h1",h2:"h2",h3:"h3",header:"header",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",table:"table",tbody:"tbody",td:"td",th:"th",thead:"thead",tr:"tr",ul:"ul",...(0,i.R)(),...e.components},{Details:r}=t;return r||function(e,t){throw new Error("Expected "+(t?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}("Details",!0),(0,n.jsxs)(n.Fragment,{children:[(0,n.jsx)(t.header,{children:(0,n.jsx)(t.h1,{id:"tool-components-in-langflow",children:"Tool components in Langflow"})}),"\n",(0,n.jsxs)(t.p,{children:["Tools are typically connected to agent components at the ",(0,n.jsx)(t.strong,{children:"Tools"})," port. 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For example, ",(0,n.jsx)(t.code,{children:"quantum computing"}),"."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"search_type"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The field to search in."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"max_results"}),(0,n.jsx)(t.td,{children:"Integer"}),(0,n.jsx)(t.td,{children:"The maximum number of results to return."})]})]})]}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Outputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsx)(t.tbody,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"papers"}),(0,n.jsx)(t.td,{children:"List[Data]"}),(0,n.jsx)(t.td,{children:"A list of retrieved arXiv papers."})]})})]})]}),"\n",(0,n.jsx)(t.h2,{id:"astra-db-tool",children:"Astra DB tool"}),"\n",(0,n.jsx)(t.p,{children:"This component allows agents to query data from Astra DB collections."}),"\n",(0,n.jsxs)(t.p,{children:["To use this tool in a flow, connect it to an ",(0,n.jsx)(t.strong,{children:"Agent"})," component.\nThe flow looks like this:"]}),"\n",(0,n.jsx)(t.p,{children:(0,n.jsx)(t.img,{alt:"Astra DB JSON tool connected to an Agent",src:s(68335).A+"",width:"4000",height:"2742"})}),"\n",(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.strong,{children:"Tool Name"})," and ",(0,n.jsx)(t.strong,{children:"Tool Description"})," fields are required for the Agent to decide when to use the tool.\n",(0,n.jsx)(t.strong,{children:"Tool Name"})," cannot contain spaces."]}),"\n",(0,n.jsxs)(t.p,{children:["The values for ",(0,n.jsx)(t.strong,{children:"Collection Name"}),", ",(0,n.jsx)(t.strong,{children:"Astra DB Application Token"}),", and ",(0,n.jsx)(t.strong,{children:"Astra DB API Endpoint"})," are found in your Astra DB deployment. For more information, see the ",(0,n.jsx)(t.a,{href:"https://docs.datastax.com/en/astra-db-serverless/databases/create-database.html",children:"DataStax documentation"}),"."]}),"\n",(0,n.jsxs)(t.p,{children:["In this example, an ",(0,n.jsx)(t.strong,{children:"OpenAI"})," embeddings component is connected to use the Astra DB tool component's ",(0,n.jsx)(t.strong,{children:"Semantic Search"})," capability.\nTo use ",(0,n.jsx)(t.strong,{children:"Semantic Search"}),", you must have an embedding model or Astra DB Vectorize enabled.\nIf you try to run the flow without an embedding model, you will get an error."]}),"\n",(0,n.jsxs)(t.p,{children:["Open the ",(0,n.jsx)(t.strong,{children:"Playground"})," and ask a question about your data.\nThe Agent uses the ",(0,n.jsx)(t.strong,{children:"Astra DB Tool"})," to return information about your collection."]}),"\n",(0,n.jsx)(t.h3,{id:"define-astra-db-tool-parameters",children:"Define Astra DB tool parameters"}),"\n",(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.strong,{children:"Tool Parameters"})," configuration pane allows you to define parameters for ",(0,n.jsx)(t.a,{href:"https://docs.datastax.com/en/astra-db-serverless/api-reference/document-methods/find-many.html#parameters",children:"filter conditions"})," for the component's ",(0,n.jsx)(t.strong,{children:"Find"})," command."]}),"\n",(0,n.jsxs)(t.p,{children:["These filters become available as parameters that the LLM can use when calling the tool, with a better understanding of each parameter provided by the ",(0,n.jsx)(t.strong,{children:"Description"})," field."]}),"\n",(0,n.jsxs)(t.ol,{children:["\n",(0,n.jsxs)(t.li,{children:["To define a parameter for your query, in the ",(0,n.jsx)(t.strong,{children:"Tool Parameters"})," pane, click ",(0,n.jsx)(d.A,{name:"Plus","aria-hidden":"true"})," ",(0,n.jsx)(t.strong,{children:"Add a new row"}),"."]}),"\n",(0,n.jsxs)(t.li,{children:["Complete the fields based on your data. For example, with this filter, the LLM can filter by unique ",(0,n.jsx)(t.code,{children:"customer_id"})," values."]}),"\n"]}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Name: ",(0,n.jsx)(t.code,{children:"customer_id"})]}),"\n",(0,n.jsx)(t.li,{children:"Attribute Name: Leave empty if the attribute matches the field name in the database."}),"\n",(0,n.jsxs)(t.li,{children:["Description: ",(0,n.jsx)(t.code,{children:'"The unique identifier of the customer to filter by"'}),"."]}),"\n",(0,n.jsxs)(t.li,{children:["Is Metadata: ",(0,n.jsx)(t.code,{children:"False"})," unless the value stored in the metadata field."]}),"\n",(0,n.jsxs)(t.li,{children:["Is Mandatory: ",(0,n.jsx)(t.code,{children:"True"})," to require this filter."]}),"\n",(0,n.jsxs)(t.li,{children:["Is Timestamp: ",(0,n.jsx)(t.code,{children:"False"})," since the value is an ID, not a timestamp."]}),"\n",(0,n.jsxs)(t.li,{children:["Operator: ",(0,n.jsx)(t.code,{children:"$eq"})," to look for an exact match."]}),"\n"]}),"\n",(0,n.jsxs)(t.p,{children:["If you want to apply filters regardless of the LLM's input, use the ",(0,n.jsx)(t.strong,{children:"Static Filters"})," option, which is available in the component's ",(0,n.jsx)(t.strong,{children:"Controls"})," pane."]}),"\n",(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Parameter"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Name"}),(0,n.jsx)(t.td,{children:"The name of the parameter that is exposed to the LLM. It can be the same as the underlying field name or a more descriptive label. The LLM uses this name, along with the description, to infer what value to provide during execution."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Attribute Name"}),(0,n.jsxs)(t.td,{children:["When the parameter name shown to the LLM differs from the actual field or property in the database, use this setting to map the user-facing name to the correct attribute. For example, to apply a range filter to the timestamp field, define two separate parameters, such as ",(0,n.jsx)(t.code,{children:"start_date"})," and ",(0,n.jsx)(t.code,{children:"end_date"}),", that both reference the same timestamp attribute."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Description"}),(0,n.jsxs)(t.td,{children:["Provides instructions to the LLM on how the parameter should be used. Clear and specific guidance helps the LLM provide valid input. For example, if a field such as ",(0,n.jsx)(t.code,{children:"specialty"})," is stored in lowercase, the description should indicate that the input must be lowercase."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Is Metadata"}),(0,n.jsxs)(t.td,{children:["When loading data using LangChain or Langflow, additional attributes may be stored under a metadata object. If the target attribute is stored this way, enable this option. It adjusts the query by generating a filter in the format: ",(0,n.jsx)(t.code,{children:'{"metadata.<attribute_name>": "<value>"}'})]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Is Timestamp"}),(0,n.jsx)(t.td,{children:"For date or time-based filters, enable this option to automatically convert values to the timestamp format that the Astrapy client expects. This ensures compatibility with the underlying API without requiring manual formatting."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Operator"}),(0,n.jsxs)(t.td,{children:["Defines the filtering logic applied to the attribute. You can use any valid ",(0,n.jsx)(t.a,{href:"https://docs.datastax.com/en/astra-db-serverless/api-reference/filter-operator-collections.html",children:"Data API filter operator"}),". For example, to filter a time range on the timestamp attribute, use two parameters: one with the ",(0,n.jsx)(t.code,{children:"$gt"}),' operator for "greater than", and another with the ',(0,n.jsx)(t.code,{children:"$lt"}),' operator for "less than".']})]})]})]}),"\n",(0,n.jsxs)(r,{children:[(0,n.jsx)("summary",{children:"Parameters"}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Inputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Name"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name used to reference the tool in the agent's prompt."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Description"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"A brief description of the tool. This helps the model decide when to use it."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Collection Name"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name of the Astra DB collection to query."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Token"}),(0,n.jsx)(t.td,{children:"SecretString"}),(0,n.jsx)(t.td,{children:"The authentication token for accessing Astra DB."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"API Endpoint"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The Astra DB API endpoint."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Projection Fields"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsxs)(t.td,{children:["The attributes to return, separated by commas. The default is ",(0,n.jsx)(t.code,{children:"*"}),"."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Parameters"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsxs)(t.td,{children:["Parameters the model needs to fill to execute the tool. For required parameters, use an exclamation mark, for example ",(0,n.jsx)(t.code,{children:"!customer_id"}),"."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Static Filters"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsx)(t.td,{children:"Attribute-value pairs used to filter query results."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Limit"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The number of documents to return."})]})]})]}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Outputs"})}),(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.strong,{children:"Data"})," output is used when directly querying Astra DB, while the ",(0,n.jsx)(t.strong,{children:"Tool"})," output is used when integrating with agents."]}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Data"}),(0,n.jsx)(t.td,{children:"List[Data]"}),(0,n.jsxs)(t.td,{children:["A list of ",(0,n.jsx)(t.a,{href:"/concepts-objects",children:"Data"})," objects containing the query results from Astra DB. Each ",(0,n.jsx)(t.code,{children:"Data"})," object contains the document fields specified by the projection attributes. Limited by the ",(0,n.jsx)(t.code,{children:"number_of_results"})," parameter."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool"}),(0,n.jsx)(t.td,{children:"StructuredTool"}),(0,n.jsxs)(t.td,{children:["A LangChain ",(0,n.jsx)(t.code,{children:"StructuredTool"})," object that can be used in agent workflows. Contains the tool name, description, argument schema based on tool parameters, and the query function."]})]})]})]})]}),"\n",(0,n.jsx)(t.h2,{id:"astra-db-cql-tool",children:"Astra DB CQL Tool"}),"\n",(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.code,{children:"Astra DB CQL Tool"})," allows agents to query data from CQL tables in Astra DB."]}),"\n",(0,n.jsxs)(r,{children:[(0,n.jsx)("summary",{children:"Parameters"}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Inputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Name"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name used to reference the tool in the agent's prompt."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Description"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"A brief description of the tool to guide the model in using it."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Keyspace"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name of the keyspace."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Table Name"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name of the Astra DB CQL table to query."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Token"}),(0,n.jsx)(t.td,{children:"SecretString"}),(0,n.jsx)(t.td,{children:"The authentication token for Astra DB."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"API Endpoint"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The Astra DB API endpoint."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Projection Fields"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:'The attributes to return, separated by commas. Default: "*".'})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Partition Keys"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsx)(t.td,{children:"Required parameters that the model must fill to query the tool."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Clustering Keys"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsxs)(t.td,{children:["Optional parameters the model can fill to refine the query. Required parameters should be marked with an exclamation mark, for example, ",(0,n.jsx)(t.code,{children:"!customer_id"}),"."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Static Filters"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsx)(t.td,{children:"Attribute-value pairs used to filter query results."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Limit"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The number of records to return."})]})]})]}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Outputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Data"}),(0,n.jsx)(t.td,{children:"List[Data]"}),(0,n.jsxs)(t.td,{children:["A list of ",(0,n.jsx)(t.a,{href:"/concepts-objects",children:"Data"})," objects containing the query results from the Astra DB CQL table. Each Data object contains the document fields specified by the projection fields. Limited by the ",(0,n.jsx)(t.code,{children:"number_of_results"})," parameter."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool"}),(0,n.jsx)(t.td,{children:"StructuredTool"}),(0,n.jsx)(t.td,{children:"A LangChain StructuredTool object that can be used in agent workflows. Contains the tool name, description, argument schema based on partition and clustering keys, and the query function."})]})]})]})]}),"\n",(0,n.jsx)(t.h2,{id:"bing-search-api",children:"Bing Search API"}),"\n",(0,n.jsx)(t.p,{children:"This component allows you to call the Bing Search API."}),"\n",(0,n.jsxs)(r,{children:[(0,n.jsx)("summary",{children:"Parameters"}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Inputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"bing_subscription_key"}),(0,n.jsx)(t.td,{children:"SecretString"}),(0,n.jsx)(t.td,{children:"A Bing API subscription key."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"input_value"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The search query input."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"bing_search_url"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"A custom Bing Search URL."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"k"}),(0,n.jsx)(t.td,{children:"Integer"}),(0,n.jsx)(t.td,{children:"The number of search results to return."})]})]})]}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Outputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"results"}),(0,n.jsx)(t.td,{children:"List[Data]"}),(0,n.jsx)(t.td,{children:"A list of search results."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"tool"}),(0,n.jsx)(t.td,{children:"Tool"}),(0,n.jsx)(t.td,{children:"A Bing Search tool for use in LangChain."})]})]})]})]}),"\n",(0,n.jsx)(t.h2,{id:"combinatorial-reasoner",children:"Combinatorial Reasoner"}),"\n",(0,n.jsxs)(t.p,{children:["This component runs Icosa's Combinatorial Reasoning (CR) pipeline on an input to create an optimized prompt with embedded reasons. 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diff --git a/assets/js/8ff68e6f.7dc3f376.js b/assets/js/8ff68e6f.7dc3f376.js
deleted file mode 100644
index 8a8d79a4ff..0000000000
--- a/assets/js/8ff68e6f.7dc3f376.js
+++ /dev/null
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For example, with this filter, the LLM can filter by unique ",(0,n.jsx)(t.code,{children:"customer_id"})," values."]}),"\n"]}),"\n",(0,n.jsxs)(t.ul,{children:["\n",(0,n.jsxs)(t.li,{children:["Name: ",(0,n.jsx)(t.code,{children:"customer_id"})]}),"\n",(0,n.jsx)(t.li,{children:"Attribute Name: Leave empty if the attribute matches the field name in the database."}),"\n",(0,n.jsxs)(t.li,{children:["Description: ",(0,n.jsx)(t.code,{children:'"The unique identifier of the customer to filter by"'}),"."]}),"\n",(0,n.jsxs)(t.li,{children:["Is Metadata: ",(0,n.jsx)(t.code,{children:"False"})," unless the value stored in the metadata field."]}),"\n",(0,n.jsxs)(t.li,{children:["Is Mandatory: ",(0,n.jsx)(t.code,{children:"True"})," to require this filter."]}),"\n",(0,n.jsxs)(t.li,{children:["Is Timestamp: ",(0,n.jsx)(t.code,{children:"False"})," since the value is an ID, not a timestamp."]}),"\n",(0,n.jsxs)(t.li,{children:["Operator: ",(0,n.jsx)(t.code,{children:"$eq"})," to look for an exact match."]}),"\n"]}),"\n",(0,n.jsxs)(t.p,{children:["If you want to apply filters regardless of the LLM's input, use the ",(0,n.jsx)(t.strong,{children:"Static Filters"})," option, which is available in the component's ",(0,n.jsx)(t.strong,{children:"Controls"})," pane."]}),"\n",(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Parameter"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Name"}),(0,n.jsx)(t.td,{children:"The name of the parameter that is exposed to the LLM. It can be the same as the underlying field name or a more descriptive label. The LLM uses this name, along with the description, to infer what value to provide during execution."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Attribute Name"}),(0,n.jsxs)(t.td,{children:["When the parameter name shown to the LLM differs from the actual field or property in the database, use this setting to map the user-facing name to the correct attribute. For example, to apply a range filter to the timestamp field, define two separate parameters, such as ",(0,n.jsx)(t.code,{children:"start_date"})," and ",(0,n.jsx)(t.code,{children:"end_date"}),", that both reference the same timestamp attribute."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Description"}),(0,n.jsxs)(t.td,{children:["Provides instructions to the LLM on how the parameter should be used. Clear and specific guidance helps the LLM provide valid input. For example, if a field such as ",(0,n.jsx)(t.code,{children:"specialty"})," is stored in lowercase, the description should indicate that the input must be lowercase."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Is Metadata"}),(0,n.jsxs)(t.td,{children:["When loading data using LangChain or Langflow, additional attributes may be stored under a metadata object. If the target attribute is stored this way, enable this option. It adjusts the query by generating a filter in the format: ",(0,n.jsx)(t.code,{children:'{"metadata.<attribute_name>": "<value>"}'})]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Is Timestamp"}),(0,n.jsx)(t.td,{children:"For date or time-based filters, enable this option to automatically convert values to the timestamp format that the Astrapy client expects. This ensures compatibility with the underlying API without requiring manual formatting."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Operator"}),(0,n.jsxs)(t.td,{children:["Defines the filtering logic applied to the attribute. You can use any valid ",(0,n.jsx)(t.a,{href:"https://docs.datastax.com/en/astra-db-serverless/api-reference/filter-operator-collections.html",children:"Data API filter operator"}),". For example, to filter a time range on the timestamp attribute, use two parameters: one with the ",(0,n.jsx)(t.code,{children:"$gt"}),' operator for "greater than", and another with the ',(0,n.jsx)(t.code,{children:"$lt"}),' operator for "less than".']})]})]})]}),"\n",(0,n.jsxs)(r,{children:[(0,n.jsx)("summary",{children:"Parameters"}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Inputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Name"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name used to reference the tool in the agent's prompt."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Description"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"A brief description of the tool. This helps the model decide when to use it."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Collection Name"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name of the Astra DB collection to query."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Token"}),(0,n.jsx)(t.td,{children:"SecretString"}),(0,n.jsx)(t.td,{children:"The authentication token for accessing Astra DB."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"API Endpoint"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The Astra DB API endpoint."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Projection Fields"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsxs)(t.td,{children:["The attributes to return, separated by commas. The default is ",(0,n.jsx)(t.code,{children:"*"}),"."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Parameters"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsxs)(t.td,{children:["Parameters the model needs to fill to execute the tool. For required parameters, use an exclamation mark, for example ",(0,n.jsx)(t.code,{children:"!customer_id"}),"."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Static Filters"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsx)(t.td,{children:"Attribute-value pairs used to filter query results."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Limit"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The number of documents to return."})]})]})]}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Outputs"})}),(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.strong,{children:"Data"})," output is used when directly querying Astra DB, while the ",(0,n.jsx)(t.strong,{children:"Tool"})," output is used when integrating with agents."]}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Data"}),(0,n.jsx)(t.td,{children:"List[Data]"}),(0,n.jsxs)(t.td,{children:["A list of ",(0,n.jsx)(t.a,{href:"/concepts-objects",children:"Data"})," objects containing the query results from Astra DB. Each ",(0,n.jsx)(t.code,{children:"Data"})," object contains the document fields specified by the projection attributes. Limited by the ",(0,n.jsx)(t.code,{children:"number_of_results"})," parameter."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool"}),(0,n.jsx)(t.td,{children:"StructuredTool"}),(0,n.jsxs)(t.td,{children:["A LangChain ",(0,n.jsx)(t.code,{children:"StructuredTool"})," object that can be used in agent workflows. Contains the tool name, description, argument schema based on tool parameters, and the query function."]})]})]})]})]}),"\n",(0,n.jsx)(t.h2,{id:"astra-db-cql-tool",children:"Astra DB CQL Tool"}),"\n",(0,n.jsxs)(t.p,{children:["The ",(0,n.jsx)(t.code,{children:"Astra DB CQL Tool"})," allows agents to query data from CQL tables in Astra DB."]}),"\n",(0,n.jsxs)(r,{children:[(0,n.jsx)("summary",{children:"Parameters"}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Inputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Name"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name used to reference the tool in the agent's prompt."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool Description"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"A brief description of the tool to guide the model in using it."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Keyspace"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name of the keyspace."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Table Name"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The name of the Astra DB CQL table to query."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Token"}),(0,n.jsx)(t.td,{children:"SecretString"}),(0,n.jsx)(t.td,{children:"The authentication token for Astra DB."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"API Endpoint"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The Astra DB API endpoint."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Projection Fields"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:'The attributes to return, separated by commas. Default: "*".'})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Partition Keys"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsx)(t.td,{children:"Required parameters that the model must fill to query the tool."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Clustering Keys"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsxs)(t.td,{children:["Optional parameters the model can fill to refine the query. Required parameters should be marked with an exclamation mark, for example, ",(0,n.jsx)(t.code,{children:"!customer_id"}),"."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Static Filters"}),(0,n.jsx)(t.td,{children:"Dict"}),(0,n.jsx)(t.td,{children:"Attribute-value pairs used to filter query results."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Limit"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The number of records to return."})]})]})]}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Outputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Data"}),(0,n.jsx)(t.td,{children:"List[Data]"}),(0,n.jsxs)(t.td,{children:["A list of ",(0,n.jsx)(t.a,{href:"/concepts-objects",children:"Data"})," objects containing the query results from the Astra DB CQL table. Each Data object contains the document fields specified by the projection fields. Limited by the ",(0,n.jsx)(t.code,{children:"number_of_results"})," parameter."]})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"Tool"}),(0,n.jsx)(t.td,{children:"StructuredTool"}),(0,n.jsx)(t.td,{children:"A LangChain StructuredTool object that can be used in agent workflows. Contains the tool name, description, argument schema based on partition and clustering keys, and the query function."})]})]})]})]}),"\n",(0,n.jsx)(t.h2,{id:"bing-search-api",children:"Bing Search API"}),"\n",(0,n.jsx)(t.p,{children:"This component allows you to call the Bing Search API."}),"\n",(0,n.jsxs)(r,{children:[(0,n.jsx)("summary",{children:"Parameters"}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Inputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"bing_subscription_key"}),(0,n.jsx)(t.td,{children:"SecretString"}),(0,n.jsx)(t.td,{children:"A Bing API subscription key."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"input_value"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"The search query input."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"bing_search_url"}),(0,n.jsx)(t.td,{children:"String"}),(0,n.jsx)(t.td,{children:"A custom Bing Search URL."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"k"}),(0,n.jsx)(t.td,{children:"Integer"}),(0,n.jsx)(t.td,{children:"The number of search results to return."})]})]})]}),(0,n.jsx)(t.p,{children:(0,n.jsx)(t.strong,{children:"Outputs"})}),(0,n.jsxs)(t.table,{children:[(0,n.jsx)(t.thead,{children:(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.th,{children:"Name"}),(0,n.jsx)(t.th,{children:"Type"}),(0,n.jsx)(t.th,{children:"Description"})]})}),(0,n.jsxs)(t.tbody,{children:[(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"results"}),(0,n.jsx)(t.td,{children:"List[Data]"}),(0,n.jsx)(t.td,{children:"A list of search results."})]}),(0,n.jsxs)(t.tr,{children:[(0,n.jsx)(t.td,{children:"tool"}),(0,n.jsx)(t.td,{children:"Tool"}),(0,n.jsx)(t.td,{children:"A Bing Search tool for use in LangChain."})]})]})]})]}),"\n",(0,n.jsx)(t.h2,{id:"combinatorial-reasoner",children:"Combinatorial Reasoner"}),"\n",(0,n.jsxs)(t.p,{children:["This component runs Icosa's Combinatorial Reasoning (CR) pipeline on an input to create an optimized prompt with embedded reasons. 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new file mode 100644
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diff --git a/assets/js/ae68aa8b.f69a919e.js b/assets/js/ae68aa8b.f69a919e.js
deleted file mode 100644
index 4921cdbb36..0000000000
--- a/assets/js/ae68aa8b.f69a919e.js
+++ /dev/null
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diff --git a/assets/js/e6c6a4d2.88ee36c2.js b/assets/js/e6c6a4d2.63292557.js
similarity index 56%
rename from assets/js/e6c6a4d2.88ee36c2.js
rename to assets/js/e6c6a4d2.63292557.js
index 2ef6e16f1e..b67cce708f 100644
--- a/assets/js/e6c6a4d2.88ee36c2.js
+++ b/assets/js/e6c6a4d2.63292557.js
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diff --git a/assets/js/fba42286.ec9f467f.js b/assets/js/fba42286.ec9f467f.js
deleted file mode 100644
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similarity index 79%
rename from assets/js/runtime~main.a7c73edf.js
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diff --git a/blog-writer.html b/blog-writer.html
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@@ -62,7 +62,7 @@ Agents become aware of tools through tool registration where the agent is provid
 <details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Parameters</summary><div><div class="collapsibleContent_i85q"><p><strong>Inputs</strong></p><table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>The language model to use for the agent.</td></tr><tr><td>vectorstore</td><td>VectorStoreInfo</td><td>The vector store information for the agent to use.</td></tr></tbody></table><p><strong>Outputs</strong></p><table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>The Vector Store Agent instance.</td></tr></tbody></table></div></div></details>
 <h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="vector-store-router-agent">Vector Store Router Agent<a href="#vector-store-router-agent" class="hash-link" aria-label="Direct link to Vector Store Router Agent" title="Direct link to Vector Store Router Agent">​</a></h3>
 <p>This component creates a Vector Store Router Agent using LangChain.</p>
-<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Parameters</summary><div><div class="collapsibleContent_i85q"><p><strong>Inputs</strong></p><table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>The language model to use for the agent.</td></tr><tr><td>vectorstores</td><td>List[VectorStoreInfo]</td><td>The list of vector store information for the agent to route between.</td></tr></tbody></table><p><strong>Outputs</strong></p><table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>The Vector Store Router Agent instance.</td></tr></tbody></table></div></div></details></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/concepts-voice-mode"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Voice mode</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/components-bundle-components"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Bundles</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="#use-an-agent-in-a-flow" class="table-of-contents__link toc-highlight">Use an agent in a flow</a></li><li><a href="#agent-component" class="table-of-contents__link toc-highlight">Agent component</a></li><li><a href="#legacy-components" class="table-of-contents__link toc-highlight">Legacy components</a><ul><li><a href="#json-agent" class="table-of-contents__link toc-highlight">JSON Agent</a></li><li><a href="#vector-store-agent" class="table-of-contents__link toc-highlight">Vector Store Agent</a></li><li><a href="#vector-store-router-agent" class="table-of-contents__link toc-highlight">Vector Store Router Agent</a></li></ul></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">
+<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Parameters</summary><div><div class="collapsibleContent_i85q"><p><strong>Inputs</strong></p><table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>llm</td><td>LanguageModel</td><td>The language model to use for the agent.</td></tr><tr><td>vectorstores</td><td>List[VectorStoreInfo]</td><td>The list of vector store information for the agent to route between.</td></tr></tbody></table><p><strong>Outputs</strong></p><table><thead><tr><th>Name</th><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>agent</td><td>AgentExecutor</td><td>The Vector Store Router Agent instance.</td></tr></tbody></table></div></div></details></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/concepts-components"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Components overview</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/components-bundle-components"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Bundles</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="#use-an-agent-in-a-flow" class="table-of-contents__link toc-highlight">Use an agent in a flow</a></li><li><a href="#agent-component" class="table-of-contents__link toc-highlight">Agent component</a></li><li><a href="#legacy-components" class="table-of-contents__link toc-highlight">Legacy components</a><ul><li><a href="#json-agent" class="table-of-contents__link toc-highlight">JSON Agent</a></li><li><a href="#vector-store-agent" class="table-of-contents__link toc-highlight">Vector Store Agent</a></li><li><a href="#vector-store-router-agent" class="table-of-contents__link toc-highlight">Vector Store Router Agent</a></li></ul></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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diff --git a/components-bundle-components.html b/components-bundle-components.html
index 00dc8fe8c0..703022b1f2 100644
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         <a href="https://astra.datastax.com/signup?type=langflow" target="_blank" class="menu__link">
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@@ -144,7 +144,7 @@ The category folder name determines where the component appears in the UI menu.<
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="custom-component-inputs-and-outputs">Custom component inputs and outputs<a href="#custom-component-inputs-and-outputs" class="hash-link" aria-label="Direct link to Custom component inputs and outputs" title="Direct link to Custom component inputs and outputs">​</a></h2>
 <p>Inputs and outputs define how data flows through the component, how it appears in the UI, and how connections to other components are validated.</p>
 <h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inputs">Inputs<a href="#inputs" class="hash-link" aria-label="Direct link to Inputs" title="Direct link to Inputs">​</a></h3>
-<p>Inputs are defined in a class-level <code>inputs</code> list. When Langflow loads the component, it uses this list to render fields and handles in the UI. Users or other components provide values or connections to fill these inputs.</p>
+<p>Inputs are defined in a class-level <code>inputs</code> list. When Langflow loads the component, it uses this list to render component fields and <a href="/concepts-components#component-ports">ports</a> in the UI. Users or other components provide values or connections to fill these inputs.</p>
 <p>An input is usually an instance of a class from <code>langflow.io</code> (such as <code>StrInput</code>, <code>DataInput</code>, or <code>MessageTextInput</code>). The most common constructor parameters are:</p>
 <ul>
 <li><strong><code>name</code></strong>: The internal variable name, accessed via <code>self.&lt;name&gt;</code>.</li>
diff --git a/components-data.html b/components-data.html
index b543d013ac..d019430154 100644
--- a/components-data.html
+++ b/components-data.html
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+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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index 6280ad83c5..d31fb5805c 100644
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         <a href="https://astra.datastax.com/signup?type=langflow" target="_blank" class="menu__link">
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@@ -46,8 +46,8 @@ Agents become aware of tools through tool registration, where the agent is provi
 <p>Tools are typically connected to agent components at the <strong>Tools</strong> port.</p>
 <p>The <a href="/simple-agent">simple agent starter project</a> uses URL and Calculator tools connected to an <a href="/components-agents#agent-component">agent component</a> to answer a user&#x27;s questions. The OpenAI LLM acts as a brain for the agent to decide which tool to use.</p>
 <p><img decoding="async" loading="lazy" alt="Simple agent starter flow" src="/assets/images/starter-flow-simple-agent-cd0ff46423ac65a913c22a0360d1570b.png" width="4000" height="1826" class="img_ev3q"></p>
-<p>To make a component into a tool that an agent can use, enable <strong>Tool mode</strong> in the component. Enabling <strong>Tool mode</strong> modifies a component input to accept calls from an agent.
-If the component you want to connect to an agent doesn&#x27;t have a <strong>Tool mode</strong> option, you can modify the component&#x27;s inputs to become a tool.
+<p>To make a component into a tool that an agent can use, enable <strong>Tool Mode</strong> in the component. Enabling tool mode modifies a component input to accept calls from an agent.
+If the component you want to connect to an agent doesn&#x27;t have a <strong>Tool Mode</strong> option, you can modify the component&#x27;s inputs to become a tool.
 For an example, see <a href="/agents-tools#make-any-component-a-tool">Make any component a tool</a>.</p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="arxiv">arXiv<a href="#arxiv" class="hash-link" aria-label="Direct link to arXiv" title="Direct link to arXiv">​</a></h2>
 <p>This component searches and retrieves papers from <a href="https://arXiv.org" target="_blank" rel="noopener noreferrer">arXiv.org</a>.</p>
diff --git a/components-vector-stores.html b/components-vector-stores.html
index fd13e78408..ccd2c288c3 100644
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diff --git a/concepts-components.html b/concepts-components.html
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-<title data-rh="true">Components | Langflow Documentation</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.langflow.org/concepts-components"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Components | Langflow Documentation"><meta data-rh="true" name="description" content="A component is a single building block within a flow with inputs, outputs, functions, and parameters that define its functionality. A single component is like a class within a larger application."><meta data-rh="true" property="og:description" content="A component is a single building block within a flow with inputs, outputs, functions, and parameters that define its functionality. A single component is like a class within a larger application."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.langflow.org/concepts-components"><link data-rh="true" rel="alternate" href="https://docs.langflow.org/concepts-components" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.langflow.org/concepts-components" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://UZK6BDPCVY-dsn.algolia.net" crossorigin="anonymous"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Components","item":"https://docs.langflow.org/concepts-components"}]}</script><link rel="preconnect" href="https://www.google-analytics.com">
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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">Concepts</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">Components</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"><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>
+      </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">Components</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">Components overview</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>Components overview</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>
 <!-- -->
-<header><h1>Langflow components overview</h1></header>
-<p>A component is a single building block within a flow with inputs, outputs, functions, and parameters that define its functionality. A single component is like a class within a larger application.</p>
-<p>To add a component to a flow, drag it from the <strong>Component</strong> menu to the <strong>Workspace</strong>.</p>
-<p>Learn more about components and how they work on this page.</p>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="component-menu">Component menu<a href="#component-menu" class="hash-link" aria-label="Direct link to Component menu" title="Direct link to Component menu">​</a></h2>
-<p>All components have a <strong>Component menu</strong> that contains meta settings for the component.</p>
-<p>To access this menu for a specific component, select a component in a flow.
-The menu appears above the selected component.</p>
-<img src="/img/openai-model-component.png" alt="OpenAI component with the component menu visible" style="display:block;margin:auto;width:300px">
-<p>You can use the controls in the <strong>Component menu</strong> to manage and configure the component on a high level, including the following actions:</p>
+<p>Components are the building blocks of your flows.
+Like classes in an application, each component is designed for a specific use case or integration.</p>
+<div class="theme-admonition theme-admonition-tip admonition_xJq3 alert alert--success"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_BuS1"><p>Langflow provides keyboard shortcuts for the <strong>Workspace</strong>.</p><p>In the Langflow header, click your profile icon, select <strong>Settings</strong>, and then click <strong>Shortcuts</strong> to view the available shortcuts.</p></div></div>
+<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="component-menus">Add a component to a flow<a href="#component-menus" class="hash-link" aria-label="Direct link to Add a component to a flow" title="Direct link to Add a component to a flow">​</a></h2>
+<p>To add a component to a flow, drag the component from the <strong>Components</strong> menu to the <a href="/concepts-overview"><strong>Workspace</strong></a>.</p>
+<p>The <strong>Components</strong> menu is organized by component type, and some components are hidden by default:</p>
 <ul>
-<li><strong>Code</strong>: Modify the component settings by directly editing the component&#x27;s Python code.</li>
-<li><strong>Controls</strong>: Adjust all component parameters, including optional settings that are hidden by default.</li>
-<li><strong>Tool Mode</strong>: Enable tool mode when combining a component with an agent component.</li>
-<li><strong>Freeze</strong>: After a component runs, lock its previous output state to prevent it from re-running.</li>
+<li><strong>Beta components</strong>: These are Langflow&#x27;s core components. They are grouped by purpose, such as <strong>Inputs</strong> or <strong>Data</strong>. Be aware that these components are in beta and not suitable for production workloads.</li>
+<li><strong>Legacy components</strong>: You can still use these components, but they are no longer supported. Legacy components are hidden by default; click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-sliders-horizontal" aria-hidden="true"><line x1="21" x2="14" y1="4" y2="4"></line><line x1="10" x2="3" y1="4" y2="4"></line><line x1="21" x2="12" y1="12" y2="12"></line><line x1="8" x2="3" y1="12" y2="12"></line><line x1="21" x2="16" y1="20" y2="20"></line><line x1="12" x2="3" y1="20" y2="20"></line><line x1="14" x2="14" y1="2" y2="6"></line><line x1="8" x2="8" y1="10" y2="14"></line><line x1="16" x2="16" y1="18" y2="22"></line></svg> <strong>Component settings</strong> to expose legacy components.</li>
+<li><strong>Bundles</strong>: These components support specific integrations, and they are grouped by provider.</li>
 </ul>
-<p>Click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-ellipsis" aria-hidden="true"><circle cx="12" cy="12" r="1"></circle><circle cx="19" cy="12" r="1"></circle><circle cx="5" cy="12" r="1"></circle></svg> <strong>All</strong> to see additional options for a component.</p>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="component-logs">Component logs<a href="#component-logs" class="hash-link" aria-label="Direct link to Component logs" title="Direct link to Component logs">​</a></h2>
-<p>To view a component&#x27;s output and logs, click the <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-text-search" aria-hidden="true"><path d="M21 6H3"></path><path d="M10 12H3"></path><path d="M10 18H3"></path><circle cx="17" cy="15" r="3"></circle><path d="m21 19-1.9-1.9"></path></svg> <strong>Inspect output</strong> icon.</p>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="run-one-component">Run one component<a href="#run-one-component" class="hash-link" aria-label="Direct link to Run one component" title="Direct link to Run one component">​</a></h2>
-<p>To run a single component, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-play" aria-hidden="true"><polygon points="6 3 20 12 6 21 6 3"></polygon></svg> <strong>Play</strong>.</p>
-<p>Running a single component with the <strong>Play</strong> button is different from running the entire flow. In a single component run, the <code>build_vertex</code> function is called, which builds and runs only the single component with direct inputs provided through the UI (the <code>inputs_dict</code> parameter). The <code>VertexBuildResult</code> data is passed to the <code>build_and_run</code> method, which calls the component&#x27;s <code>build</code> method and runs it. Unlike running the full flow, running a single component does not automatically execute its upstream dependencies.</p>
-<p>A <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-check" aria-hidden="true"><path d="M20 6 9 17l-5-5"></path></svg> <strong>Checkmark</strong> indicates that the component ran successfully.</p>
+<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="configure-a-component">Configure a component<a href="#configure-a-component" class="hash-link" aria-label="Direct link to Configure a component" title="Direct link to Configure a component">​</a></h3>
+<p>After adding a component to a flow, configure the component&#x27;s parameters and connect it to the other components in your flows.</p>
+<p>Each component has inputs, outputs, parameters, and controls related to the component&#x27;s purpose.
+By default, components show only required and common options.
+To access additional settings and controls, including meta settings, use the component&#x27;s header menu.</p>
+<p>To access a component&#x27;s header menu, click the component in your <strong>Workspace</strong>.</p>
+<p><img decoding="async" loading="lazy" alt="Agent component" src="/assets/images/agent-component-d656a8144fa21489505ae816508c9a71.png" width="1732" height="3068" class="img_ev3q"></p>
+<p>A few options are available directly on the header menu.
+For example:</p>
+<ul>
+<li><strong>Code</strong>: Modify component settings by directly editing the component&#x27;s Python code.</li>
+<li><strong>Controls</strong>: Adjust all component parameters, including optional settings that are hidden by default.</li>
+<li><strong>Tool Mode</strong>: Enable this option when combining a component with an <strong>Agent</strong> component.</li>
+</ul>
+<p>For all other options, including <strong>Delete</strong> and <strong>Duplicate</strong> controls, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-ellipsis" aria-hidden="true"><circle cx="12" cy="12" r="1"></circle><circle cx="19" cy="12" r="1"></circle><circle cx="5" cy="12" r="1"></circle></svg> <strong>Show More</strong>.</p>
+<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="rename-a-component">Rename a component<a href="#rename-a-component" class="hash-link" aria-label="Direct link to Rename a component" title="Direct link to Rename a component">​</a></h3>
+<p>To modify a component&#x27;s name or description, click the component in the <strong>Workspace</strong>, and then click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-pencil-line" aria-hidden="true"><path d="M12 20h9"></path><path d="M16.376 3.622a1 1 0 0 1 3.002 3.002L7.368 18.635a2 2 0 0 1-.855.506l-2.872.838a.5.5 0 0 1-.62-.62l.838-2.872a2 2 0 0 1 .506-.854z"></path><path d="m15 5 3 3"></path></svg> <strong>Edit</strong>.
+Component descriptions accept Markdown syntax.</p>
+<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="run-a-component">Run a component<a href="#run-a-component" class="hash-link" aria-label="Direct link to Run a component" title="Direct link to Run a component">​</a></h3>
+<p>To run a single component, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-play" aria-label="Play button"><polygon points="6 3 20 12 6 21 6 3"></polygon></svg> <strong>Run component</strong>.
+A <strong>Last Run</strong> value indicates that the component ran successfully.</p>
+<p>Running a single component is different from running an entire flow. In a single component run, the <code>build_vertex</code> function is called, which builds and runs only the single component with direct inputs provided through the UI (the <code>inputs_dict</code> parameter). The <code>VertexBuildResult</code> data is passed to the <code>build_and_run</code> method that calls the component&#x27;s <code>build</code> method and runs it. Unlike running an entire flow, running a single component doesn&#x27;t automatically execute its upstream dependencies.</p>
+<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="inspect-component-output-and-logs">Inspect component output and logs<a href="#inspect-component-output-and-logs" class="hash-link" aria-label="Direct link to Inspect component output and logs" title="Direct link to Inspect component output and logs">​</a></h3>
+<p>To view the output and logs for a single component, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-text-search" aria-hidden="true"><path d="M21 6H3"></path><path d="M10 12H3"></path><path d="M10 18H3"></path><circle cx="17" cy="15" r="3"></circle><path d="m21 19-1.9-1.9"></path></svg> <strong>Inspect</strong>.</p>
+<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="freeze-a-component">Freeze a component<a href="#freeze-a-component" class="hash-link" aria-label="Direct link to Freeze a component" title="Direct link to Freeze a component">​</a></h3>
+<div class="theme-admonition theme-admonition-important admonition_xJq3 alert alert--info"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>important</div><div class="admonitionContent_BuS1"><p>Freezing a component also freezes all components upstream of the selected component.</p></div></div>
+<p>Use the freeze option if you expect consistent output from a component <em>and all upstream components</em>, and you only need to run those components once.</p>
+<p>Freezing a component prevents that component and all upstream components from re-running, and it preserves the last output state for those components.
+Any future flow runs use the preserved output.</p>
+<p>To freeze a component, click the component in the <strong>Workspace</strong> to expose the component&#x27;s header menu, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-ellipsis" aria-hidden="true"><circle cx="12" cy="12" r="1"></circle><circle cx="19" cy="12" r="1"></circle><circle cx="5" cy="12" r="1"></circle></svg> <strong>Show More</strong>, and then select <strong>Freeze</strong>.</p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="component-ports">Component ports<a href="#component-ports" class="hash-link" aria-label="Direct link to Component ports" title="Direct link to Component ports">​</a></h2>
-<p>Handles (<svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component"><circle cx="12" cy="12" r="10"></circle></svg>) on the side of a component indicate the types of inputs and outputs that can be connected at that port. Hover over a handle to see connection details.</p>
-<img src="/img/prompt-component.png" alt="Prompt component" style="display:block;margin:auto;width:300px">
-<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="component-port-data-type-colors">Component port data type colors<a href="#component-port-data-type-colors" class="hash-link" aria-label="Direct link to Component port data type colors" title="Direct link to Component port data type colors">​</a></h3>
-<p>The following table lists the handle colors and their corresponding data types:</p>
-<table><thead><tr><th>Data type</th><th>Handle color</th><th>Handle</th></tr></thead><tbody><tr><td>Data</td><td>Red</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component" style="color:#dc2626"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>DataFrame</td><td>Pink</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component" style="color:#ec4899"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Embeddings</td><td>Emerald</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component" style="color:#10b981"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>LanguageModel</td><td>Fuchsia</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component" style="color:#c026d3"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Memory</td><td>Orange</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component" style="color:#f97316"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Message</td><td>Indigo</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component" style="color:#4f46e5"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Text</td><td>Indigo</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component" style="color:#4f46e5"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Tool</td><td>Cyan</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component" style="color:#06b6d4"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>unknown</td><td>Gray</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="A circle on the side of a component" style="color:#9CA3AF"><circle cx="12" cy="12" r="10"></circle></svg></td></tr></tbody></table>
+<p>Circular port icons (<svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#4f46e5;fill:#4f46e5"><circle cx="12" cy="12" r="10"></circle></svg>) on the border of a component indicate the types of inputs and outputs that can be connected to the component at that port.</p>
+<p><img decoding="async" loading="lazy" alt="Prompt component with multiple inputs" src="/assets/images/prompt-component-2809e73057f711bfe3ad161ca23fe55b.png" width="1162" height="1532" class="img_ev3q"></p>
+<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="port-colors">Port colors<a href="#port-colors" class="hash-link" aria-label="Direct link to Port colors" title="Direct link to Port colors">​</a></h3>
+<p>Component port colors indicate the data type ingested or emitted by the port.
+For example, a text port either accepts or emits text data.</p>
+<div class="theme-admonition theme-admonition-tip admonition_xJq3 alert alert--success"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_BuS1"><p>Hover over a port to see connection details for that port.</p></div></div>
+<p>The following table lists the component port colors and their corresponding input types:</p>
+<table><thead><tr><th>Data type</th><th>Port color</th><th>Port icon example</th></tr></thead><tbody><tr><td>Data</td><td>Red</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#dc2626;fill:#dc2626"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>DataFrame</td><td>Pink</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#ec4899;fill:#ec4899"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Embeddings</td><td>Emerald</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#10b981;fill:#10b981"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>LanguageModel</td><td>Fuchsia</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#c026d3;fill:#c026d3"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Memory</td><td>Orange</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#f97316;fill:#f97316"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Message</td><td>Indigo</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#4f46e5;fill:#4f46e5"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Text</td><td>Indigo</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#4f46e5;fill:#4f46e5"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Tool</td><td>Cyan</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#06b6d4;fill:#06b6d4"><circle cx="12" cy="12" r="10"></circle></svg></td></tr><tr><td>Unknown</td><td>Gray</td><td><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-circle" aria-label="Circular component port icon" style="color:#9CA3AF;fill:#9CA3AF"><circle cx="12" cy="12" r="10"></circle></svg></td></tr></tbody></table>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="component-code">Component code<a href="#component-code" class="hash-link" aria-label="Direct link to Component code" title="Direct link to Component code">​</a></h2>
-<p>A component inherits from a base <code>Component</code> class that defines its interface and behavior.</p>
-<p>For example, the <a href="https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/components/langchain_utilities/recursive_character.py" target="_blank" rel="noopener noreferrer">Recursive character text splitter</a> is a child of the <a href="https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/base/textsplitters/model.py" target="_blank" rel="noopener noreferrer">LCTextSplitterComponent</a> class.</p>
-<details class="details_lb9f alert alert--info details_b_Ee" data-collapsed="true"><summary>Recursive character text splitter code</summary><div><div class="collapsibleContent_i85q"><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">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>from typing import Any</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>from langchain_text_splitters import RecursiveCharacterTextSplitter, TextSplitter</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>from langflow.base.textsplitters.model import LCTextSplitterComponent</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>from langflow.inputs.inputs import DataInput, IntInput, MessageTextInput</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>from langflow.utils.util import unescape_string</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>class RecursiveCharacterTextSplitterComponent(LCTextSplitterComponent):</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>    display_name: str = &quot;Recursive Character Text Splitter&quot;</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>    description: str = &quot;Split text trying to keep all related text together.&quot;</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>    documentation: str = &quot;https://docs.langflow.org/components-processing&quot;</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>    name = &quot;RecursiveCharacterTextSplitter&quot;</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>    icon = &quot;LangChain&quot;</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>    inputs = [</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        IntInput(</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            name=&quot;chunk_size&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            display_name=&quot;Chunk Size&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            info=&quot;The maximum length of each chunk.&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            value=1000,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        ),</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        IntInput(</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            name=&quot;chunk_overlap&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            display_name=&quot;Chunk Overlap&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            info=&quot;The amount of overlap between chunks.&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            value=200,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        ),</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        DataInput(</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            name=&quot;data_input&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            display_name=&quot;Input&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            info=&quot;The texts to split.&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            input_types=[&quot;Document&quot;, &quot;Data&quot;],</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        ),</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        MessageTextInput(</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            name=&quot;separators&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            display_name=&quot;Separators&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            info=&#x27;The characters to split on.\nIf left empty defaults to [&quot;\\n\\n&quot;, &quot;\\n&quot;, &quot; &quot;, &quot;&quot;].&#x27;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            is_list=True,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        ),</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>    ]</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>    def get_data_input(self) -&gt; Any:</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        return self.data_input</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>    def build_text_splitter(self) -&gt; TextSplitter:</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        if not self.separators:</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            separators: list[str] | None = None</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        else:</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            # check if the separators list has escaped characters</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            # if there are escaped characters, unescape them</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            separators = [unescape_string(x) for x in self.separators]</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        return RecursiveCharacterTextSplitter(</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            separators=separators,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            chunk_size=self.chunk_size,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>            chunk_overlap=self.chunk_overlap,</span></div></div><div><span class="ch-code-line-number">_<!-- -->58</span><div style="display:inline-block;margin-left:16px"><span>        )</span></div></div><br></code></div></div></div></div></details>
-<p>Components include definitions for inputs and outputs, which are represented in the UI with color-coded ports.</p>
-<p><strong>Input Definition:</strong> Each input (like <code>IntInput</code> or <code>DataInput</code>) specifies an input&#x27;s type, name, and display properties, which appear as configurable fields in the component&#x27;s UI panel.</p>
-<p><strong>Methods:</strong> Components have methods or functions that handle their functionality. This component has two methods.
-<code>get_data_input</code> retrieves the text data to be split from the component&#x27;s input. This makes the data available to the class.
-<code>build_text_splitter</code> creates a <code>RecursiveCharacterTextSplitter</code> object by calling its parent class&#x27;s <code>build</code> method. The text is split with the created splitter and passed to the next component.
-When used in a flow, this component:</p>
+<p>All components have underlying code that determines how you configure them and what actions they can perform.
+In the context of creating and running flows, component code does the following:</p>
+<ul>
+<li>Determines what configuration options to show in the Langflow UI.</li>
+<li>Validates inputs based on the component&#x27;s defined input types.</li>
+<li>Processes data using the configured parameters, methods, and functions.</li>
+<li>Passes results to the next component in the flow.</li>
+</ul>
+<p>All components inherit from a base <code>Component</code> class that defines the component&#x27;s interface and behavior.
+For example, the <a href="https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/components/langchain_utilities/recursive_character.py" target="_blank" rel="noopener noreferrer">Recursive character text splitter</a> is a child of the <a href="https://github.com/langflow-ai/langflow/blob/main/src/backend/base/langflow/base/textsplitters/model.py" target="_blank" rel="noopener noreferrer">LCTextSplitterComponent</a> class.</p>
+<p>Each component&#x27;s code includes definitions for inputs and outputs, which are represented in the <strong>Workspace</strong> as <a href="/concepts-components#component-ports">component ports</a>.
+For example, the <code>RecursiveCharacterTextSplitter</code> has four inputs. Each input definition specifies the input type, such as <code>IntInput</code>, as well as the encoded name, display name, description, and other parameters for that specific input.
+These values determine the component settings, such as display names and tooltips in the Langflow UI.</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>    inputs = [</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>        IntInput(</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            name=&quot;chunk_size&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            display_name=&quot;Chunk Size&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            info=&quot;The maximum length of each chunk.&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            value=1000,</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>        IntInput(</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            name=&quot;chunk_overlap&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            display_name=&quot;Chunk Overlap&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            info=&quot;The amount of overlap between chunks.&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            value=200,</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>        DataInput(</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            name=&quot;data_input&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            display_name=&quot;Input&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            info=&quot;The texts to split.&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            input_types=[&quot;Document&quot;, &quot;Data&quot;],</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>        MessageTextInput(</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            name=&quot;separators&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            display_name=&quot;Separators&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            info=&#x27;The characters to split on.\nIf left empty defaults to [&quot;\\n\\n&quot;, &quot;\\n&quot;, &quot; &quot;, &quot;&quot;].&#x27;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->26</span><div style="display:inline-block;margin-left:16px"><span>            is_list=True,</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><br></code></div></div>
+<p>Additionally, components have methods or functions that handle their functionality.
+For example, the <code>RecursiveCharacterTextSplitter</code> has two methods:</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">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>    def get_data_input(self) -&gt; Any:</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>        return self.data_input</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>    def build_text_splitter(self) -&gt; TextSplitter:</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>        if not self.separators:</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>            separators: list[str] | None = None</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>        else:</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>            # check if the separators list has escaped characters</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>            # if there are escaped characters, unescape them</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>            separators = [unescape_string(x) for x in self.separators]</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span></span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>        return RecursiveCharacterTextSplitter(</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>            separators=separators,</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>            chunk_size=self.chunk_size,</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>            chunk_overlap=self.chunk_overlap,</span></div></div><div><span class="ch-code-line-number">_<!-- -->16</span><div style="display:inline-block;margin-left:16px"><span>        )</span></div></div><br></code></div></div>
+<p>The <code>get_data_input</code> method retrieves the text data to be split from the component&#x27;s input, which makes the data available to the class.
+The <code>build_text_splitter</code> method creates a <code>RecursiveCharacterTextSplitter</code> object by calling its parent class&#x27;s <code>build</code> method. Then, the text is split with the created splitter and passed to the next component.</p>
+<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="component-versions">Component versions<a href="#component-versions" class="hash-link" aria-label="Direct link to Component versions" title="Direct link to Component versions">​</a></h2>
+<p>Component versions and states are stored in an internal Langflow database. When you add a component to a flow, you create a detached copy of the component based on the information in the Langflow database.
+These copies are detached from the primary Langflow database, and they don&#x27;t synchronize with any updates that can occur when you upgrade your Langflow version.</p>
+<p>In other words, an individual instance of a component retains the version number and state from the moment you add it to a specific flow. For example, if a component is at version 1.0 when you add it to a flow, it remains at version 1.0 <em>in that flow</em> unless you update it.</p>
+<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="update-component-versions">Update component versions<a href="#update-component-versions" class="hash-link" aria-label="Direct link to Update component versions" title="Direct link to Update component versions">​</a></h3>
+<p>When editing a flow in the <strong>Workspace</strong>, Langflow notifies you if a component&#x27;s workspace version is behind the database version so you can update the component&#x27;s workspace version:</p>
+<ul>
+<li>
+<p><strong>Update ready</strong>: This notification means the component update contains no breaking changes.</p>
+</li>
+<li>
+<p><strong>Update available</strong>: This notification means the component update might contain breaking changes.</p>
+<p>Breaking changes modify component inputs and outputs, causing the components to be disconnected and break the flow. After updating the component, you might need to edit the component settings or reconnect component ports.</p>
+</li>
+</ul>
+<p>There are two ways to update components:</p>
+<ul>
+<li>
+<p>Click <strong>Update</strong> to update a single component. This is recommended for updates without breaking changes.</p>
+</li>
+<li>
+<p>Click <strong>Review</strong> to view all available updates and create a snapshot before updating. This is recommended for updates with breaking changes.</p>
+<p>To save a snapshot of your flow before updating the components, enable <strong>Create backup flow before updating</strong>. Backup flows are stored in the same project folder as the original flow with the suffix <code>(backup)</code>.</p>
+<p>To update specific components, select the components you want to update, and then click <strong>Update Components</strong>.</p>
+</li>
+</ul>
+<p>Components are updated to the latest available version, based on the version of Langflow you are running.</p>
+<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="group-components">Group components<a href="#group-components" class="hash-link" aria-label="Direct link to Group components" title="Direct link to Group components">​</a></h2>
+<p>Multiple components can be grouped into a single component for reuse. This is useful for organizing large flows by combining related components together, such as a RAG <strong>Agent</strong> component and an associated vector database component.</p>
 <ol>
-<li>Displays its configuration options in the UI.</li>
-<li>Validates user inputs based on the input types.</li>
-<li>Processes data using the configured parameters.</li>
-<li>Passes results to the next component.</li>
+<li>Hold <kbd>Shift</kbd>, and then click and drag to highlight all components you want to merge. Components must be completely within the selection area to be merged.</li>
+<li>Release the mouse and keyboard, and then click <strong>Group</strong> to merge the components into a single, group component.</li>
 </ol>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="freeze">Freeze<a href="#freeze" class="hash-link" aria-label="Direct link to Freeze" title="Direct link to Freeze">​</a></h2>
-<p>After a component runs, <strong>Freeze</strong> locks the component&#x27;s previous output state to prevent it from re-running.</p>
-<p>If you&#x27;re expecting consistent output from a component and don&#x27;t need to re-run it, click <strong>Freeze</strong>.</p>
-<p>Enabling <strong>Freeze</strong> freezes all components upstream of the selected component.</p>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="additional-component-options">Additional component options<a href="#additional-component-options" class="hash-link" aria-label="Direct link to Additional component options" title="Direct link to Additional component options">​</a></h2>
-<p>Click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-ellipsis" aria-hidden="true"><circle cx="12" cy="12" r="1"></circle><circle cx="19" cy="12" r="1"></circle><circle cx="5" cy="12" r="1"></circle></svg> <strong>All</strong> to see additional options for a component.</p>
-<p>To modify a component&#x27;s name or description, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-pencil-line" aria-hidden="true"><path d="M12 20h9"></path><path d="M16.376 3.622a1 1 0 0 1 3.002 3.002L7.368 18.635a2 2 0 0 1-.855.506l-2.872.838a.5.5 0 0 1-.62-.62l.838-2.872a2 2 0 0 1 .506-.854z"></path><path d="m15 5 3 3"></path></svg> <strong>Edit name/description</strong>. Component descriptions accept Markdown syntax.</p>
-<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="component-shortcuts">Component shortcuts<a href="#component-shortcuts" class="hash-link" aria-label="Direct link to Component shortcuts" title="Direct link to Component shortcuts">​</a></h3>
-<p>The following keyboard shortcuts are available when a component is selected.</p>
-<table><thead><tr><th>Menu item</th><th>Windows shortcut</th><th>Mac shortcut</th><th>Description</th></tr></thead><tbody><tr><td>Code</td><td><kbd>Space</kbd></td><td><kbd>Space</kbd></td><td>Opens the code editor for the component.</td></tr><tr><td>Advanced Settings</td><td><kbd>Ctrl</kbd> + <kbd>Shift</kbd> + <kbd>A</kbd></td><td><kbd>⌘</kbd> + <kbd>Shift</kbd> + <kbd>A</kbd></td><td>Opens advanced settings for the component.</td></tr><tr><td>Save Changes</td><td><kbd>Ctrl</kbd> + <kbd>S</kbd></td><td><kbd>⌘</kbd> + <kbd>S</kbd></td><td>Saves changes to the current flow.</td></tr><tr><td>Save Component</td><td><kbd>Ctrl</kbd> + <kbd>Alt</kbd> + <kbd>S</kbd></td><td><kbd>⌘</kbd> + <kbd>Alt</kbd> + <kbd>S</kbd></td><td>Saves the current component to Saved components.</td></tr><tr><td>Duplicate</td><td><kbd>Ctrl</kbd> + <kbd>D</kbd></td><td><kbd>⌘</kbd> + <kbd>D</kbd></td><td>Creates a duplicate of the component.</td></tr><tr><td>Copy</td><td><kbd>Ctrl</kbd> + <kbd>C</kbd></td><td><kbd>⌘</kbd> + <kbd>C</kbd></td><td>Copies the selected component.</td></tr><tr><td>Cut</td><td><kbd>Ctrl</kbd> + <kbd>X</kbd></td><td><kbd>⌘</kbd> + <kbd>X</kbd></td><td>Cuts the selected component.</td></tr><tr><td>Paste</td><td><kbd>Ctrl</kbd> + <kbd>V</kbd></td><td><kbd>⌘</kbd> + <kbd>V</kbd></td><td>Pastes the copied/cut component.</td></tr><tr><td>Docs</td><td><kbd>Ctrl</kbd> + <kbd>Shift</kbd> + <kbd>D</kbd></td><td><kbd>⌘</kbd> + <kbd>Shift</kbd> + <kbd>D</kbd></td><td>Opens related documentation.</td></tr><tr><td>Minimize</td><td><kbd>Ctrl</kbd> + <kbd>.</kbd></td><td><kbd>⌘</kbd> + <kbd>.</kbd></td><td>Minimizes the current component.</td></tr><tr><td>Freeze</td><td><kbd>Ctrl</kbd> + <kbd>Shift</kbd> + <kbd>F</kbd></td><td><kbd>⌘</kbd> + <kbd>Shift</kbd> + <kbd>F</kbd></td><td>Freezes component state and upstream components.</td></tr><tr><td>Download</td><td><kbd>Ctrl</kbd> + <kbd>J</kbd></td><td><kbd>⌘</kbd> + <kbd>J</kbd></td><td>Downloads the component as JSON.</td></tr><tr><td>Delete</td><td><kbd>Backspace</kbd></td><td><kbd>Backspace</kbd></td><td>Deletes the component.</td></tr><tr><td>Group</td><td><kbd>Ctrl</kbd> + <kbd>G</kbd></td><td><kbd>⌘</kbd> + <kbd>G</kbd></td><td>Groups selected components.</td></tr><tr><td>Undo</td><td><kbd>Ctrl</kbd> + <kbd>Z</kbd></td><td><kbd>⌘</kbd> + <kbd>Z</kbd></td><td>Undoes the last action.</td></tr><tr><td>Redo</td><td><kbd>Ctrl</kbd> + <kbd>Y</kbd></td><td><kbd>⌘</kbd> + <kbd>Y</kbd></td><td>Redoes the last undone action.</td></tr><tr><td>Redo (alternative)</td><td><kbd>Ctrl</kbd> + <kbd>Shift</kbd> + <kbd>Z</kbd></td><td><kbd>⌘</kbd> + <kbd>Shift</kbd> + <kbd>Z</kbd></td><td>Alternative shortcut for redo.</td></tr><tr><td>Share Component</td><td><kbd>Ctrl</kbd> + <kbd>Shift</kbd> + <kbd>S</kbd></td><td><kbd>⌘</kbd> + <kbd>Shift</kbd> + <kbd>S</kbd></td><td>Shares the component.</td></tr><tr><td>Share Flow</td><td><kbd>Ctrl</kbd> + <kbd>Shift</kbd> + <kbd>B</kbd></td><td><kbd>⌘</kbd> + <kbd>Shift</kbd> + <kbd>B</kbd></td><td>Shares the entire flow.</td></tr><tr><td>Toggle Sidebar</td><td><kbd>Ctrl</kbd> + <kbd>B</kbd></td><td><kbd>⌘</kbd> + <kbd>B</kbd></td><td>Shows/hides the sidebar.</td></tr><tr><td>Search Components</td><td><kbd>/</kbd></td><td><kbd>/</kbd></td><td>Focuses the component search bar.</td></tr><tr><td>Tool Mode</td><td><kbd>Ctrl</kbd> + <kbd>Shift</kbd> + <kbd>M</kbd></td><td><kbd>⌘</kbd> + <kbd>Shift</kbd> + <kbd>M</kbd></td><td>Toggles tool mode.</td></tr><tr><td>Update</td><td><kbd>Ctrl</kbd> + <kbd>U</kbd></td><td><kbd>⌘</kbd> + <kbd>U</kbd></td><td>Updates the component.</td></tr><tr><td>Open Playground</td><td><kbd>Ctrl</kbd> + <kbd>K</kbd></td><td><kbd>⌘</kbd> + <kbd>K</kbd></td><td>Opens the playground.</td></tr><tr><td>Output Inspection</td><td><kbd>O</kbd></td><td><kbd>O</kbd></td><td>Opens output inspection.</td></tr><tr><td>Play</td><td><kbd>P</kbd></td><td><kbd>P</kbd></td><td>Plays/executes the flow.</td></tr><tr><td>API</td><td><kbd>R</kbd></td><td><kbd>R</kbd></td><td>Opens the API view.</td></tr></tbody></table>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="group-components-in-the-workspace">Group components in the workspace<a href="#group-components-in-the-workspace" class="hash-link" aria-label="Direct link to Group components in the workspace" title="Direct link to Group components in the workspace">​</a></h2>
-<p>Multiple components can be grouped into a single component for reuse. This is useful when combining large flows into single components, for example RAG with a vector database, and saving space.</p>
-<ol>
-<li>Hold <kbd>Shift</kbd> and drag to select components.</li>
-</ol>
-<p>The components merge into a single component.</p>
-<ol start="2">
-<li>To modify the name and description of the single grouped component, in the grouped component, click the <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-pencil-line" aria-label="Pencil line"><path d="M12 20h9"></path><path d="M16.376 3.622a1 1 0 0 1 3.002 3.002L7.368 18.635a2 2 0 0 1-.855.506l-2.872.838a.5.5 0 0 1-.62-.62l.838-2.872a2 2 0 0 1 .506-.854z"></path><path d="m15 5 3 3"></path></svg> icon.</li>
-<li>Save your grouped component to the sidebar for later use.</li>
-</ol>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="component-version">Component version<a href="#component-version" class="hash-link" aria-label="Direct link to Component version" title="Direct link to Component version">​</a></h2>
-<p>A component&#x27;s initial state is stored in a database. As soon as you drag a component from the sidebar to the workspace, the two components are no longer in parity.</p>
-<p>A component keeps the version number it is initialized to the workspace with. If a component is at version <code>1.0</code> when it is dragged to the workspace, it will stay at version <code>1.0</code> until you update it.</p>
-<p>Langflow notifies you when a component&#x27;s workspace version is behind the database version and an update is available.</p>
-<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="review-and-update-components">Review and update components<a href="#review-and-update-components" class="hash-link" aria-label="Direct link to Review and update components" title="Direct link to Review and update components">​</a></h3>
-<p>When a component&#x27;s workspace version is behind the database version and an update is available, the component displays a notification.
-If there are potentially breaking changes in the component updates, Langflow notifies you with an additional dialog.</p>
-<p>Breaking changes modify component inputs and outputs, and may break your flows or require you to re-connect component edges.</p>
-<p>An <strong>Update ready</strong> notification on a component indicates the component update contains no breaking changes. To update a single component, click <strong>Update</strong>.</p>
-<p>An <strong>Update available</strong> notification indicates the component update contains potentially breaking changes.</p>
-<ol>
-<li>To review all components with pending updates, in the component or in the dialog, click <strong>Review</strong>.
-The <strong>Update components</strong> pane appears.
-This pane lists components in your flow with breaking changes, and includes an option to save a flow snapshot before updating.</li>
-<li>To save your flow before updating individual components, enable the <strong>Create backup flow before updating</strong> option.</li>
-<li>To update individual components, select them in the list, and then click <strong>Update Component</strong>.
-Your components are updated to the current version.
-If you created a backup flow, it&#x27;s available in the same project folder as the original flow, with <code>(backup)</code> added to its name.</li>
-</ol>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="components-sidebar">Components sidebar<a href="#components-sidebar" class="hash-link" aria-label="Direct link to Components sidebar" title="Direct link to Components sidebar">​</a></h2>
-<p>Components are listed in the sidebar by component type.</p>
-<p><strong>Bundles</strong> are components grouped by provider. For example, Langchain modules like <strong>RunnableExecutor</strong> and <strong>CharacterTextSplitter</strong> are grouped under the <strong>Langchain</strong> bundle.</p>
-<p><strong>Beta</strong> components are still being tested and are not suitable for production workloads.</p>
-<p><strong>Legacy</strong> components are available for use but are no longer supported. By default, legacy components are hidden in the sidebar.</p>
-<p>The sidebar includes a component <strong>Search</strong> bar with options for showing or hiding <strong>Beta</strong> and <strong>Legacy</strong> components.
-To change the sidebar&#x27;s behavior, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-sliders-horizontal" aria-hidden="true"><line x1="21" x2="14" y1="4" y2="4"></line><line x1="10" x2="3" y1="4" y2="4"></line><line x1="21" x2="12" y1="12" y2="12"></line><line x1="8" x2="3" y1="12" y2="12"></line><line x1="21" x2="16" y1="20" y2="20"></line><line x1="12" x2="3" y1="20" y2="20"></line><line x1="14" x2="14" y1="2" y2="6"></line><line x1="8" x2="8" y1="10" y2="14"></line><line x1="16" x2="16" y1="18" y2="22"></line></svg> <strong>Component settings</strong>, and then show or hide <strong>Legacy</strong> or <strong>Beta</strong> components.</p></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/concepts-playground"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Playground</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/concepts-flows"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Flows</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="#component-menu" class="table-of-contents__link toc-highlight">Component menu</a></li><li><a href="#component-logs" class="table-of-contents__link toc-highlight">Component logs</a></li><li><a href="#run-one-component" class="table-of-contents__link toc-highlight">Run one component</a></li><li><a href="#component-ports" class="table-of-contents__link toc-highlight">Component ports</a><ul><li><a href="#component-port-data-type-colors" class="table-of-contents__link toc-highlight">Component port data type colors</a></li></ul></li><li><a href="#component-code" class="table-of-contents__link toc-highlight">Component code</a></li><li><a href="#freeze" class="table-of-contents__link toc-highlight">Freeze</a></li><li><a href="#additional-component-options" class="table-of-contents__link toc-highlight">Additional component options</a><ul><li><a href="#component-shortcuts" class="table-of-contents__link toc-highlight">Component shortcuts</a></li></ul></li><li><a href="#group-components-in-the-workspace" class="table-of-contents__link toc-highlight">Group components in the workspace</a></li><li><a href="#component-version" class="table-of-contents__link toc-highlight">Component version</a><ul><li><a href="#review-and-update-components" class="table-of-contents__link toc-highlight">Review and update components</a></li></ul></li><li><a href="#components-sidebar" class="table-of-contents__link toc-highlight">Components sidebar</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">
+<p>Grouped components are configured and managed as a single component, including the component name, code, and settings.</p>
+<p>To ungroup the components, click the component in the <strong>Workspace</strong> to expose the component&#x27;s header menu, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-ellipsis" aria-hidden="true"><circle cx="12" cy="12" r="1"></circle><circle cx="19" cy="12" r="1"></circle><circle cx="5" cy="12" r="1"></circle></svg> <strong>Show More</strong>, and then select <strong>Ungroup</strong>.</p>
+<p>If you want to reuse this grouping in other flows, click the component in the <strong>Workspace</strong> to expose the component&#x27;s header menu, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-ellipsis" aria-hidden="true"><circle cx="12" cy="12" r="1"></circle><circle cx="19" cy="12" r="1"></circle><circle cx="5" cy="12" r="1"></circle></svg> <strong>Show More</strong>, and then select <strong>Save</strong> to save the component to the <strong>Components</strong> menu.</p></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/concepts-voice-mode"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Voice mode</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/components-agents"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Agents</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="#component-menus" class="table-of-contents__link toc-highlight">Add a component to a flow</a><ul><li><a href="#configure-a-component" class="table-of-contents__link toc-highlight">Configure a component</a></li><li><a href="#rename-a-component" class="table-of-contents__link toc-highlight">Rename a component</a></li><li><a href="#run-a-component" class="table-of-contents__link toc-highlight">Run a component</a></li><li><a href="#inspect-component-output-and-logs" class="table-of-contents__link toc-highlight">Inspect component output and logs</a></li><li><a href="#freeze-a-component" class="table-of-contents__link toc-highlight">Freeze a component</a></li></ul></li><li><a href="#component-ports" class="table-of-contents__link toc-highlight">Component ports</a><ul><li><a href="#port-colors" class="table-of-contents__link toc-highlight">Port colors</a></li></ul></li><li><a href="#component-code" class="table-of-contents__link toc-highlight">Component code</a></li><li><a href="#component-versions" class="table-of-contents__link toc-highlight">Component versions</a><ul><li><a href="#update-component-versions" class="table-of-contents__link toc-highlight">Update component versions</a></li></ul></li><li><a href="#group-components" class="table-of-contents__link toc-highlight">Group components</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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diff --git a/concepts-file-management.html b/concepts-file-management.html
index 68c19fa472..7067083290 100644
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diff --git a/concepts-flows.html b/concepts-flows.html
index 74989a923a..952a1bb957 100644
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@@ -72,7 +72,7 @@ The <code>OpenAIModel</code> component accepts the <code>Message</code> type at
 <p><strong>Notes</strong> are like comments to help you understand the flow within the workspace.
 They may contain links, code snippets, and other information.
 Notes are written in Markdown and stored as <code>node</code> objects.</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>{</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>  &quot;id&quot;: &quot;undefined-kVLkG&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>  &quot;node&quot;: {</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>    &quot;description&quot;: &quot;## 📖 README\nPerform basic prompting with an OpenAI model.\n\n#### Quick Start\n- Add your **OpenAI API key** to the **OpenAI Model**\n- Open the **Playground** to chat with your bot.\n...&quot;</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>}</span></div></div><br></code></div></div></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/concepts-components"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Components</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/concepts-objects"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Langflow objects</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="#import-flow" class="table-of-contents__link toc-highlight">Import Flow</a></li><li><a href="#export-flow" class="table-of-contents__link toc-highlight">Export Flow</a></li><li><a href="#langflow-json-file-contents" class="table-of-contents__link toc-highlight">Langflow JSON file contents</a><ul><li><a href="#nodes" class="table-of-contents__link toc-highlight">Nodes</a></li><li><a href="#edges" class="table-of-contents__link toc-highlight">Edges</a></li><li><a href="#additional-metadata-and-project-information" class="table-of-contents__link toc-highlight">Additional metadata and project information</a></li></ul></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">
+<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>{</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>  &quot;id&quot;: &quot;undefined-kVLkG&quot;,</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>  &quot;node&quot;: {</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>    &quot;description&quot;: &quot;## 📖 README\nPerform basic prompting with an OpenAI model.\n\n#### Quick Start\n- Add your **OpenAI API key** to the **OpenAI Model**\n- Open the **Playground** to chat with your bot.\n...&quot;</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>}</span></div></div><br></code></div></div></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/concepts-playground"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Playground</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/concepts-objects"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Langflow objects</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="#import-flow" class="table-of-contents__link toc-highlight">Import Flow</a></li><li><a href="#export-flow" class="table-of-contents__link toc-highlight">Export Flow</a></li><li><a href="#langflow-json-file-contents" class="table-of-contents__link toc-highlight">Langflow JSON file contents</a><ul><li><a href="#nodes" class="table-of-contents__link toc-highlight">Nodes</a></li><li><a href="#edges" class="table-of-contents__link toc-highlight">Edges</a></li><li><a href="#additional-metadata-and-project-information" class="table-of-contents__link toc-highlight">Additional metadata and project information</a></li></ul></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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diff --git a/concepts-objects.html b/concepts-objects.html
index d1618c07db..d334ae2979 100644
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aria-expanded="false" href="/api-reference-api-examples">API reference</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="false" href="/integrations-apify">Integrations</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="false" href="/contributing-community">Contribute</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a href="https://github.com/langflow-ai/langflow/releases/latest" target="_blank" rel="noopener noreferrer" class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="false">Changelog</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="false" href="/troubleshoot">Support</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 sidebar-ad">
         <a href="https://astra.datastax.com/signup?type=langflow" target="_blank" class="menu__link">
           <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-cloud"><path d="M17.5 19H9a7 7 0 1 1 6.71-9h1.79a4.5 4.5 0 1 1 0 9Z"/></svg>
           <div class="sidebar-ad-text-container">
@@ -38,8 +38,8 @@
         </a>
       </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">Concepts</span></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">Langflow overview</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>Langflow overview</h1></header><p>This page explores the fundamental building blocks of Langflow, beginning with the question, <strong>&quot;What is a flow?&quot;</strong></p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="what-is-a-flow">What is a flow?<a href="#what-is-a-flow" class="hash-link" aria-label="Direct link to What is a flow?" title="Direct link to What is a flow?">​</a></h2>
-<p>A <strong>flow</strong> is an application. It receives input, processes it, and produces output.</p>
-<p>Flows are created in the <strong>workspace</strong> with components dragged from the components sidebar.</p>
+<p>A <em>flow</em> is a functional representation of an application. It receives input, processes it, and produces output.</p>
+<p>Flows consist of <a href="/concepts-components">components</a> that you configure and connect in the <strong>Workspace</strong>.</p>
 <p><img decoding="async" loading="lazy" alt="Basic prompting flow within in the workspace" src="/assets/images/workspace-basic-prompting-75b4cf0952a9f123f0360756d72a4826.png" width="4000" height="2200" class="img_ev3q"></p>
 <p>A flow can be as simple as the <a href="/get-started-quickstart">basic prompting flow</a>, which creates an OpenAI chatbot with four components.</p>
 <ul>
@@ -57,7 +57,7 @@
 <p>The flow storage location can be customized with the <a href="/environment-variables#LANGFLOW_CONFIG_DIR">LANGFLOW_CONFIG_DIR</a> environment variable.</p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="find-your-way-around">Find your way around<a href="#find-your-way-around" class="hash-link" aria-label="Direct link to Find your way around" title="Direct link to Find your way around">​</a></h2>
 <p>If you&#x27;re new to Langflow, it&#x27;s OK to feel a bit lost at first. We’ll take you on a tour, so you can orient yourself and start creating applications quickly.</p>
-<p>Langflow has four distinct regions: the <a href="#workspace">workspace</a> is the main area where you build your flows. The components sidebar is on the left, and lists the available <a href="#components">components</a>. The <a href="#playground">playground</a> and <a href="#publish-pane">publish pane</a> are available in the upper right corner.</p>
+<p>Langflow has four distinct regions: the <a href="#workspace">workspace</a> is the main area where you build your flows. The <strong>Components</strong> menu is on the left, and lists the available <a href="#components">components</a>. The <a href="#playground">playground</a> and <a href="#publish-pane">publish pane</a> are available in the upper right corner.</p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="workspace">Workspace<a href="#workspace" class="hash-link" aria-label="Direct link to Workspace" title="Direct link to Workspace">​</a></h2>
 <p>The <strong>workspace</strong> is where you create AI applications by connecting and running components in flows.</p>
 <ul>
@@ -69,10 +69,8 @@
 </ul>
 <p><img decoding="async" loading="lazy" alt="Empty langflow workspace" src="/assets/images/workspace-d3eac7ad24147e7f962cf00391eaa66a.png" width="4000" height="2184" class="img_ev3q"></p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="components">Components<a href="#components" class="hash-link" aria-label="Direct link to Components" title="Direct link to Components">​</a></h2>
-<p>A <strong>component</strong> is a single building block within a flow and consists of inputs, outputs, and parameters that define its functionality.</p>
-<p>To add a component to your flow, drag it from the sidebar onto the workspace.</p>
-<p>To connect components, drag a line from the output handle (⚪) of one component to the input handle of another.</p>
-<p>For more information, see <a href="/concepts-components">Components overview</a>.</p>
+<p>Components are the building blocks of your flows.
+For more information, see <a href="/concepts-components">Components overview</a>.</p>
 <img src="/img/prompt-component.png" alt="Prompt component" style="display:block;margin:auto;width:300px">
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="playground">Playground<a href="#playground" class="hash-link" aria-label="Direct link to Playground" title="Direct link to Playground">​</a></h2>
 <p>The <strong>Playground</strong> executes the current flow in the workspace.</p>
@@ -125,7 +123,7 @@ You can select multiple flows in a single action.</p>
 <li><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-refresh-ccw" aria-hidden="true"><path d="M21 12a9 9 0 0 0-9-9 9.75 9.75 0 0 0-6.74 2.74L3 8"></path><path d="M3 3v5h5"></path><path d="M3 12a9 9 0 0 0 9 9 9.75 9.75 0 0 0 6.74-2.74L21 16"></path><path d="M16 16h5v5"></path></svg> <strong>Refresh All</strong>: Refresh all components and delete cache.</li>
 </ul>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="settings">Settings<a href="#settings" class="hash-link" aria-label="Direct link to Settings" title="Direct link to Settings">​</a></h2>
-<p>Click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-settings" aria-hidden="true"><path d="M12.22 2h-.44a2 2 0 0 0-2 2v.18a2 2 0 0 1-1 1.73l-.43.25a2 2 0 0 1-2 0l-.15-.08a2 2 0 0 0-2.73.73l-.22.38a2 2 0 0 0 .73 2.73l.15.1a2 2 0 0 1 1 1.72v.51a2 2 0 0 1-1 1.74l-.15.09a2 2 0 0 0-.73 2.73l.22.38a2 2 0 0 0 2.73.73l.15-.08a2 2 0 0 1 2 0l.43.25a2 2 0 0 1 1 1.73V20a2 2 0 0 0 2 2h.44a2 2 0 0 0 2-2v-.18a2 2 0 0 1 1-1.73l.43-.25a2 2 0 0 1 2 0l.15.08a2 2 0 0 0 2.73-.73l.22-.39a2 2 0 0 0-.73-2.73l-.15-.08a2 2 0 0 1-1-1.74v-.5a2 2 0 0 1 1-1.74l.15-.09a2 2 0 0 0 .73-2.73l-.22-.38a2 2 0 0 0-2.73-.73l-.15.08a2 2 0 0 1-2 0l-.43-.25a2 2 0 0 1-1-1.73V4a2 2 0 0 0-2-2z"></path><circle cx="12" cy="12" r="3"></circle></svg> <strong>Settings</strong> to access <strong>Global variables</strong>, <strong>Langflow API keys</strong>, <strong>Shortcuts</strong>, and <strong>Messages</strong>.</p></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/travel-planning-agent"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Travel planning agent</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/concepts-playground"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Playground</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="#what-is-a-flow" class="table-of-contents__link toc-highlight">What is a flow?</a></li><li><a href="#find-your-way-around" class="table-of-contents__link toc-highlight">Find your way around</a></li><li><a href="#workspace" class="table-of-contents__link toc-highlight">Workspace</a></li><li><a href="#components" class="table-of-contents__link toc-highlight">Components</a></li><li><a href="#playground" class="table-of-contents__link toc-highlight">Playground</a></li><li><a href="#publish-pane" class="table-of-contents__link toc-highlight">Publish pane</a></li><li><a href="#view-logs" class="table-of-contents__link toc-highlight">View logs</a></li><li><a href="#projects" class="table-of-contents__link toc-highlight">Projects</a></li><li><a href="#file-management" class="table-of-contents__link toc-highlight">File management</a></li><li><a href="#options-menu" class="table-of-contents__link toc-highlight">Options menu</a></li><li><a href="#settings" class="table-of-contents__link toc-highlight">Settings</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">
+<p>In the Langflow header, click your profile icon, and then select <strong>Settings</strong> to access general Langflow settings, including global variables, Langflow API keys, keyboard shortcuts, and log messages.</p></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/travel-planning-agent"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Travel planning agent</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/concepts-playground"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Playground</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="#what-is-a-flow" class="table-of-contents__link toc-highlight">What is a flow?</a></li><li><a href="#find-your-way-around" class="table-of-contents__link toc-highlight">Find your way around</a></li><li><a href="#workspace" class="table-of-contents__link toc-highlight">Workspace</a></li><li><a href="#components" class="table-of-contents__link toc-highlight">Components</a></li><li><a href="#playground" class="table-of-contents__link toc-highlight">Playground</a></li><li><a href="#publish-pane" class="table-of-contents__link toc-highlight">Publish pane</a></li><li><a href="#view-logs" class="table-of-contents__link toc-highlight">View logs</a></li><li><a href="#projects" class="table-of-contents__link toc-highlight">Projects</a></li><li><a href="#file-management" class="table-of-contents__link toc-highlight">File management</a></li><li><a href="#options-menu" class="table-of-contents__link toc-highlight">Options menu</a></li><li><a href="#settings" class="table-of-contents__link toc-highlight">Settings</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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diff --git a/concepts-playground.html b/concepts-playground.html
index 3605f529e2..048ba1e8c4 100644
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@@ -82,7 +82,7 @@ By default, if the <code>session_id</code> value is empty, it is set to the same
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="see-also">See also<a href="#see-also" class="hash-link" aria-label="Direct link to See also" title="Direct link to See also">​</a></h2>
 <ul>
 <li><a href="/session-id">Session ID</a></li>
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diff --git a/concepts-publish.html b/concepts-publish.html
index 7285e0e9b2..15d503e031 100644
--- a/concepts-publish.html
+++ b/concepts-publish.html
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diff --git a/concepts-voice-mode.html b/concepts-voice-mode.html
index 453fa9614d..ce496c052a 100644
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class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="false">Changelog</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="false" href="/troubleshoot">Support</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 sidebar-ad">
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@@ -97,7 +97,7 @@ This is the mode used in the Langflow playground.</p>
 <ul>
 <li><code>flow_id</code>: Required path parameter. The ID of the flow to be used as a tool.</li>
 <li><code>session_id</code>: Optional path parameter. A unique identifier for the conversation session. If not provided, one is automatically generated.</li>
-</ul></div></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/concepts-file-management"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Manage files</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/components-agents"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Agents</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="#prerequisite" class="table-of-contents__link toc-highlight">Prerequisite</a></li><li><a href="#use-voice-mode-in-the-langflow-playground" class="table-of-contents__link toc-highlight">Use voice mode in the Langflow Playground</a></li><li><a href="#langflow-voice-mode-endpoints" class="table-of-contents__link toc-highlight">Langflow voice mode endpoints</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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diff --git a/configuration-api-keys.html b/configuration-api-keys.html
index 5f7ada695b..01efaab05d 100644
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diff --git a/configuration-authentication.html b/configuration-authentication.html
index 17e3909310..8282b43ebe 100644
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diff --git a/configuration-custom-database.html b/configuration-custom-database.html
index 7c64bd1acf..d4d1d1b264 100644
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diff --git a/configuration-global-variables.html b/configuration-global-variables.html
index ff08f44354..9ad581badd 100644
--- a/configuration-global-variables.html
+++ b/configuration-global-variables.html
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index 783e73d8c5..d67867dcef 100644
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diff --git a/contributing-community.html b/contributing-community.html
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diff --git a/contributing-components.html b/contributing-components.html
index a15ed519e1..1b961ca49c 100644
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diff --git a/contributing-github-issues.html b/contributing-github-issues.html
index 4fc85c36a2..125159308c 100644
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diff --git a/contributing-how-to-contribute.html b/contributing-how-to-contribute.html
index 36f2e4d0a7..ce7c08835e 100644
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diff --git a/contributing-telemetry.html b/contributing-telemetry.html
index 64b76db0ac..0a79da9627 100644
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diff --git a/contributing-templates.html b/contributing-templates.html
index 62f53bd4c5..b0828701de 100644
--- a/contributing-templates.html
+++ b/contributing-templates.html
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diff --git a/deployment-caddyfile.html b/deployment-caddyfile.html
index 9d031812a0..ba04d828c4 100644
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diff --git a/deployment-kubernetes-dev.html b/deployment-kubernetes-dev.html
index cb72871d2a..6c6a41b8cc 100644
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diff --git a/deployment-render.html b/deployment-render.html
index 4ab70498f0..17c76bc02b 100644
--- a/deployment-render.html
+++ b/deployment-render.html
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diff --git a/embedded-chat-widget.html b/embedded-chat-widget.html
index e325adf172..32453e18a9 100644
--- a/embedded-chat-widget.html
+++ b/embedded-chat-widget.html
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diff --git a/environment-variables.html b/environment-variables.html
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diff --git a/financial-report-parser.html b/financial-report-parser.html
index 9287f0aee1..829fee61f1 100644
--- a/financial-report-parser.html
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diff --git a/get-started-quickstart.html b/get-started-quickstart.html
index fcc625e94d..6277d91090 100644
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diff --git a/index.html b/index.html
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diff --git a/install-custom-dependencies.html b/install-custom-dependencies.html
index d5397b5d59..53114409ea 100644
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         <a href="https://astra.datastax.com/signup?type=langflow" target="_blank" class="menu__link">
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@@ -65,7 +65,7 @@ Now that you have a service account and a JSON private key, you need to configur
 <p>With your service account configured and your credentials JSON file created, follow these steps to authenticate the Langflow application.</p>
 <ol>
 <li>Create a new project in Langflow.</li>
-<li>From the components sidebar, drag and drop the BigQuery component to your workspace.</li>
+<li>From the <strong>Components</strong> menu, drag and drop the BigQuery component to your workspace.</li>
 <li>In the BigQuery component&#x27;s <strong>Upload Service Account JSON</strong> field, click <strong>Select file</strong>.</li>
 <li>In the <strong>My Files</strong> pane, select <strong>Click or drag files here</strong>.
 Your file browser opens.</li>
diff --git a/integrations-langfuse.html b/integrations-langfuse.html
index a49f719ef2..e76a1afded 100644
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diff --git a/integrations-setup-google-cloud-vertex-ai-langflow.html b/integrations-setup-google-cloud-vertex-ai-langflow.html
index 5832411707..8e44824cac 100644
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         <a href="https://astra.datastax.com/signup?type=langflow" target="_blank" class="menu__link">
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@@ -57,7 +57,7 @@ Now that you have a service account and a JSON private key, you need to configur
 <p>With your service account configured and your credentials JSON file created, follow these steps to authenticate the Langflow application.</p>
 <ol>
 <li>Create a new project in Langflow.</li>
-<li>From the components sidebar, drag and drop either the <strong>Vertex AI</strong> or <strong>Vertex AI Embeddings</strong> component to your workspace.</li>
+<li>From the <strong>Components</strong> menu, drag and drop either the <strong>Vertex AI</strong> or <strong>Vertex AI Embeddings</strong> component to your workspace.</li>
 <li>In the Vertex AI component&#x27;s <strong>Credentials</strong> field, add the service account JSON file.</li>
 <li>Confirm the component can access the Vertex AI resources.
 Connect a <strong>Chat input</strong> and <strong>Chat output</strong> component to the Vertex AI component.
diff --git a/integrations-setup-google-oauth-langflow.html b/integrations-setup-google-oauth-langflow.html
index f3e81522b5..20da129f90 100644
--- a/integrations-setup-google-oauth-langflow.html
+++ b/integrations-setup-google-oauth-langflow.html
@@ -21,14 +21,14 @@
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap">
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index 51fc40759e..2262007e5b 100644
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diff --git a/integrations/notion/setup.html b/integrations/notion/setup.html
index 83ca7590da..581aa3a575 100644
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diff --git a/logging.html b/logging.html
index 2f8760cb5f..3e9827456e 100644
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@@ -58,7 +58,7 @@ To use <code>npx</code> server commands, you must first install an LTS release o
 For an example of an <code>npx</code> MCP server in Langflow, see <a href="/mcp-component-astra">Connect an Astra DB MCP server to Langflow</a>.</p>
 </li>
 <li>
-<p>To use environment variables in your server command, enter each variable in the <strong>Env</strong> fields as you would define them in a script, such as <code>VARIABLE=value</code>. If the <strong>Env</strong> field isn&#x27;t shown, enable it in the component&#x27;s <strong>Controls</strong> in the <a href="/concepts-components#component-menu">component menu</a>.</p>
+<p>To use environment variables in your server command, enter each variable in the <strong>Env</strong> fields as you would define them in a script, such as <code>VARIABLE=value</code>. If the <strong>Env</strong> field isn&#x27;t shown, enable it in the component&#x27;s <strong>Controls</strong> in the <a href="/concepts-components#component-menus">component&#x27;s header menu</a>.</p>
 <div class="theme-admonition theme-admonition-important admonition_xJq3 alert alert--info"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M7 2.3c3.14 0 5.7 2.56 5.7 5.7s-2.56 5.7-5.7 5.7A5.71 5.71 0 0 1 1.3 8c0-3.14 2.56-5.7 5.7-5.7zM7 1C3.14 1 0 4.14 0 8s3.14 7 7 7 7-3.14 7-7-3.14-7-7-7zm1 3H6v5h2V4zm0 6H6v2h2v-2z"></path></svg></span>important</div><div class="admonitionContent_BuS1"><p>Langflow passes environment variables from the <code>.env</code> file to MCP, but it doesn&#x27;t pass  global variables declared in the Langflow UI.
 To define an MCP server environment variable as a global variable, add it to Langflow&#x27;s <code>.env</code> file at startup.
 For more information, see <a href="/configuration-global-variables">global variables</a>.</p></div></div>
@@ -69,7 +69,7 @@ For more information, see <a href="/configuration-global-variables">global varia
 <p>At this point, the <strong>MCP connection</strong> component is serving a tool, but nothing is using the tool. The next steps explain how to make the tool available to an <a href="/components-agents"><strong>Agent</strong> component</a> so that the agent can use the tool in its responses.</p>
 </li>
 <li>
-<p>In the <a href="/concepts-components#component-menu">component menu</a>, enable <strong>Tool mode</strong> so you can use the component with an agent.</p>
+<p>In the <a href="/concepts-components#component-menus">component&#x27;s header menu</a>, enable <strong>Tool Mode</strong> so you can use the component with an agent.</p>
 </li>
 <li>
 <p>Connect the <strong>MCP connection</strong> component&#x27;s <strong>Toolset</strong> port to an <strong>Agent</strong> component&#x27;s <strong>Tools</strong> port.</p>
@@ -95,7 +95,7 @@ A default address appears in the <strong>MCP SSE URL</strong> field.</li>
 <li>Click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-refresh-cw" aria-label="Refresh"><path d="M3 12a9 9 0 0 1 9-9 9.75 9.75 0 0 1 6.74 2.74L21 8"></path><path d="M21 3v5h-5"></path><path d="M21 12a9 9 0 0 1-9 9 9.75 9.75 0 0 1-6.74-2.74L3 16"></path><path d="M8 16H3v5"></path></svg> to test the endpoint and refresh the <strong>Tools</strong> list.
 In SSE mode, all flows available from the targeted server are treated as tools.</li>
 <li>In the <strong>Tool</strong> field, select a flow that you want this component to use, or leave the field blank to allow access to all flows available from the targeted Langflow server.</li>
-<li>In the <a href="/concepts-components#component-menu">component menu</a>, enable <strong>Tool mode</strong> so you can use the component with an agent.</li>
+<li>In the <a href="/concepts-components#component-menus">component&#x27;s header menu</a>, enable <strong>Tool Mode</strong> so you can use the component with an agent.</li>
 <li>Connect the <strong>MCP connection</strong> component&#x27;s <strong>Toolset</strong> port to an <strong>Agent</strong> component&#x27;s <strong>Tools</strong> port. If not already present in your flow, make sure you also attach <strong>Chat input</strong> and <strong>Chat output</strong> components to the <strong>Agent</strong> component.
 <img decoding="async" loading="lazy" alt="MCP component with SSE mode enabled" src="/assets/images/component-mcp-sse-mode-a9f0716d810589ea26be2805bc4ec9dd.png" width="4000" height="2348" class="img_ev3q"></li>
 <li>Test your flow to make sure the agent uses your flows to respond to queries: Click <strong>Playground</strong>, and then enter a prompt that uses a flow that you connected through the <strong>MCP connection</strong> component.</li>
diff --git a/mcp-component-astra.html b/mcp-component-astra.html
index bed1788898..089b66c96c 100644
--- a/mcp-component-astra.html
+++ b/mcp-component-astra.html
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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diff --git a/memory.html b/memory.html
index fcc827407f..be3762cf6a 100644
--- a/memory.html
+++ b/memory.html
@@ -21,14 +21,14 @@
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diff --git a/search.html b/search.html
index 5f7460fe2d..6f63aece76 100644
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+++ b/search.html
@@ -21,7 +21,7 @@
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index 2e0f874fd5..bcc415507d 100644
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diff --git a/sitemap.xml b/sitemap.xml
index bdf98bd6cf..addfba5ace 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -1 +1 @@
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         <a href="https://astra.datastax.com/signup?type=langflow" target="_blank" class="menu__link">
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@@ -40,10 +40,10 @@
 <p>This page provides troubleshooting advice for issues you might encounter when using Langflow or contributing to Langflow.</p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="missing-components">Missing components<a href="#missing-components" class="hash-link" aria-label="Direct link to Missing components" title="Direct link to Missing components">​</a></h2>
 <p>As Langflow development continues, components are often recategorized or deprecated for better alignment or to prepare for new components.</p>
-<p>If a component appears to be missing from the expected location on the component sidebar, try the following:</p>
+<p>If a component appears to be missing from the expected location on the <strong>Components</strong> menu, try the following:</p>
 <ul>
 <li>Search for the component or check other component categories, including <a href="/components-bundle-components">Bundles</a>.</li>
-<li><a href="/concepts-components#components-sidebar">Expose legacy components</a>, which are hidden by default.</li>
+<li><a href="/concepts-components#component-menus">Expose legacy components</a>, which are hidden by default.</li>
 <li>Check the <a href="https://github.com/langflow-ai/langflow/releases/latest" target="_blank" rel="noopener noreferrer">Changelog</a> for component changes in recent releases.</li>
 <li>Make sure the component isn&#x27;t already present in your flow if it is a single-use component.</li>
 </ul>
@@ -117,7 +117,7 @@ If you want to retain your settings files, create a backup of those files before
 <li><a href="/mcp-server#test-and-debug-flows">Use MCP Inspector to test and debug flows</a></li>
 <li><a href="/mcp-server#troubleshooting-mcp-server">Troubleshooting MCP server</a></li>
 </ul>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="custom-components-and-integrations-issues">Custom components and integrations issues<a href="#custom-components-and-integrations-issues" class="hash-link" aria-label="Direct link to Custom components and integrations issues" title="Direct link to Custom components and integrations issues"> ​</a></h2>
+<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="custom-components-and-integrations-issues">Custom components and integrations issues<a href="#custom-components-and-integrations-issues" class="hash-link" aria-label="Direct link to Custom components and integrations issues" title="Direct link to Custom components and integrations issues">​</a></h2>
 <p>For troubleshooting advice for a third-party integration, see the information about that integration in the Langflow documentation and the provider&#x27;s documentation.</p>
 <p>If you are building a custom component, see <a href="/components-custom-components#error-handling-and-logging">Error handling and logging for custom Python components</a>.</p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="see-also">See also<a href="#see-also" class="hash-link" aria-label="Direct link to See also" title="Direct link to See also">​</a></h2>
diff --git a/typescript-client.html b/typescript-client.html
index fccdc43eb0..2ae48888b6 100644
--- a/typescript-client.html
+++ b/typescript-client.html
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-<script src="/assets/js/runtime~main.a7c73edf.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.5caffb1d.js" defer="defer"></script>
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diff --git a/webhook.html b/webhook.html
index 48f16dec71..bed15cbd55 100644
--- a/webhook.html
+++ b/webhook.html
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