diff --git a/404.html b/404.html
index 1f9aa1e4d1..fb90f30111 100644
--- a/404.html
+++ b/404.html
@@ -22,8 +22,8 @@
 
 
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap"><link rel="stylesheet" href="/assets/css/styles.b2eb940a.css">
-<script src="/assets/js/runtime~main.c6019068.js" defer="defer"></script>
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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diff --git a/agents-overview.html b/agents-overview.html
index cf7969f1ff..bb2b68a69d 100644
--- a/agents-overview.html
+++ b/agents-overview.html
@@ -22,8 +22,8 @@
 
 
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap"><link rel="stylesheet" href="/assets/css/styles.b2eb940a.css">
-<script src="/assets/js/runtime~main.c6019068.js" defer="defer"></script>
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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@@ -31,7 +31,7 @@
 
 
 
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diff --git a/agents-tool-calling-agent-component.html b/agents-tool-calling-agent-component.html
index 06f775c154..66cf95daab 100644
--- a/agents-tool-calling-agent-component.html
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@@ -81,7 +81,7 @@ Point <strong>API Request</strong> to an online rules document, tell your agent
 <li>You need to learn a new software language quickly.
 Point <strong>API Request</strong> to some docs, tell your agent <code>You are a knowledgeable software developer who uses the tools at your disposal</code>, and start learning.</li>
 </ul>
-<p>See what problems you can solve with this flow. As your problem becomes more specialized, add a tool. For example, the <a href="/tutorials-math-agent">math agent tutorial project</a> adds a Python REPL component to solve math problems that are too challenging for the calculator.</p>
+<p>See what problems you can solve with this flow. As your problem becomes more specialized, add a tool. For example, the <a href="/math-agent">math agent project</a> adds a Python REPL component to solve math problems that are too challenging for the calculator.</p>
 <h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="edit-a-tools-metadata">Edit a tool&#x27;s metadata<a href="#edit-a-tools-metadata" class="hash-link" aria-label="Direct link to Edit a tool&#x27;s metadata" title="Direct link to Edit a tool&#x27;s metadata">​</a></h3>
 <p>To edit a tool&#x27;s metadata, click the <strong>Edit Tools</strong> button in the tool to modify its <code>name</code> or <code>description</code> metadata. These fields help connected agents understand how to use the tool, without having to modify the agent&#x27;s prompt instructions.</p>
 <p>For example, the <a href="/components-data#url">URL</a> component has three tools available when <strong>Tool Mode</strong> is enabled.</p>
diff --git a/api-reference-api-examples.html b/api-reference-api-examples.html
index 7d56821054..7a656f6c34 100644
--- a/api-reference-api-examples.html
+++ b/api-reference-api-examples.html
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index 2b0e7537e4..1274ab1484 100644
--- a/api/check-if-store-has-api-key.html
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index 428e6ff822..745975e5c0 100644
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diff --git a/api/create-api-key-route.html b/api/create-api-key-route.html
index 7514936d00..a716f753be 100644
--- a/api/create-api-key-route.html
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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index 71406ff854..d39a51ea9e 100644
--- a/api/create-flow.html
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diff --git a/api/create-flows.html b/api/create-flows.html
index 5e612fb8a6..efd56cb540 100644
--- a/api/create-flows.html
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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diff --git a/api/create-folder.html b/api/create-folder.html
index 467a5438bf..9fe5e6662b 100644
--- a/api/create-folder.html
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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diff --git a/api/create-upload-file.html b/api/create-upload-file.html
index 3e195e462d..ce43fbae40 100644
--- a/api/create-upload-file.html
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diff --git a/api/create-variable.html b/api/create-variable.html
index 56187fe66c..c1037b7f81 100644
--- a/api/create-variable.html
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diff --git a/api/custom-component-update.html b/api/custom-component-update.html
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--- a/api/custom-component-update.html
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 <body class="navigation-with-keyboard">
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diff --git a/api/custom-component.html b/api/custom-component.html
index 2912860bd8..2ac6ba151d 100644
--- a/api/custom-component.html
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/delete-all-files.html b/api/delete-all-files.html
index cff8b3b271..d8f9d62851 100644
--- a/api/delete-all-files.html
+++ b/api/delete-all-files.html
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/delete-api-key-route.html b/api/delete-api-key-route.html
index 1c362eb918..d2faa5ccad 100644
--- a/api/delete-api-key-route.html
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@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/delete-file-1.html b/api/delete-file-1.html
index b4fb5311c5..5a74d109c6 100644
--- a/api/delete-file-1.html
+++ b/api/delete-file-1.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/delete-file.html b/api/delete-file.html
index 99736f9bc0..d50fcd6afe 100644
--- a/api/delete-file.html
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@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/delete-flow.html b/api/delete-flow.html
index 87ce4be418..f5903ed1c2 100644
--- a/api/delete-flow.html
+++ b/api/delete-flow.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/delete-folder.html b/api/delete-folder.html
index 96e38bf6f2..08d1341bfc 100644
--- a/api/delete-folder.html
+++ b/api/delete-folder.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/delete-messages-session.html b/api/delete-messages-session.html
index 1ef1825463..a7c4ac3b78 100644
--- a/api/delete-messages-session.html
+++ b/api/delete-messages-session.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/delete-messages.html b/api/delete-messages.html
index 7176716c95..dbddea4c02 100644
--- a/api/delete-messages.html
+++ b/api/delete-messages.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/delete-multiple-flows.html b/api/delete-multiple-flows.html
index 307f9b3adb..1c74fb6913 100644
--- a/api/delete-multiple-flows.html
+++ b/api/delete-multiple-flows.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/delete-user.html b/api/delete-user.html
index 0da744fb54..24af760363 100644
--- a/api/delete-user.html
+++ b/api/delete-user.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/delete-variable.html b/api/delete-variable.html
index 9ea0ac3030..ce8584e2ee 100644
--- a/api/delete-variable.html
+++ b/api/delete-variable.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/delete-vertex-builds.html b/api/delete-vertex-builds.html
index fe669afa80..bcc6e5ecd0 100644
--- a/api/delete-vertex-builds.html
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@@ -22,8 +22,8 @@
 
 
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 <body class="navigation-with-keyboard">
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diff --git a/api/download-component.html b/api/download-component.html
index e3b911e9db..ae70d06ea4 100644
--- a/api/download-component.html
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@@ -22,8 +22,8 @@
 
 
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diff --git a/api/download-file-1.html b/api/download-file-1.html
index 96bf5b4805..6adbe596e6 100644
--- a/api/download-file-1.html
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index 994a2edfc5..9e63bd5948 100644
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diff --git a/api/get-starter-projects.html b/api/get-starter-projects.html
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--- a/api/get-transactions.html
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diff --git a/api/get-vertex-builds.html b/api/get-vertex-builds.html
index 1ce89b478a..71983f97af 100644
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diff --git a/api/health.html b/api/health.html
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diff --git a/api/like-component.html b/api/like-component.html
index b2a80b8e60..d42230486e 100644
--- a/api/like-component.html
+++ b/api/like-component.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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diff --git a/api/list-files-1.html b/api/list-files-1.html
index 4544c240f0..ef0903ea5d 100644
--- a/api/list-files-1.html
+++ b/api/list-files-1.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/list-files.html b/api/list-files.html
index e46e75381c..17ba86af02 100644
--- a/api/list-files.html
+++ b/api/list-files.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/list-profile-pictures.html b/api/list-profile-pictures.html
index 945d201c7a..509ae6a5d1 100644
--- a/api/list-profile-pictures.html
+++ b/api/list-profile-pictures.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/login-to-get-access-token.html b/api/login-to-get-access-token.html
index bee976fad3..0de47edb4b 100644
--- a/api/login-to-get-access-token.html
+++ b/api/login-to-get-access-token.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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diff --git a/api/logout.html b/api/logout.html
index 8d4731fb59..a31dbf929a 100644
--- a/api/logout.html
+++ b/api/logout.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/logs.html b/api/logs.html
index e566691e90..a5036e110f 100644
--- a/api/logs.html
+++ b/api/logs.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/patch-user.html b/api/patch-user.html
index 16187e2466..907130c0f7 100644
--- a/api/patch-user.html
+++ b/api/patch-user.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
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diff --git a/api/post-validate-code.html b/api/post-validate-code.html
index 3cfe196fb6..141e1e9be7 100644
--- a/api/post-validate-code.html
+++ b/api/post-validate-code.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
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+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/post-validate-prompt.html b/api/post-validate-prompt.html
index 7e095dac03..f408c039c5 100644
--- a/api/post-validate-prompt.html
+++ b/api/post-validate-prompt.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/process-1.html b/api/process-1.html
index 8b266df9ee..becd47de6a 100644
--- a/api/process-1.html
+++ b/api/process-1.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/process.html b/api/process.html
index b04552a219..bdf012d48f 100644
--- a/api/process.html
+++ b/api/process.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/runtime~main.c6019068.js" defer="defer"></script>
-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/read-all-users.html b/api/read-all-users.html
index 4f1e2faa6b..d2e8e4c2ea 100644
--- a/api/read-all-users.html
+++ b/api/read-all-users.html
@@ -22,8 +22,8 @@
 
 
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap"><link rel="stylesheet" href="/assets/css/styles.b2eb940a.css">
-<script src="/assets/js/runtime~main.c6019068.js" defer="defer"></script>
-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/read-basic-examples.html b/api/read-basic-examples.html
index 0865b7bb04..1ac9214ab2 100644
--- a/api/read-basic-examples.html
+++ b/api/read-basic-examples.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/read-current-user.html b/api/read-current-user.html
index f21e764c95..ee20466ebe 100644
--- a/api/read-current-user.html
+++ b/api/read-current-user.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/read-flow.html b/api/read-flow.html
index 3fdf0bb898..7b5e20aa43 100644
--- a/api/read-flow.html
+++ b/api/read-flow.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/read-flows.html b/api/read-flows.html
index a3c9ff225a..6bf0de47a5 100644
--- a/api/read-flows.html
+++ b/api/read-flows.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/read-folder.html b/api/read-folder.html
index 0666078463..ccf3a4d849 100644
--- a/api/read-folder.html
+++ b/api/read-folder.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/read-folders.html b/api/read-folders.html
index c64e44d860..1bea68fb58 100644
--- a/api/read-folders.html
+++ b/api/read-folders.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/read-variables.html b/api/read-variables.html
index 53ed40dc86..c286354db8 100644
--- a/api/read-variables.html
+++ b/api/read-variables.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/refresh-token.html b/api/refresh-token.html
index 94f41cb6de..1faec9bfd0 100644
--- a/api/refresh-token.html
+++ b/api/refresh-token.html
@@ -22,8 +22,8 @@
 
 
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/reset-password.html b/api/reset-password.html
index 2d1e3661af..983ee99d21 100644
--- a/api/reset-password.html
+++ b/api/reset-password.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/retrieve-vertices-order.html b/api/retrieve-vertices-order.html
index a52305fb0d..578445b92a 100644
--- a/api/retrieve-vertices-order.html
+++ b/api/retrieve-vertices-order.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/save-store-api-key.html b/api/save-store-api-key.html
index dbce2c736d..959a5d130d 100644
--- a/api/save-store-api-key.html
+++ b/api/save-store-api-key.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
diff --git a/api/share-component.html b/api/share-component.html
index ffa754e2c5..742fc77a3e 100644
--- a/api/share-component.html
+++ b/api/share-component.html
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index 38091749a5..1acff2a154 100644
--- a/api/simplified-run-flow.html
+++ b/api/simplified-run-flow.html
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index 844494017f..257fd46d00 100644
--- a/api/stream-logs.html
+++ b/api/stream-logs.html
@@ -22,8 +22,8 @@
 
 
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index 07a84159c8..c17bb7b553 100644
--- a/api/update-flow.html
+++ b/api/update-flow.html
@@ -22,8 +22,8 @@
 
 
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diff --git a/api/update-folder.html b/api/update-folder.html
index 8b180b69d6..2a1e09fb02 100644
--- a/api/update-folder.html
+++ b/api/update-folder.html
@@ -22,8 +22,8 @@
 
 
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diff --git a/api/update-message.html b/api/update-message.html
index 756ccd2816..d231b2a0cf 100644
--- a/api/update-message.html
+++ b/api/update-message.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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diff --git a/api/update-session-id.html b/api/update-session-id.html
index c96bc9afb3..65b1cc5b2c 100644
--- a/api/update-session-id.html
+++ b/api/update-session-id.html
@@ -22,8 +22,8 @@
 
 
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index 42ad340ea4..e623cf81d9 100644
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index 1f7364d985..4a5bb2b015 100644
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index 53a38d63c6..63ea50ce67 100644
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+++ b/api/upload-file-1.html
@@ -22,8 +22,8 @@
 
 
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index aad91fc8db..2fb68d3442 100644
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index 7e840f7eea..f5426bce95 100644
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index 8f5138ede9..d1608351ae 100644
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index 1ee4cdc100..d54efc1911 100644
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diff --git a/assets/js/021496c4.46d1bd01.js b/assets/js/021496c4.9853829e.js
similarity index 60%
rename from assets/js/021496c4.46d1bd01.js
rename to assets/js/021496c4.9853829e.js
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new file mode 100644
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diff --git a/assets/js/320c2db0.2628cad5.js b/assets/js/320c2db0.2628cad5.js
deleted file mode 100644
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--- a/assets/js/320c2db0.2628cad5.js
+++ /dev/null
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new file mode 100644
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diff --git a/assets/js/459c52ca.4f5b70d6.js b/assets/js/459c52ca.4f5b70d6.js
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diff --git a/assets/js/4600db1a.c6fccf29.js b/assets/js/4600db1a.c6fccf29.js
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}'}}),"\n","\n",(0,s.jsxs)(t.p,{children:["This flow extends the\xa0",(0,s.jsx)(t.a,{href:"/starter-projects-basic-prompting",children:"basic prompting flow"}),"\xa0with a ",(0,s.jsx)(t.strong,{children:"Chat memory"})," component that stores up to 100 previous chat messages and uses them to provide context for the current conversation."]}),"\n",(0,s.jsx)(t.h2,{id:"prerequisites",children:"Prerequisites"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.a,{href:"/get-started-installation",children:"Langflow installed and running"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.a,{href:"https://platform.openai.com/",children:"OpenAI API key created"})}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"create-the-memory-chatbot-flow",children:"Create the memory chatbot flow"}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["From the Langflow dashboard, click\xa0",(0,s.jsx)(t.strong,{children:"New Flow"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Select\xa0",(0,s.jsx)(t.strong,{children:"Memory Chatbot"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["The\xa0",(0,s.jsx)(t.strong,{children:"Memory Chatbot"}),"\xa0flow is created."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{src:o(97829).A+"",width:"2662",height:"1372"})}),"\n",(0,s.jsxs)(t.p,{children:["This flow adds a\xa0",(0,s.jsx)(t.strong,{children:"Chat Memory"}),"\xa0component to the Basic Prompting flow.\nThis component retrieves previous messages and sends them to the\xa0",(0,s.jsx)(t.strong,{children:"Prompt"}),"\xa0component to fill a part of the\xa0",(0,s.jsx)(t.strong,{children:"Template"}),"\xa0with context."]}),"\n",(0,s.jsxs)(t.p,{children:["To examine the template, click the ",(0,s.jsx)(t.strong,{children:"Template"})," field in the ",(0,s.jsx)(t.strong,{children:"Prompt"})," component.\nThe ",(0,s.jsx)(t.strong,{children:"Prompt"})," tells the ",(0,s.jsx)(t.strong,{children:"OpenAI model"})," component how to respond to input."]}),"\n",(0,s.jsx)(l.Code,{codeConfig:m,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"You are a helpful assistant that answers questions.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"Use markdown to format your answer, properly embedding images and urls.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"History:",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"{memory}",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(t.p,{children:["The ",(0,s.jsx)(t.code,{children:"{memory}"})," code in the prompt creates a new input port in the component called ",(0,s.jsx)(t.strong,{children:"memory"}),".\nThe ",(0,s.jsx)(t.strong,{children:"Chat Memory"})," component is connected to this port to store chat messages from the ",(0,s.jsx)(t.strong,{children:"Playground"}),"."]}),"\n",(0,s.jsxs)(t.p,{children:["This gives the\xa0",(0,s.jsx)(t.strong,{children:"OpenAI"}),"\xa0component a memory of previous chat messages."]}),"\n",(0,s.jsx)(t.h2,{id:"run-the-memory-chatbot-flow",children:"Run the memory chatbot flow"}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["Open the ",(0,s.jsx)(t.strong,{children:"Playground"}),"."]}),"\n",(0,s.jsx)(t.li,{children:"Type multiple questions. For example, try entering this conversation:"}),"\n"]}),"\n",(0,s.jsx)(l.Code,{codeConfig:m,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"Hi, my name is Luca.",props:{}}]},{tokens:[{content:"Please tell me about PostgreSQL.",props:{}}]},{tokens:[{content:"What is my name?",props:{}}]},{tokens:[{content:"What is the second subject I asked you about?",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(t.p,{children:"The chatbot remembers your name and previous questions."}),"\n",(0,s.jsxs)(t.ol,{start:"3",children:["\n",(0,s.jsxs)(t.li,{children:["To view the ",(0,s.jsx)(t.strong,{children:"Message Logs"})," pane, click\xa0",(0,s.jsx)(c.A,{name:"Ellipsis","aria-label":"Horizontal ellipsis"}),", and then click ",(0,s.jsx)(t.strong,{children:"Message Logs"}),".\nThe ",(0,s.jsx)(t.strong,{children:"Message Logs"})," pane displays all previous messages, with each conversation sorted by ",(0,s.jsx)(t.code,{children:"session_id"}),"."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{src:o(85629).A+"",width:"3250",height:"1778"})}),"\n",(0,s.jsx)(t.h2,{id:"use-session-id-with-the-memory-chatbot-flow",children:"Use Session ID with the memory chatbot flow"}),"\n",(0,s.jsxs)(t.p,{children:[(0,s.jsx)(t.code,{children:"session_id"}),"\xa0is a unique identifier in Langflow that stores conversation sessions between the AI and a user. A\xa0",(0,s.jsx)(t.code,{children:"session_id"}),"\xa0is created when a conversation is initiated, and then associated with all subsequent messages during that session."]}),"\n",(0,s.jsxs)(t.p,{children:["In the\xa0",(0,s.jsx)(t.strong,{children:"Memory Chatbot"}),"\xa0flow you created, the\xa0",(0,s.jsx)(t.strong,{children:"Chat Memory"}),"\xa0component references past interactions by\xa0",(0,s.jsx)(t.strong,{children:"Session ID"}),". You can demonstrate this by modifying the\xa0",(0,s.jsx)(t.strong,{children:"Session ID"}),"\xa0value to switch between conversation histories."]}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["In the\xa0",(0,s.jsx)(t.strong,{children:"Session ID"}),"\xa0field of the\xa0",(0,s.jsx)(t.strong,{children:"Chat Memory"}),"\xa0and\xa0",(0,s.jsx)(t.strong,{children:"Chat Input"}),"\xa0components, add a\xa0",(0,s.jsx)(t.strong,{children:"Session ID"}),"\xa0value like\xa0",(0,s.jsx)(t.code,{children:"MySessionID"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Now, once you send a new message the\xa0",(0,s.jsx)(t.strong,{children:"Playground"}),", you should have a new memory created in the ",(0,s.jsx)(t.strong,{children:"Message Logs"}),"\xa0pane."]}),"\n",(0,s.jsx)(t.li,{children:"Notice how your conversation is being stored in different memory sessions."}),"\n"]}),"\n",(0,s.jsxs)(t.p,{children:["Learn more about chat memories in the ",(0,s.jsx)(t.a,{href:"/components-memories",children:"Memory"})," section."]})]})}function g(e={}){const{wrapper:t}={...(0,r.R)(),...e.components};return t?(0,s.jsx)(t,{...e,children:(0,s.jsx)(p,{...e})}):p(e)}function x(e,t){throw new Error("Expected "+(t?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}},84443:(e,t,o)=>{o.d(t,{A:()=>r});o(96540);var n=o(64058),s=o(74848);function r(e){let{name:t,...o}=e;const r=n[t];return r?(0,s.jsx)(r,{...o}):null}},85629:(e,t,o)=>{o.d(t,{A:()=>n});const n=o.p+"assets/images/messages-logs-aec5213dc668ee51c2a40eab2ba0718c.png"},97829:(e,t,o)=>{o.d(t,{A:()=>n});const n=o.p+"assets/images/starter-flow-memory-chatbot-af37fecb79d125009712e4c1128bc461.png"}}]);
\ No newline at end of file
diff --git a/assets/js/4b04f5bc.b607afba.js b/assets/js/4b04f5bc.0e4f812a.js
similarity index 54%
rename from assets/js/4b04f5bc.b607afba.js
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--- a/assets/js/4b04f5bc.b607afba.js
+++ b/assets/js/4b04f5bc.0e4f812a.js
@@ -1 +1 @@
-"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[1067],{27754:(e,n,o)=>{o.r(n),o.d(n,{CH:()=>u,assets:()=>h,chCodeConfig:()=>p,contentTitle:()=>d,default:()=>m,frontMatter:()=>i,metadata:()=>t,toc:()=>f});const t=JSON.parse('{"id":"Integrations/MCP/integrations-mcp","title":"Integrate Langflow with MCP","description":"Langflow integrates with the Model Context Protocol (MCP). This allows you to use your Langflow flows as tools in client applications that support the MCP, or extend Langflow with the MCP server component to access MCP servers.","source":"@site/docs/Integrations/MCP/integrations-mcp.md","sourceDirName":"Integrations/MCP","slug":"/integrations-mcp","permalink":"/integrations-mcp","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Integrate Langflow with MCP","slug":"/integrations-mcp"},"sidebar":"docs","previous":{"title":"LangWatch","permalink":"/integrations-langwatch"},"next":{"title":"Connect an Astra DB MCP server to Langflow","permalink":"/mcp-component-astra"}}');var s=o(74848),r=o(28453),l=o(24754),a=o(65537),c=o(79329);const i={title:"Integrate Langflow with MCP",slug:"/integrations-mcp"},d=void 0,h={},u={annotations:l.hk,Code:l.Cy},p={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},f=[{value:"Access all of your flows as tools",id:"access-all-of-your-flows-as-tools",level:2},{value:"Name and describe your flows for agentic use",id:"name-and-describe-your-flows-for-agentic-use",level:2},{value:"Install MCP Inspector to test and debug flows",id:"install-mcp-inspector-to-test-and-debug-flows",level:2}];function g(e){const n={a:"a",admonition:"admonition",code:"code",h2:"h2",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.R)(),...e.components};return u||x("CH",!1),u.Code||x("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.jsxs)(n.p,{children:["Langflow integrates with the ",(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/introduction",children:"Model Context Protocol (MCP)"}),". This allows you to use your Langflow flows as tools in client applications that support the MCP, or extend Langflow with the ",(0,s.jsx)(n.a,{href:"/components-tools#mcp-tools-stdio",children:"MCP server component"})," to access MCP servers."]}),"\n",(0,s.jsxs)(n.p,{children:["You can use Langflow as an MCP server with any ",(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/clients",children:"MCP client"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["For configuring interactions between Langflow flows and MCP tools, see ",(0,s.jsx)(n.a,{href:"#name-and-describe-your-flows-for-agentic-use",children:"Name and describe your flows for agentic use"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["To connect ",(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/docs/tools/inspector",children:"MCP Inspector"})," to Langflow for testing and debugging flows, see ",(0,s.jsx)(n.a,{href:"#install-mcp-inspector-to-test-and-debug-flows",children:"Install MCP Inspector to test and debug flows"})]}),"\n",(0,s.jsx)(n.h2,{id:"access-all-of-your-flows-as-tools",children:"Access all of your flows as tools"}),"\n",(0,s.jsx)(n.admonition,{type:"important",children:(0,s.jsxs)(n.p,{children:["Tool names must contain only letters, numbers, underscores, and dashes.\nTool names cannot contain spaces.\nTo re-name flows in the Langflow UI, click ",(0,s.jsx)(n.strong,{children:"Flow Name"})," > ",(0,s.jsx)(n.strong,{children:"Edit Details"}),"."]})}),"\n",(0,s.jsx)(n.p,{children:"Connect an MCP client to Langflow to use your flows as tools."}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Install ",(0,s.jsx)(n.a,{href:"https://docs.cursor.com/",children:"Cursor"})," or ",(0,s.jsx)(n.a,{href:"https://claude.ai/download",children:"Claude for Desktop"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["Install ",(0,s.jsx)(n.a,{href:"https://docs.astral.sh/uv/getting-started/installation/",children:"uv"})," to run ",(0,s.jsx)(n.code,{children:"uvx"})," commands. ",(0,s.jsx)(n.code,{children:"uvx"})," is included with ",(0,s.jsx)(n.code,{children:"uv"})," in the Langflow package."]}),"\n",(0,s.jsxs)(n.li,{children:["Optional: 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"})," to run ",(0,s.jsx)(n.code,{children:"npx"})," commands.\nFor an example ",(0,s.jsx)(n.code,{children:"npx"})," server, see ",(0,s.jsx)(n.a,{href:"/mcp-component-astra",children:"Connect an Astra DB MCP server to Langflow"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["Create at least one flow, and note your host. For example, ",(0,s.jsx)(n.code,{children:"http://127.0.0.1:7860"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(a.A,{children:[(0,s.jsxs)(c.A,{value:"cursor",label:"Cursor",children:[(0,s.jsxs)(n.p,{children:["In Cursor, you can configure a Langflow server in the same way as other MCP servers.\nFor more information, see the ",(0,s.jsx)(n.a,{href:"https://docs.cursor.com/context/model-context-protocol",children:"Cursor MCP documentation"}),"."]}),(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Open Cursor, and then go to ",(0,s.jsx)(n.strong,{children:"Cursor Settings"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["Click MCP, and then click ",(0,s.jsx)(n.strong,{children:"Add New Global MCP Server"}),".\nCursor's MCP servers are listed as JSON objects."]}),"\n",(0,s.jsxs)(n.li,{children:["To add a Langflow server, add an entry for your Langflow server's ",(0,s.jsx)(n.code,{children:"/v1/mcp/sse"})," endpoint.\nThis example assumes the default Langflow server address of ",(0,s.jsx)(n.code,{children:"http://127.0.0.1:7860"}),"."]}),"\n"]}),(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"{",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'  "mcpServers"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'    "langflow"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'      "url"',props:{style:{color:"#7EE787"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"http://127.0.0.1:7860/api/v1/mcp/sse"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"    }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"  }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"}",props:{style:{color:"#C9D1D9"}}}]}],lang:"json"},annotations:[]}]}),(0,s.jsxs)(n.ol,{start:"4",children:["\n",(0,s.jsxs)(n.li,{children:["Save the ",(0,s.jsx)(n.code,{children:"mcp.json"})," file, and then click the ",(0,s.jsx)(n.strong,{children:"Reload"})," icon."]}),"\n",(0,s.jsx)(n.li,{children:"Your Langflow server is now available to Cursor as an MCP server, and all of its flows are registered as tools.\nYou can now use your flows as tools in Cursor.\nCursor determines when to use tools based on your queries, and will request permissions when necessary."}),"\n"]})]}),(0,s.jsxs)(c.A,{value:"claude for desktop",label:"Claude for Desktop",children:[(0,s.jsxs)(n.p,{children:["In Claude for Desktop, you can configure a Langflow server in the same way as other MCP servers.\nFor more information, see the ",(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/quickstart/user",children:"Claude for Desktop MCP documentation"}),"."]}),(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Open Claude for Desktop, and then go to the program settings.\nFor example, on the MacOS menu bar, click ",(0,s.jsx)(n.strong,{children:"Claude"}),", and then select ",(0,s.jsx)(n.strong,{children:"Settings"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["In the ",(0,s.jsx)(n.strong,{children:"Settings"})," dialog, click ",(0,s.jsx)(n.strong,{children:"Developer"}),", and then click ",(0,s.jsx)(n.strong,{children:"Edit Config"}),".\nThis creates a ",(0,s.jsx)(n.code,{children:"claude_desktop_config.json"})," file if you don't already have one."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Add the following code to ",(0,s.jsx)(n.code,{children:"claude_desktop_config.json"}),".\nYour args may differ for your ",(0,s.jsx)(n.code,{children:"uvx"})," and ",(0,s.jsx)(n.code,{children:"Python"})," installations. To find the correct paths:"]}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["For ",(0,s.jsx)(n.code,{children:"uvx"}),": Run ",(0,s.jsx)(n.code,{children:"which uvx"})," in your terminal"]}),"\n",(0,s.jsxs)(n.li,{children:["For Python: Run ",(0,s.jsx)(n.code,{children:"which python"})," in your terminal"]}),"\n"]}),"\n"]}),"\n"]}),(0,s.jsxs)(n.p,{children:["Replace ",(0,s.jsx)(n.code,{children:"PATH/TO/PYTHON"})," with the Python path from your system.\nThis command assumes the default Langflow server address of ",(0,s.jsx)(n.code,{children:"http://127.0.0.1:7860"}),"."]}),(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"{",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:' "mcpServers"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'     "langflow"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'         "command"',props:{style:{color:"#7EE787"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"/bin/sh"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'         "args"',props:{style:{color:"#7EE787"}}},{content:": [",props:{style:{color:"#C9D1D9"}}},{content:'"-c"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"uvx --python PATH/TO/PYTHON mcp-sse-shim@latest"',props:{style:{color:"#A5D6FF"}}},{content:"],",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'         "env"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'             "MCP_HOST"',props:{style:{color:"#7EE787"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"http://127.0.0.1:7860"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'             "DEBUG"',props:{style:{color:"#7EE787"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"true"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"         }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"     }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"  }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"}",props:{style:{color:"#C9D1D9"}}}]}],lang:"json"},annotations:[]}]}),(0,s.jsxs)(n.p,{children:["This code adds a new MCP server called ",(0,s.jsx)(n.code,{children:"langflow"})," and starts the ",(0,s.jsx)(n.a,{href:"https://github.com/phact/mcp-sse-shim",children:"mcp-sse-shim"})," package using the specified Python interpreter and uvx."]}),(0,s.jsxs)(n.ol,{start:"4",children:["\n",(0,s.jsx)(n.li,{children:"Restart Claude for Desktop.\nYour new tools are available in your chat window. Click the tools icon to see a list of your flows."}),"\n"]}),(0,s.jsx)(n.p,{children:"You can now use your flows as tools in Claude for Desktop."}),(0,s.jsx)(n.p,{children:"Claude determines when to use tools based on your queries, and will request permissions when necessary."})]})]}),"\n",(0,s.jsx)(n.h2,{id:"name-and-describe-your-flows-for-agentic-use",children:"Name and describe your flows for agentic use"}),"\n",(0,s.jsxs)(n.p,{children:['MCP clients like Claude for Desktop and Cursor "see" Langflow as a single MCP server, with ',(0,s.jsx)(n.strong,{children:"all"})," of your flows listed as tools."]}),"\n",(0,s.jsxs)(n.p,{children:["This can confuse agents, who don't know that flow ",(0,s.jsx)(n.code,{children:"adbbf8c7-0a34-493b-90ea-5e8b42f78b66"})," is a Document Q&A flow for a specific text file.\nTo prevent this behavior, name and describe your flows clearly for agentic use. Imagine your names and descriptions as function names and code comments, with a clear statement of what problem they solve."]}),"\n",(0,s.jsxs)(n.p,{children:["For example, you have created a ",(0,s.jsx)(n.a,{href:"/tutorials-document-qa",children:"Document Q&A"})," flow that loads a sample resume for an LLM to chat with, and you want Cursor to use the tool."]}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Click ",(0,s.jsx)(n.strong,{children:"Flow name"}),", and then select ",(0,s.jsx)(n.strong,{children:"Edit Details"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["The ",(0,s.jsx)(n.strong,{children:"Name"})," field should make it clear what the flow does, both to a user and to the agent. For example, name it ",(0,s.jsx)(n.code,{children:"Document QA for Resume"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["The ",(0,s.jsx)(n.strong,{children:"Description"})," field should include a description of what the flow does. For example, describe the flow as ",(0,s.jsx)(n.code,{children:"OpenAI LLM Chat with Alex's resume."}),"\nThe ",(0,s.jsx)(n.strong,{children:"Endpoint Name"})," field does not affect the agent's behavior."]}),"\n",(0,s.jsxs)(n.li,{children:["To see how an MCP client understands your flow, in Cursor, examine the ",(0,s.jsx)(n.strong,{children:"MCP Servers"}),".\nThe tool is listed as:"]}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"document_qa_for_resume",props:{}}]},{tokens:[{content:"e967f47d-6783-4bab-b1ea-0aaa554194a3: OpenAI LLM Chat with Alex's resume.",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"Your flow name and description provided the agent with a clear purpose for the tool."}),"\n",(0,s.jsxs)(n.ol,{start:"5",children:["\n",(0,s.jsxs)(n.li,{children:["Ask Cursor a question specifically about the resume, such as ",(0,s.jsx)(n.code,{children:"What job experience does Alex have?"})]}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"I'll help you explore a resume using the Document QA for Resume flow, which is specifically designed for analyzing resumes.",props:{}}]},{tokens:[{content:"Let me call this tool.",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(n.ol,{start:"6",children:["\n",(0,s.jsxs)(n.li,{children:["Click ",(0,s.jsx)(n.strong,{children:"Run tool"})," to continue. The agent requests permissions when necessary."]}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"Based on the resume, here's a comprehensive breakdown of the experience:",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(n.ol,{start:"7",children:["\n",(0,s.jsx)(n.li,{children:"Ask about a different resume.\nYou've provided enough information in the description for the agent to make the correct decision:"}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"I notice you're asking about Emily's job experience.",props:{}}]},{tokens:[{content:"Based on the available tools, I can see there is a Document QA for Resume flow that's designed for analyzing resumes.",props:{}}]},{tokens:[{content:"However, the description mentions it's for \"Alex's resume\" not Emily's. I don't have access to Emily's resume or job experience information.",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(n.h2,{id:"install-mcp-inspector-to-test-and-debug-flows",children:"Install MCP Inspector to test and debug flows"}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/docs/tools/inspector",children:"MCP inspector"})," is the standard tool for testing and debugging MCP servers."]}),"\n",(0,s.jsx)(n.p,{children:"Use MCP Inspector to monitor your Langflow server's flows, and understand how they are being consumed by the MCP."}),"\n",(0,s.jsx)(n.p,{children:"To install and run MCP inspector, follow these steps:"}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["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"}),"."]}),"\n",(0,s.jsx)(n.li,{children:"To install and start MCP inspector, in a terminal window, run the following command:"}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"npx @modelcontextprotocol/inspector",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(n.p,{children:["MCP inspector starts by default at ",(0,s.jsx)(n.code,{children:"http://localhost:5173"}),"."]}),"\n",(0,s.jsxs)(n.admonition,{type:"tip",children:[(0,s.jsx)(n.p,{children:"Optionally, specify a proxy port when starting MCP Inspector:"}),(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"SERVER_PORT=9000 npx -y @modelcontextprotocol/inspector",props:{}}]}],lang:"text"},annotations:[]}]})]}),"\n",(0,s.jsxs)(n.ol,{start:"3",children:["\n",(0,s.jsx)(n.li,{children:"In the browser, navigate to MCP Inspector."}),"\n",(0,s.jsx)(n.li,{children:"To inspect the Langflow server, enter the values for the Langflow server."}),"\n"]}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["In the ",(0,s.jsx)(n.strong,{children:"Transport Type"})," field, select ",(0,s.jsx)(n.strong,{children:"SSE"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["In the ",(0,s.jsx)(n.strong,{children:"URL"})," field, enter the Langflow server's ",(0,s.jsx)(n.code,{children:"/mcp/sse"})," endpoint.\nFor a default deployment, the URL is ",(0,s.jsx)(n.code,{children:"http://127.0.0.1:7860/api/v1/mcp/sse"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(n.ol,{start:"5",children:["\n",(0,s.jsxs)(n.li,{children:["Click ",(0,s.jsx)(n.strong,{children:"Connect"}),".\nMCP Inspector connects to the Langflow server."]}),"\n",(0,s.jsxs)(n.li,{children:["To confirm the connection, click the ",(0,s.jsx)(n.strong,{children:"Tools"})," tab.\nThe Langflow server's flows are listed as tools, which confirms MCP Inspector is connected.\nIn the ",(0,s.jsx)(n.strong,{children:"Tools"})," tab, you can monitor how your flows are being registered as tools by MCP, and run flows with input values."]}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:["To quit MCP Inspector, in the terminal where it's running, enter ",(0,s.jsx)(n.code,{children:"Ctrl+C"}),"."]})]})}function m(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(g,{...e})}):g(e)}function x(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}},65537:(e,n,o)=>{o.d(n,{A:()=>y});var t=o(96540),s=o(18215),r=o(65627),l=o(56347),a=o(50372),c=o(30604),i=o(11861),d=o(78749);function h(e){return t.Children.toArray(e).filter((e=>"\n"!==e)).map((e=>{if(!e||(0,t.isValidElement)(e)&&function(e){const{props:n}=e;return!!n&&"object"==typeof n&&"value"in n}(e))return e;throw new Error(`Docusaurus error: Bad <Tabs> child <${"string"==typeof e.type?e.type:e.type.name}>: all children of the <Tabs> component should be <TabItem>, and every <TabItem> should have a unique "value" prop.`)}))?.filter(Boolean)??[]}function u(e){const{values:n,children:o}=e;return(0,t.useMemo)((()=>{const e=n??function(e){return h(e).map((e=>{let{props:{value:n,label:o,attributes:t,default:s}}=e;return{value:n,label:o,attributes:t,default:s}}))}(o);return function(e){const n=(0,i.XI)(e,((e,n)=>e.value===n.value));if(n.length>0)throw new Error(`Docusaurus error: Duplicate values "${n.map((e=>e.value)).join(", ")}" found in <Tabs>. 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+"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[1067],{27754:(e,n,o)=>{o.r(n),o.d(n,{CH:()=>u,assets:()=>h,chCodeConfig:()=>p,contentTitle:()=>d,default:()=>m,frontMatter:()=>i,metadata:()=>t,toc:()=>f});const t=JSON.parse('{"id":"Integrations/MCP/integrations-mcp","title":"Integrate Langflow with MCP","description":"Langflow integrates with the Model Context Protocol (MCP). This allows you to use your Langflow flows as tools in client applications that support the MCP, or extend Langflow with the MCP server component to access MCP servers.","source":"@site/docs/Integrations/MCP/integrations-mcp.md","sourceDirName":"Integrations/MCP","slug":"/integrations-mcp","permalink":"/integrations-mcp","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Integrate Langflow with MCP","slug":"/integrations-mcp"},"sidebar":"docs","previous":{"title":"LangWatch","permalink":"/integrations-langwatch"},"next":{"title":"Connect an Astra DB MCP server to Langflow","permalink":"/mcp-component-astra"}}');var s=o(74848),r=o(28453),l=o(24754),a=o(65537),c=o(79329);const i={title:"Integrate Langflow with MCP",slug:"/integrations-mcp"},d=void 0,h={},u={annotations:l.hk,Code:l.Cy},p={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},f=[{value:"Access all of your flows as tools",id:"access-all-of-your-flows-as-tools",level:2},{value:"Name and describe your flows for agentic use",id:"name-and-describe-your-flows-for-agentic-use",level:2},{value:"Install MCP Inspector to test and debug flows",id:"install-mcp-inspector-to-test-and-debug-flows",level:2}];function g(e){const n={a:"a",admonition:"admonition",code:"code",h2:"h2",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.R)(),...e.components};return u||x("CH",!1),u.Code||x("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.jsxs)(n.p,{children:["Langflow integrates with the ",(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/introduction",children:"Model Context Protocol (MCP)"}),". This allows you to use your Langflow flows as tools in client applications that support the MCP, or extend Langflow with the ",(0,s.jsx)(n.a,{href:"/components-tools#mcp-tools-stdio",children:"MCP server component"})," to access MCP servers."]}),"\n",(0,s.jsxs)(n.p,{children:["You can use Langflow as an MCP server with any ",(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/clients",children:"MCP client"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["For configuring interactions between Langflow flows and MCP tools, see ",(0,s.jsx)(n.a,{href:"#name-and-describe-your-flows-for-agentic-use",children:"Name and describe your flows for agentic use"}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["To connect ",(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/docs/tools/inspector",children:"MCP Inspector"})," to Langflow for testing and debugging flows, see ",(0,s.jsx)(n.a,{href:"#install-mcp-inspector-to-test-and-debug-flows",children:"Install MCP Inspector to test and debug flows"})]}),"\n",(0,s.jsx)(n.h2,{id:"access-all-of-your-flows-as-tools",children:"Access all of your flows as tools"}),"\n",(0,s.jsx)(n.admonition,{type:"important",children:(0,s.jsxs)(n.p,{children:["Tool names must contain only letters, numbers, underscores, and dashes.\nTool names cannot contain spaces.\nTo re-name flows in the Langflow UI, click ",(0,s.jsx)(n.strong,{children:"Flow Name"})," > ",(0,s.jsx)(n.strong,{children:"Edit Details"}),"."]})}),"\n",(0,s.jsx)(n.p,{children:"Connect an MCP client to Langflow to use your flows as tools."}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Install ",(0,s.jsx)(n.a,{href:"https://docs.cursor.com/",children:"Cursor"})," or ",(0,s.jsx)(n.a,{href:"https://claude.ai/download",children:"Claude for Desktop"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["Install ",(0,s.jsx)(n.a,{href:"https://docs.astral.sh/uv/getting-started/installation/",children:"uv"})," to run ",(0,s.jsx)(n.code,{children:"uvx"})," commands. ",(0,s.jsx)(n.code,{children:"uvx"})," is included with ",(0,s.jsx)(n.code,{children:"uv"})," in the Langflow package."]}),"\n",(0,s.jsxs)(n.li,{children:["Optional: 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"})," to run ",(0,s.jsx)(n.code,{children:"npx"})," commands.\nFor an example ",(0,s.jsx)(n.code,{children:"npx"})," server, see ",(0,s.jsx)(n.a,{href:"/mcp-component-astra",children:"Connect an Astra DB MCP server to Langflow"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["Create at least one flow, and note your host. For example, ",(0,s.jsx)(n.code,{children:"http://127.0.0.1:7860"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(a.A,{children:[(0,s.jsxs)(c.A,{value:"cursor",label:"Cursor",children:[(0,s.jsxs)(n.p,{children:["In Cursor, you can configure a Langflow server in the same way as other MCP servers.\nFor more information, see the ",(0,s.jsx)(n.a,{href:"https://docs.cursor.com/context/model-context-protocol",children:"Cursor MCP documentation"}),"."]}),(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Open Cursor, and then go to ",(0,s.jsx)(n.strong,{children:"Cursor Settings"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["Click MCP, and then click ",(0,s.jsx)(n.strong,{children:"Add New Global MCP Server"}),".\nCursor's MCP servers are listed as JSON objects."]}),"\n",(0,s.jsxs)(n.li,{children:["To add a Langflow server, add an entry for your Langflow server's ",(0,s.jsx)(n.code,{children:"/v1/mcp/sse"})," endpoint.\nThis example assumes the default Langflow server address of ",(0,s.jsx)(n.code,{children:"http://127.0.0.1:7860"}),"."]}),"\n"]}),(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"{",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'  "mcpServers"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'    "langflow"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'      "url"',props:{style:{color:"#7EE787"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"http://127.0.0.1:7860/api/v1/mcp/sse"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"    }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"  }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"}",props:{style:{color:"#C9D1D9"}}}]}],lang:"json"},annotations:[]}]}),(0,s.jsxs)(n.ol,{start:"4",children:["\n",(0,s.jsxs)(n.li,{children:["Save the ",(0,s.jsx)(n.code,{children:"mcp.json"})," file, and then click the ",(0,s.jsx)(n.strong,{children:"Reload"})," icon."]}),"\n",(0,s.jsx)(n.li,{children:"Your Langflow server is now available to Cursor as an MCP server, and all of its flows are registered as tools.\nYou can now use your flows as tools in Cursor.\nCursor determines when to use tools based on your queries, and will request permissions when necessary."}),"\n"]})]}),(0,s.jsxs)(c.A,{value:"claude for desktop",label:"Claude for Desktop",children:[(0,s.jsxs)(n.p,{children:["In Claude for Desktop, you can configure a Langflow server in the same way as other MCP servers.\nFor more information, see the ",(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/quickstart/user",children:"Claude for Desktop MCP documentation"}),"."]}),(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Open Claude for Desktop, and then go to the program settings.\nFor example, on the MacOS menu bar, click ",(0,s.jsx)(n.strong,{children:"Claude"}),", and then select ",(0,s.jsx)(n.strong,{children:"Settings"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["In the ",(0,s.jsx)(n.strong,{children:"Settings"})," dialog, click ",(0,s.jsx)(n.strong,{children:"Developer"}),", and then click ",(0,s.jsx)(n.strong,{children:"Edit Config"}),".\nThis creates a ",(0,s.jsx)(n.code,{children:"claude_desktop_config.json"})," file if you don't already have one."]}),"\n"]}),"\n",(0,s.jsxs)(n.li,{children:["\n",(0,s.jsxs)(n.p,{children:["Add the following code to ",(0,s.jsx)(n.code,{children:"claude_desktop_config.json"}),".\nYour args may differ for your ",(0,s.jsx)(n.code,{children:"uvx"})," and ",(0,s.jsx)(n.code,{children:"Python"})," installations. To find the correct paths:"]}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["For ",(0,s.jsx)(n.code,{children:"uvx"}),": Run ",(0,s.jsx)(n.code,{children:"which uvx"})," in your terminal"]}),"\n",(0,s.jsxs)(n.li,{children:["For Python: Run ",(0,s.jsx)(n.code,{children:"which python"})," in your terminal"]}),"\n"]}),"\n"]}),"\n"]}),(0,s.jsxs)(n.p,{children:["Replace ",(0,s.jsx)(n.code,{children:"PATH/TO/PYTHON"})," with the Python path from your system.\nThis command assumes the default Langflow server address of ",(0,s.jsx)(n.code,{children:"http://127.0.0.1:7860"}),"."]}),(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"{",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:' "mcpServers"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'     "langflow"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'         "command"',props:{style:{color:"#7EE787"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"/bin/sh"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'         "args"',props:{style:{color:"#7EE787"}}},{content:": [",props:{style:{color:"#C9D1D9"}}},{content:'"-c"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"uvx --python PATH/TO/PYTHON mcp-sse-shim@latest"',props:{style:{color:"#A5D6FF"}}},{content:"],",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'         "env"',props:{style:{color:"#7EE787"}}},{content:": {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'             "MCP_HOST"',props:{style:{color:"#7EE787"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"http://127.0.0.1:7860"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'             "DEBUG"',props:{style:{color:"#7EE787"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"true"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"         }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"     }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"  }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"}",props:{style:{color:"#C9D1D9"}}}]}],lang:"json"},annotations:[]}]}),(0,s.jsxs)(n.p,{children:["This code adds a new MCP server called ",(0,s.jsx)(n.code,{children:"langflow"})," and starts the ",(0,s.jsx)(n.a,{href:"https://github.com/phact/mcp-sse-shim",children:"mcp-sse-shim"})," package using the specified Python interpreter and uvx."]}),(0,s.jsxs)(n.ol,{start:"4",children:["\n",(0,s.jsx)(n.li,{children:"Restart Claude for Desktop.\nYour new tools are available in your chat window. Click the tools icon to see a list of your flows."}),"\n"]}),(0,s.jsx)(n.p,{children:"You can now use your flows as tools in Claude for Desktop."}),(0,s.jsx)(n.p,{children:"Claude determines when to use tools based on your queries, and will request permissions when necessary."})]})]}),"\n",(0,s.jsx)(n.h2,{id:"name-and-describe-your-flows-for-agentic-use",children:"Name and describe your flows for agentic use"}),"\n",(0,s.jsxs)(n.p,{children:['MCP clients like Claude for Desktop and Cursor "see" Langflow as a single MCP server, with ',(0,s.jsx)(n.strong,{children:"all"})," of your flows listed as tools."]}),"\n",(0,s.jsxs)(n.p,{children:["This can confuse agents, who don't know that flow ",(0,s.jsx)(n.code,{children:"adbbf8c7-0a34-493b-90ea-5e8b42f78b66"})," is a Document Q&A flow for a specific text file.\nTo prevent this behavior, name and describe your flows clearly for agentic use. Imagine your names and descriptions as function names and code comments, with a clear statement of what problem they solve."]}),"\n",(0,s.jsxs)(n.p,{children:["For example, you have created a ",(0,s.jsx)(n.a,{href:"/document-qa",children:"Document Q&A"})," flow that loads a sample resume for an LLM to chat with, and you want Cursor to use the tool."]}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["Click ",(0,s.jsx)(n.strong,{children:"Flow name"}),", and then select ",(0,s.jsx)(n.strong,{children:"Edit Details"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["The ",(0,s.jsx)(n.strong,{children:"Name"})," field should make it clear what the flow does, both to a user and to the agent. For example, name it ",(0,s.jsx)(n.code,{children:"Document QA for Resume"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["The ",(0,s.jsx)(n.strong,{children:"Description"})," field should include a description of what the flow does. For example, describe the flow as ",(0,s.jsx)(n.code,{children:"OpenAI LLM Chat with Alex's resume."}),"\nThe ",(0,s.jsx)(n.strong,{children:"Endpoint Name"})," field does not affect the agent's behavior."]}),"\n",(0,s.jsxs)(n.li,{children:["To see how an MCP client understands your flow, in Cursor, examine the ",(0,s.jsx)(n.strong,{children:"MCP Servers"}),".\nThe tool is listed as:"]}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"document_qa_for_resume",props:{}}]},{tokens:[{content:"e967f47d-6783-4bab-b1ea-0aaa554194a3: OpenAI LLM Chat with Alex's resume.",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(n.p,{children:"Your flow name and description provided the agent with a clear purpose for the tool."}),"\n",(0,s.jsxs)(n.ol,{start:"5",children:["\n",(0,s.jsxs)(n.li,{children:["Ask Cursor a question specifically about the resume, such as ",(0,s.jsx)(n.code,{children:"What job experience does Alex have?"})]}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"I'll help you explore a resume using the Document QA for Resume flow, which is specifically designed for analyzing resumes.",props:{}}]},{tokens:[{content:"Let me call this tool.",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(n.ol,{start:"6",children:["\n",(0,s.jsxs)(n.li,{children:["Click ",(0,s.jsx)(n.strong,{children:"Run tool"})," to continue. The agent requests permissions when necessary."]}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"Based on the resume, here's a comprehensive breakdown of the experience:",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(n.ol,{start:"7",children:["\n",(0,s.jsx)(n.li,{children:"Ask about a different resume.\nYou've provided enough information in the description for the agent to make the correct decision:"}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"I notice you're asking about Emily's job experience.",props:{}}]},{tokens:[{content:"Based on the available tools, I can see there is a Document QA for Resume flow that's designed for analyzing resumes.",props:{}}]},{tokens:[{content:"However, the description mentions it's for \"Alex's resume\" not Emily's. I don't have access to Emily's resume or job experience information.",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(n.h2,{id:"install-mcp-inspector-to-test-and-debug-flows",children:"Install MCP Inspector to test and debug flows"}),"\n",(0,s.jsxs)(n.p,{children:[(0,s.jsx)(n.a,{href:"https://modelcontextprotocol.io/docs/tools/inspector",children:"MCP inspector"})," is the standard tool for testing and debugging MCP servers."]}),"\n",(0,s.jsx)(n.p,{children:"Use MCP Inspector to monitor your Langflow server's flows, and understand how they are being consumed by the MCP."}),"\n",(0,s.jsx)(n.p,{children:"To install and run MCP inspector, follow these steps:"}),"\n",(0,s.jsxs)(n.ol,{children:["\n",(0,s.jsxs)(n.li,{children:["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"}),"."]}),"\n",(0,s.jsx)(n.li,{children:"To install and start MCP inspector, in a terminal window, run the following command:"}),"\n"]}),"\n",(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"npx @modelcontextprotocol/inspector",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(n.p,{children:["MCP inspector starts by default at ",(0,s.jsx)(n.code,{children:"http://localhost:5173"}),"."]}),"\n",(0,s.jsxs)(n.admonition,{type:"tip",children:[(0,s.jsx)(n.p,{children:"Optionally, specify a proxy port when starting MCP Inspector:"}),(0,s.jsx)(u.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"SERVER_PORT=9000 npx -y @modelcontextprotocol/inspector",props:{}}]}],lang:"text"},annotations:[]}]})]}),"\n",(0,s.jsxs)(n.ol,{start:"3",children:["\n",(0,s.jsx)(n.li,{children:"In the browser, navigate to MCP Inspector."}),"\n",(0,s.jsx)(n.li,{children:"To inspect the Langflow server, enter the values for the Langflow server."}),"\n"]}),"\n",(0,s.jsxs)(n.ul,{children:["\n",(0,s.jsxs)(n.li,{children:["In the ",(0,s.jsx)(n.strong,{children:"Transport Type"})," field, select ",(0,s.jsx)(n.strong,{children:"SSE"}),"."]}),"\n",(0,s.jsxs)(n.li,{children:["In the ",(0,s.jsx)(n.strong,{children:"URL"})," field, enter the Langflow server's ",(0,s.jsx)(n.code,{children:"/mcp/sse"})," endpoint.\nFor a default deployment, the URL is ",(0,s.jsx)(n.code,{children:"http://127.0.0.1:7860/api/v1/mcp/sse"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(n.ol,{start:"5",children:["\n",(0,s.jsxs)(n.li,{children:["Click ",(0,s.jsx)(n.strong,{children:"Connect"}),".\nMCP Inspector connects to the Langflow server."]}),"\n",(0,s.jsxs)(n.li,{children:["To confirm the connection, click the ",(0,s.jsx)(n.strong,{children:"Tools"})," tab.\nThe Langflow server's flows are listed as tools, which confirms MCP Inspector is connected.\nIn the ",(0,s.jsx)(n.strong,{children:"Tools"})," tab, you can monitor how your flows are being registered as tools by MCP, and run flows with input values."]}),"\n"]}),"\n",(0,s.jsxs)(n.p,{children:["To quit MCP Inspector, in the terminal where it's running, enter ",(0,s.jsx)(n.code,{children:"Ctrl+C"}),"."]})]})}function m(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,s.jsx)(n,{...e,children:(0,s.jsx)(g,{...e})}):g(e)}function x(e,n){throw new Error("Expected "+(n?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}},65537:(e,n,o)=>{o.d(n,{A:()=>y});var t=o(96540),s=o(18215),r=o(65627),l=o(56347),a=o(50372),c=o(30604),i=o(11861),d=o(78749);function h(e){return t.Children.toArray(e).filter((e=>"\n"!==e)).map((e=>{if(!e||(0,t.isValidElement)(e)&&function(e){const{props:n}=e;return!!n&&"object"==typeof n&&"value"in n}(e))return e;throw new Error(`Docusaurus error: Bad <Tabs> child <${"string"==typeof e.type?e.type:e.type.name}>: all children of the <Tabs> component should be <TabItem>, and every <TabItem> should have a unique "value" prop.`)}))?.filter(Boolean)??[]}function u(e){const{values:n,children:o}=e;return(0,t.useMemo)((()=>{const e=n??function(e){return h(e).map((e=>{let{props:{value:n,label:o,attributes:t,default:s}}=e;return{value:n,label:o,attributes:t,default:s}}))}(o);return function(e){const n=(0,i.XI)(e,((e,n)=>e.value===n.value));if(n.length>0)throw new Error(`Docusaurus error: Duplicate values "${n.map((e=>e.value)).join(", ")}" found in <Tabs>. 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diff --git a/assets/js/647965d5.ccc328fb.js b/assets/js/647965d5.facb2096.js
similarity index 62%
rename from assets/js/647965d5.ccc328fb.js
rename to assets/js/647965d5.facb2096.js
index 958ac2563c..95b5ac9466 100644
--- a/assets/js/647965d5.ccc328fb.js
+++ b/assets/js/647965d5.facb2096.js
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diff --git a/assets/js/7ad92a12.72b0e753.js b/assets/js/7ad92a12.72b0e753.js
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Instead of managing LLM models and providers, pick your model and enter your API key. Instead of connecting a ",(0,s.jsx)(t.strong,{children:"Prompt"})," component, enter instructions in the component's ",(0,s.jsx)(t.strong,{children:"Agent Instruction"})," fields."]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{alt:"Tool calling agentcomponent",src:e(9194).A+"",width:"864",height:"1728"})}),"\n",(0,s.jsxs)(t.p,{children:["Learn how to build a flow starting with the ",(0,s.jsx)(t.strong,{children:"Tool calling agent"})," component, and see how it can help you solve problems."]}),"\n",(0,s.jsx)(t.h2,{id:"prerequisites",children:"Prerequisites"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.a,{href:"https://platform.openai.com/",children:"An OpenAI API key"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.a,{href:"https://www.searchapi.io/",children:"A Search API key"})}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"create-a-problem-solving-agent-with-agentcomponent",children:"Create a problem-solving agent with AgentComponent"}),"\n",(0,s.jsxs)(t.p,{children:["Create a problem-solving agent in Langflow, starting with the ",(0,s.jsx)(t.strong,{children:"Tool calling agent"}),"."]}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["Click ",(0,s.jsx)(t.strong,{children:"New Flow"}),", and then click ",(0,s.jsx)(t.strong,{children:"Blank Flow"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Click and drag an ",(0,s.jsx)(t.strong,{children:"Agent"})," component to your workspace.\nThe default settings are acceptable for now, so this guide assumes you're using ",(0,s.jsx)(t.strong,{children:"Open AI"})," for the LLM."]}),"\n",(0,s.jsxs)(t.li,{children:["Add your ",(0,s.jsx)(t.strong,{children:"Open AI API Key"})," to the ",(0,s.jsx)(t.strong,{children:"Agent"})," component."]}),"\n",(0,s.jsxs)(t.li,{children:["Add ",(0,s.jsx)(t.strong,{children:"Chat input"})," and ",(0,s.jsx)(t.strong,{children:"Chat output"})," components to your flow, and connect them to the tool calling agent."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{alt:"Chat with agent component",src:e(50811).A+"",width:"2266",height:"1620"})}),"\n",(0,s.jsxs)(t.p,{children:["This basic flow enables you to chat with the agent with the ",(0,s.jsx)(t.strong,{children:"Playground"})," after you've connected some ",(0,s.jsx)(t.strong,{children:"Tools"}),"."]}),"\n",(0,s.jsxs)(t.ol,{start:"5",children:["\n",(0,s.jsxs)(t.li,{children:["Connect the ",(0,s.jsx)(t.strong,{children:"Search API"})," tool component to your agent."]}),"\n",(0,s.jsxs)(t.li,{children:["Add your ",(0,s.jsx)(t.strong,{children:"Search API key"})," to the component.\nYour agent can now query the Search API for information."]}),"\n",(0,s.jsxs)(t.li,{children:["Connect a ",(0,s.jsx)(t.strong,{children:"Calculator"})," tool for solving basic math problems."]}),"\n",(0,s.jsxs)(t.li,{children:["Connect an ",(0,s.jsx)(t.strong,{children:"API Request"})," component to the agent.\nThis component is not in the ",(0,s.jsx)(t.strong,{children:"Tools"})," category, but the agent can still use it as a tool by enabling ",(0,s.jsx)(t.strong,{children:"Tool Mode"}),".\n",(0,s.jsx)(t.strong,{children:"Tool Mode"})," makes a component into a tool by adding a ",(0,s.jsx)(t.strong,{children:"Toolset"})," port that can be connected to an agent's ",(0,s.jsx)(t.strong,{children:"Tools"})," port.\nTo enable ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," on the component, click ",(0,s.jsx)(t.strong,{children:"Tool Mode"}),".\nThe component's fields change dynamically based on the mode it's in."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{alt:"Chat with agent component",src:e(77064).A+"",width:"1786",height:"1664"})}),"\n",(0,s.jsx)(t.h2,{id:"solve-problems-with-the-agent",children:"Solve problems with the agent"}),"\n",(0,s.jsx)(t.p,{children:"Your agent now has tools for performing a web search, doing basic math, and performing API requests. 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For example, the ",(0,s.jsx)(t.a,{href:"/tutorials-math-agent",children:"math agent tutorial project"})," adds a Python REPL component to solve math problems that are too challenging for the calculator."]}),"\n",(0,s.jsx)(t.h3,{id:"edit-a-tools-metadata",children:"Edit a tool's metadata"}),"\n",(0,s.jsxs)(t.p,{children:["To edit a tool's metadata, click the ",(0,s.jsx)(t.strong,{children:"Edit Tools"})," button in the tool to modify its ",(0,s.jsx)(t.code,{children:"name"})," or ",(0,s.jsx)(t.code,{children:"description"})," metadata. These fields help connected agents understand how to use the tool, without having to modify the agent's prompt instructions."]}),"\n",(0,s.jsxs)(t.p,{children:["For example, the ",(0,s.jsx)(t.a,{href:"/components-data#url",children:"URL"})," component has three tools available when ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," is enabled."]}),"\n",(0,s.jsxs)(t.table,{children:[(0,s.jsx)(t.thead,{children:(0,s.jsxs)(t.tr,{children:[(0,s.jsx)(t.th,{children:"Tool Name"}),(0,s.jsx)(t.th,{children:"Description"})]})}),(0,s.jsxs)(t.tbody,{children:[(0,s.jsxs)(t.tr,{children:[(0,s.jsx)(t.td,{children:(0,s.jsx)(t.code,{children:"URL-fetch_content"})}),(0,s.jsx)(t.td,{children:"Use this tool to fetch and retrieve raw content from a URL, including HTML and other structured data. The full response content is returned."})]}),(0,s.jsxs)(t.tr,{children:[(0,s.jsx)(t.td,{children:(0,s.jsx)(t.code,{children:"URL-fetch_content_text"})}),(0,s.jsx)(t.td,{children:"Use this tool to fetch and extract clean, readable text content from a webpage. Only plain text content is returned."})]}),(0,s.jsxs)(t.tr,{children:[(0,s.jsx)(t.td,{children:(0,s.jsx)(t.code,{children:"URL-as_dataframe"})}),(0,s.jsx)(t.td,{children:"Use this tool to fetch structured data from a URL and convert it into a tabular format. Data is returned in a structured DataFrame table format."})]})]})]}),"\n",(0,s.jsxs)(t.p,{children:["A connected agent will have a clear idea of each tool's capabilities based on the ",(0,s.jsx)(t.code,{children:"name"})," and ",(0,s.jsx)(t.code,{children:"description"})," metadata. If you think the agent is using a tool incorrectly, edit a tool's metadata to help it understand the tool better."]}),"\n",(0,s.jsx)(t.p,{children:"Tool names and descriptions can be edited, but the default tool identifiers cannot be changed. If you want to change the tool identifier, create a custom component."}),"\n",(0,s.jsxs)(t.p,{children:["To see which tools the agent is using and how it's using them, ask the agent, ",(0,s.jsx)(t.code,{children:"What tools are you using to answer my questions?"})]}),"\n",(0,s.jsx)(t.h2,{id:"use-an-agent-as-a-tool",children:"Use an agent as a tool"}),"\n",(0,s.jsxs)(t.p,{children:["The agent component itself also supports ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," for creating multi-agent flows."]}),"\n",(0,s.jsx)(t.p,{children:"Add an agent to your problem-solving flow that uses a different OpenAI model for more specialized problem solving."}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["Click and drag an ",(0,s.jsx)(t.strong,{children:"Agent"})," component to your workspace."]}),"\n",(0,s.jsxs)(t.li,{children:["Add your ",(0,s.jsx)(t.strong,{children:"Open AI API Key"})," to the ",(0,s.jsx)(t.strong,{children:"Agent"})," component."]}),"\n",(0,s.jsxs)(t.li,{children:["In the ",(0,s.jsx)(t.strong,{children:"Model Name"})," field, select ",(0,s.jsx)(t.code,{children:"gpt-4o"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Click ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," to use this new agent as a tool."]}),"\n",(0,s.jsxs)(t.li,{children:["Connect the new agent's ",(0,s.jsx)(t.strong,{children:"Toolset"})," port to the previously created agent's ",(0,s.jsx)(t.strong,{children:"Tools"})," port."]}),"\n",(0,s.jsxs)(t.li,{children:["Connect ",(0,s.jsx)(t.strong,{children:"Search API"})," and ",(0,s.jsx)(t.strong,{children:"API Request"})," to the new agent.\nThe new agent will use ",(0,s.jsx)(t.code,{children:"gpt-4o"})," for the larger tasks of scraping and searching information that requires large context windows.\nThe problem-solving agent will now use this agent as a tool, with its unique LLM and toolset."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{alt:"The tool calling agent as a tool",src:e(26260).A+"",width:"2498",height:"1504"})}),"\n",(0,s.jsxs)(t.ol,{start:"7",children:["\n",(0,s.jsxs)(t.li,{children:["The new agent's metadata can be edited to help the problem-solving agent understand how to use it.\nClick ",(0,s.jsx)(t.strong,{children:"Edit Tools"})," to modify the new agent's ",(0,s.jsx)(t.code,{children:"name"})," or ",(0,s.jsx)(t.code,{children:"description"})," metadata so its usage is clear to the problem-solving agent.\nFor example, the default tool name is ",(0,s.jsx)(t.code,{children:"Agent"}),". Edit the name to ",(0,s.jsx)(t.code,{children:"Agent-gpt-4o"}),", and edit the description to ",(0,s.jsx)(t.code,{children:"Use the gpt-4o model for complex problem solving"}),". The problem-solving agent will understand that this is the ",(0,s.jsx)(t.code,{children:"gpt-4o"})," agent, and will use it for tasks requiring a larger context window."]}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"components-as-tools",children:"Add custom components as tools"}),"\n",(0,s.jsx)(t.p,{children:"An agent can use custom components as tools."}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["To add a custom component to the problem-solving agent flow, click ",(0,s.jsx)(t.strong,{children:"New Custom Component"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsx)(t.p,{children:"Add custom Python code to the custom component.\nHere's an example text analyzer for sentiment analysis."}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(p.Code,{codeConfig:d,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"from",props:{style:{color:"#FF7B72"}}},{content:" langflow.custom 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self",props:{style:{color:"#79C0FF"}}},{content:".status ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" data",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        return",props:{style:{color:"#FF7B72"}}},{content:" data",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(t.ol,{start:"3",children:["\n",(0,s.jsxs)(t.li,{children:["To enable the custom component as a tool, click ",(0,s.jsx)(t.strong,{children:"Tool Mode"}),"."]}),"\n",(0,s.jsx)(t.li,{children:"Connect the tool output to the agent's tools input."}),"\n",(0,s.jsxs)(t.li,{children:["Ask the agent, ",(0,s.jsx)(t.code,{children:"What tools are you using to answer my questions?"}),"\nYour response will be similar to the following, and will include your custom component."]}),"\n"]}),"\n",(0,s.jsx)(p.Code,{codeConfig:d,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"I have access to several tools that assist me in answering your questions, including:",props:{}}]},{tokens:[{content:"Search API: This allows me to search for recent information or results on the web.",props:{}}]},{tokens:[{content:"HTTP Requests: I can make HTTP requests to various URLs to retrieve data or interact with APIs.",props:{}}]},{tokens:[{content:"Calculator: I can evaluate basic arithmetic expressions.",props:{}}]},{tokens:[{content:"Text Analyzer: I can analyze and transform input text.",props:{}}]},{tokens:[{content:"Current Date and Time: I can retrieve the current date and time in various time zones.",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(t.h2,{id:"make-any-component-a-tool",children:"Make any component a tool"}),"\n",(0,s.jsxs)(t.p,{children:["If the component you want to use as a tool doesn't have a ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," button, add ",(0,s.jsx)(t.code,{children:"tool_mode=True"})," to one of the component's inputs, and connect the new ",(0,s.jsx)(t.strong,{children:"Toolset"})," output to the agent's ",(0,s.jsx)(t.strong,{children:"Tools"})," input."]}),"\n",(0,s.jsxs)(t.p,{children:["Langflow supports ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," for the following data types:"]}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"DataInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"DataFrameInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"PromptInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"MessageTextInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"MultilineInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"DropdownInput"})}),"\n"]}),"\n",(0,s.jsxs)(t.p,{children:["For example, the ",(0,s.jsx)(t.a,{href:"#components-as-tools",children:"components as tools"})," example above adds ",(0,s.jsx)(t.code,{children:"tool_mode=True"})," to the ",(0,s.jsx)(t.code,{children:"MessageTextInput"})," input so the custom component can be used as a tool."]}),"\n",(0,s.jsx)(p.Code,{codeConfig:d,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:"    MessageTextInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"input_text"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Input Text"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Enter text to analyze"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        value",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Hello, World!"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        tool_mode",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.jsx)(t.h2,{id:"use-the-run-flow-component-as-a-tool",children:"Use the Run Flow component as a tool"}),"\n",(0,s.jsxs)(t.p,{children:["An agent can use flows that are saved in your workspace as tools with the ",(0,s.jsx)(t.a,{href:"/components-logic#run-flow",children:"Run flow"})," component."]}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["To add a ",(0,s.jsx)(t.strong,{children:"Run flow"})," component, click and drag a ",(0,s.jsx)(t.strong,{children:"Run flow"})," component to your workspace."]}),"\n",(0,s.jsx)(t.li,{children:"Select the flow you want the agent to use as a tool."}),"\n",(0,s.jsxs)(t.li,{children:["Enable ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," in the component."]}),"\n",(0,s.jsx)(t.li,{children:"Connect the tool output to the agent's tools input."}),"\n",(0,s.jsxs)(t.li,{children:["To enable tool mode, select a ",(0,s.jsx)(t.strong,{children:"Flow"})," in the ",(0,s.jsx)(t.strong,{children:"Run flow"})," component, and then click ",(0,s.jsx)(t.strong,{children:"Tool Mode"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Ask the agent, ",(0,s.jsx)(t.code,{children:"What tools are you using to answer my questions?"}),"\nYour flow should be 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\ No newline at end of file
diff --git a/assets/js/8054effa.e6e15310.js b/assets/js/8054effa.e6e15310.js
new file mode 100644
index 0000000000..1b6e866cab
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The full response content is returned."})]}),(0,s.jsxs)(t.tr,{children:[(0,s.jsx)(t.td,{children:(0,s.jsx)(t.code,{children:"URL-fetch_content_text"})}),(0,s.jsx)(t.td,{children:"Use this tool to fetch and extract clean, readable text content from a webpage. Only plain text content is returned."})]}),(0,s.jsxs)(t.tr,{children:[(0,s.jsx)(t.td,{children:(0,s.jsx)(t.code,{children:"URL-as_dataframe"})}),(0,s.jsx)(t.td,{children:"Use this tool to fetch structured data from a URL and convert it into a tabular format. Data is returned in a structured DataFrame table format."})]})]})]}),"\n",(0,s.jsxs)(t.p,{children:["A connected agent will have a clear idea of each tool's capabilities based on the ",(0,s.jsx)(t.code,{children:"name"})," and ",(0,s.jsx)(t.code,{children:"description"})," metadata. If you think the agent is using a tool incorrectly, edit a tool's metadata to help it understand the tool better."]}),"\n",(0,s.jsx)(t.p,{children:"Tool names and descriptions can be edited, but the default tool identifiers cannot be changed. If you want to change the tool identifier, create a custom component."}),"\n",(0,s.jsxs)(t.p,{children:["To see which tools the agent is using and how it's using them, ask the agent, ",(0,s.jsx)(t.code,{children:"What tools are you using to answer my questions?"})]}),"\n",(0,s.jsx)(t.h2,{id:"use-an-agent-as-a-tool",children:"Use an agent as a tool"}),"\n",(0,s.jsxs)(t.p,{children:["The agent component itself also supports ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," for creating multi-agent flows."]}),"\n",(0,s.jsx)(t.p,{children:"Add an agent to your problem-solving flow that uses a different OpenAI model for more specialized problem solving."}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["Click and drag an ",(0,s.jsx)(t.strong,{children:"Agent"})," component to your workspace."]}),"\n",(0,s.jsxs)(t.li,{children:["Add your ",(0,s.jsx)(t.strong,{children:"Open AI API Key"})," to the ",(0,s.jsx)(t.strong,{children:"Agent"})," component."]}),"\n",(0,s.jsxs)(t.li,{children:["In the ",(0,s.jsx)(t.strong,{children:"Model Name"})," field, select ",(0,s.jsx)(t.code,{children:"gpt-4o"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Click ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," to use this new agent as a tool."]}),"\n",(0,s.jsxs)(t.li,{children:["Connect the new agent's ",(0,s.jsx)(t.strong,{children:"Toolset"})," port to the previously created agent's ",(0,s.jsx)(t.strong,{children:"Tools"})," port."]}),"\n",(0,s.jsxs)(t.li,{children:["Connect ",(0,s.jsx)(t.strong,{children:"Search API"})," and ",(0,s.jsx)(t.strong,{children:"API Request"})," to the new agent.\nThe new agent will use ",(0,s.jsx)(t.code,{children:"gpt-4o"})," for the larger tasks of scraping and searching information that requires large context windows.\nThe problem-solving agent will now use this agent as a tool, with its unique LLM and toolset."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{alt:"The tool calling agent as a tool",src:e(26260).A+"",width:"2498",height:"1504"})}),"\n",(0,s.jsxs)(t.ol,{start:"7",children:["\n",(0,s.jsxs)(t.li,{children:["The new agent's metadata can be edited to help the problem-solving agent understand how to use it.\nClick ",(0,s.jsx)(t.strong,{children:"Edit Tools"})," to modify the new agent's ",(0,s.jsx)(t.code,{children:"name"})," or ",(0,s.jsx)(t.code,{children:"description"})," metadata so its usage is clear to the problem-solving agent.\nFor example, the default tool name is ",(0,s.jsx)(t.code,{children:"Agent"}),". Edit the name to ",(0,s.jsx)(t.code,{children:"Agent-gpt-4o"}),", and edit the description to ",(0,s.jsx)(t.code,{children:"Use the gpt-4o model for complex problem solving"}),". The problem-solving agent will understand that this is the ",(0,s.jsx)(t.code,{children:"gpt-4o"})," agent, and will use it for tasks requiring a larger context window."]}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"components-as-tools",children:"Add custom components as tools"}),"\n",(0,s.jsx)(t.p,{children:"An agent can use custom components as tools."}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsxs)(t.p,{children:["To add a custom component to the problem-solving agent flow, click ",(0,s.jsx)(t.strong,{children:"New Custom Component"}),"."]}),"\n"]}),"\n",(0,s.jsxs)(t.li,{children:["\n",(0,s.jsx)(t.p,{children:"Add custom Python code to the custom component.\nHere's an example text analyzer for sentiment analysis."}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(p.Code,{codeConfig:d,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"from",props:{style:{color:"#FF7B72"}}},{content:" langflow.custom 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",props:{style:{color:"#FF7B72"}}},{content:"TextAnalyzerComponent",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:'"Text Analyzer"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"    description ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"Analyzes and transforms input text."',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"    documentation: ",props:{style:{color:"#C9D1D9"}}},{content:"str ",props:{style:{color:"#79C0FF"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"http://docs.langflow.org/components/custom"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"    icon ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"chart-bar"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"    name ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:'"TextAnalyzerComponent"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"    inputs ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{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:'"input_text"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"            display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Input 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",props:{style:{color:"#FF7B72"}}},{content:"analyze_text",props:{style:{color:"#D2A8FF"}}},{content:"(self) -> Data:",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        text ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"self",props:{style:{color:"#79C0FF"}}},{content:".input_text",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        # Perform text analysis",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"        word_count ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"len",props:{style:{color:"#79C0FF"}}},{content:"(text.split())",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        char_count ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"len",props:{style:{color:"#79C0FF"}}},{content:"(text)",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        sentence_count ",props:{style:{color:"#C9D1D9"}}},{content:"= ",props:{style:{color:"#FF7B72"}}},{content:"len",props:{style:{color:"#79C0FF"}}},{content:"(re.findall(",props:{style:{color:"#C9D1D9"}}},{content:"r",props:{style:{color:"#FF7B72"}}},{content:"'",props:{style:{color:"#A5D6FF"}}},{content:"\\w",props:{style:{color:"#79C0FF"}}},{content:"+",props:{style:{color:"#FF7B72"}}},{content:"[.!?]",props:{style:{color:"#79C0FF"}}},{content:"'",props:{style:{color:"#A5D6FF"}}},{content:", text))",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        # Transform text",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"        reversed_text ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" text[::",props:{style:{color:"#C9D1D9"}}},{content:"-",props:{style:{color:"#FF7B72"}}},{content:"1",props:{style:{color:"#79C0FF"}}},{content:"]",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        uppercase_text ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" text.upper()",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        analysis_result ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" {",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'            "original_text"',props:{style:{color:"#A5D6FF"}}},{content:": text,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'            "word_count"',props:{style:{color:"#A5D6FF"}}},{content:": word_count,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'            "character_count"',props:{style:{color:"#A5D6FF"}}},{content:": char_count,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'            "sentence_count"',props:{style:{color:"#A5D6FF"}}},{content:": sentence_count,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'            "reversed_text"',props:{style:{color:"#A5D6FF"}}},{content:": reversed_text,",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'            "uppercase_text"',props:{style:{color:"#A5D6FF"}}},{content:": uppercase_text",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        }",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        ",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        data ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" Data(",props:{style:{color:"#C9D1D9"}}},{content:"value",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:"analysis_result)",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        self",props:{style:{color:"#79C0FF"}}},{content:".status ",props:{style:{color:"#C9D1D9"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:" data",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        return",props:{style:{color:"#FF7B72"}}},{content:" data",props:{style:{color:"#C9D1D9"}}}]}],lang:"python"},annotations:[]}]}),"\n",(0,s.jsxs)(t.ol,{start:"3",children:["\n",(0,s.jsxs)(t.li,{children:["To enable the custom component as a tool, click ",(0,s.jsx)(t.strong,{children:"Tool Mode"}),"."]}),"\n",(0,s.jsx)(t.li,{children:"Connect the tool output to the agent's tools input."}),"\n",(0,s.jsxs)(t.li,{children:["Ask the agent, ",(0,s.jsx)(t.code,{children:"What tools are you using to answer my questions?"}),"\nYour response will be similar to the following, and will include your custom component."]}),"\n"]}),"\n",(0,s.jsx)(p.Code,{codeConfig:d,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"I have access to several tools that assist me in answering your questions, including:",props:{}}]},{tokens:[{content:"Search API: This allows me to search for recent information or results on the web.",props:{}}]},{tokens:[{content:"HTTP Requests: I can make HTTP requests to various URLs to retrieve data or interact with APIs.",props:{}}]},{tokens:[{content:"Calculator: I can evaluate basic arithmetic expressions.",props:{}}]},{tokens:[{content:"Text Analyzer: I can analyze and transform input text.",props:{}}]},{tokens:[{content:"Current Date and Time: I can retrieve the current date and time in various time zones.",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(t.h2,{id:"make-any-component-a-tool",children:"Make any component a tool"}),"\n",(0,s.jsxs)(t.p,{children:["If the component you want to use as a tool doesn't have a ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," button, add ",(0,s.jsx)(t.code,{children:"tool_mode=True"})," to one of the component's inputs, and connect the new ",(0,s.jsx)(t.strong,{children:"Toolset"})," output to the agent's ",(0,s.jsx)(t.strong,{children:"Tools"})," input."]}),"\n",(0,s.jsxs)(t.p,{children:["Langflow supports ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," for the following data types:"]}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"DataInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"DataFrameInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"PromptInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"MessageTextInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"MultilineInput"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.code,{children:"DropdownInput"})}),"\n"]}),"\n",(0,s.jsxs)(t.p,{children:["For example, the ",(0,s.jsx)(t.a,{href:"#components-as-tools",children:"components as tools"})," example above adds ",(0,s.jsx)(t.code,{children:"tool_mode=True"})," to the ",(0,s.jsx)(t.code,{children:"MessageTextInput"})," input so the custom component can be used as a tool."]}),"\n",(0,s.jsx)(p.Code,{codeConfig:d,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:"    MessageTextInput(",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"input_text"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        display_name",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Input Text"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        info",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Enter text to analyze"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        value",props:{style:{color:"#FFA657"}}},{content:"=",props:{style:{color:"#FF7B72"}}},{content:'"Hello, World!"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"        tool_mode",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.jsx)(t.h2,{id:"use-the-run-flow-component-as-a-tool",children:"Use the Run Flow component as a tool"}),"\n",(0,s.jsxs)(t.p,{children:["An agent can use flows that are saved in your workspace as tools with the ",(0,s.jsx)(t.a,{href:"/components-logic#run-flow",children:"Run flow"})," component."]}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["To add a ",(0,s.jsx)(t.strong,{children:"Run flow"})," component, click and drag a ",(0,s.jsx)(t.strong,{children:"Run flow"})," component to your workspace."]}),"\n",(0,s.jsx)(t.li,{children:"Select the flow you want the agent to use as a tool."}),"\n",(0,s.jsxs)(t.li,{children:["Enable ",(0,s.jsx)(t.strong,{children:"Tool Mode"})," in the component."]}),"\n",(0,s.jsx)(t.li,{children:"Connect the tool output to the agent's tools input."}),"\n",(0,s.jsxs)(t.li,{children:["To enable tool mode, select a ",(0,s.jsx)(t.strong,{children:"Flow"})," in the ",(0,s.jsx)(t.strong,{children:"Run flow"})," component, and then click ",(0,s.jsx)(t.strong,{children:"Tool Mode"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Ask the agent, ",(0,s.jsx)(t.code,{children:"What tools are you using to answer my questions?"}),"\nYour flow should be visible in the response as a tool."]}),"\n"]})]})}function u(o={}){const{wrapper:t}={...(0,l.R)(),...o.components};return t?(0,s.jsx)(t,{...o,children:(0,s.jsx)(g,{...o})}):g(o)}function y(o,t){throw new Error("Expected "+(t?"component":"object")+" `"+o+"` to be defined: you likely forgot to import, pass, or provide it.")}},50811:(o,t,e)=>{e.d(t,{A:()=>n});const n=e.p+"assets/images/tool-calling-agent-add-chat-add13631186c9475f8e74bdcb9b0446e.png"},77064:(o,t,e)=>{e.d(t,{A:()=>n});const n=e.p+"assets/images/tool-calling-agent-add-tools-c6a8fb643df51ff62d1da858d583d15b.png"}}]);
\ No newline at end of file
diff --git a/assets/js/9822a706.039bab9d.js b/assets/js/9822a706.039bab9d.js
deleted file mode 100644
index 4ec8210e4a..0000000000
--- a/assets/js/9822a706.039bab9d.js
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new file mode 100644
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diff --git a/assets/js/d3ca7a96.d70b99ff.js b/assets/js/d3ca7a96.9eebedef.js
similarity index 55%
rename from assets/js/d3ca7a96.d70b99ff.js
rename to assets/js/d3ca7a96.9eebedef.js
index 054ca7ce4b..57f3125370 100644
--- a/assets/js/d3ca7a96.d70b99ff.js
+++ b/assets/js/d3ca7a96.9eebedef.js
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+"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[1841],{84443:(e,t,o)=>{o.d(t,{A:()=>r});o(96540);var n=o(64058),s=o(74848);function r(e){let{name:t,...o}=e;const r=n[t];return r?(0,s.jsx)(r,{...o}):null}},85629:(e,t,o)=>{o.d(t,{A:()=>n});const n=o.p+"assets/images/messages-logs-aec5213dc668ee51c2a40eab2ba0718c.png"},86074:(e,t,o)=>{o.r(t),o.d(t,{CH:()=>l,assets:()=>d,chCodeConfig:()=>m,contentTitle:()=>h,default:()=>u,frontMatter:()=>a,metadata:()=>n,toc:()=>p});const n=JSON.parse('{"id":"Sample-Flows/memory-chatbot","title":"Memory chatbot","description":"This flow extends the basic prompting flow with a Chat memory component that stores up to 100 previous chat messages and uses them to provide context for the current conversation.","source":"@site/docs/Sample-Flows/memory-chatbot.md","sourceDirName":"Sample-Flows","slug":"/memory-chatbot","permalink":"/memory-chatbot","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Memory chatbot","slug":"/memory-chatbot"},"sidebar":"docs","previous":{"title":"Document QA","permalink":"/document-qa"},"next":{"title":"Math agent","permalink":"/math-agent"}}');var s=o(74848),r=o(28453),i=o(24754),c=o(84443);const a={title:"Memory chatbot",slug:"/memory-chatbot"},h=void 0,d={},l={annotations:i.hk,Code:i.Cy},m={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},p=[{value:"Prerequisites",id:"prerequisites",level:2},{value:"Create the memory chatbot flow",id:"create-the-memory-chatbot-flow",level:2},{value:"Run the memory chatbot flow",id:"run-the-memory-chatbot-flow",level:2},{value:"Use Session ID with the memory chatbot flow",id:"use-session-id-with-the-memory-chatbot-flow",level:2}];function g(e){const t={a:"a",code:"code",h2:"h2",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.R)(),...e.components};return l||x("CH",!1),l.Code||x("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.jsxs)(t.p,{children:["This flow extends the ",(0,s.jsx)(t.a,{href:"/starter-projects-basic-prompting",children:"basic prompting flow"})," with a ",(0,s.jsx)(t.strong,{children:"Chat memory"})," component that stores up to 100 previous chat messages and uses them to provide context for the current conversation."]}),"\n",(0,s.jsx)(t.h2,{id:"prerequisites",children:"Prerequisites"}),"\n",(0,s.jsxs)(t.ul,{children:["\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.a,{href:"/get-started-installation",children:"Langflow installed and running"})}),"\n",(0,s.jsx)(t.li,{children:(0,s.jsx)(t.a,{href:"https://platform.openai.com/",children:"OpenAI API key created"})}),"\n"]}),"\n",(0,s.jsx)(t.h2,{id:"create-the-memory-chatbot-flow",children:"Create the memory chatbot flow"}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["From the Langflow dashboard, click ",(0,s.jsx)(t.strong,{children:"New Flow"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Select ",(0,s.jsx)(t.strong,{children:"Memory Chatbot"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["The ",(0,s.jsx)(t.strong,{children:"Memory Chatbot"})," flow is created."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{src:o(97829).A+"",width:"2662",height:"1372"})}),"\n",(0,s.jsxs)(t.p,{children:["This flow adds a ",(0,s.jsx)(t.strong,{children:"Chat Memory"})," component to the Basic Prompting flow.\nThis component retrieves previous messages and sends them to the ",(0,s.jsx)(t.strong,{children:"Prompt"})," component to fill a part of the ",(0,s.jsx)(t.strong,{children:"Template"})," with context."]}),"\n",(0,s.jsxs)(t.p,{children:["To examine the template, click the ",(0,s.jsx)(t.strong,{children:"Template"})," field in the ",(0,s.jsx)(t.strong,{children:"Prompt"})," component.\nThe ",(0,s.jsx)(t.strong,{children:"Prompt"})," tells the ",(0,s.jsx)(t.strong,{children:"OpenAI model"})," component how to respond to input."]}),"\n",(0,s.jsx)(l.Code,{codeConfig:m,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"You are a helpful assistant that answers questions.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"Use markdown to format your answer, properly embedding images and urls.",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"History:",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"{memory}",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(t.p,{children:["The ",(0,s.jsx)(t.code,{children:"{memory}"})," code in the prompt creates a new input port in the component called ",(0,s.jsx)(t.strong,{children:"memory"}),".\nThe ",(0,s.jsx)(t.strong,{children:"Chat Memory"})," component is connected to this port to store chat messages from the ",(0,s.jsx)(t.strong,{children:"Playground"}),"."]}),"\n",(0,s.jsxs)(t.p,{children:["This gives the ",(0,s.jsx)(t.strong,{children:"OpenAI"})," component a memory of previous chat messages."]}),"\n",(0,s.jsx)(t.h2,{id:"run-the-memory-chatbot-flow",children:"Run the memory chatbot flow"}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["Open the ",(0,s.jsx)(t.strong,{children:"Playground"}),"."]}),"\n",(0,s.jsx)(t.li,{children:"Type multiple questions. For example, try entering this conversation:"}),"\n"]}),"\n",(0,s.jsx)(l.Code,{codeConfig:m,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"Hi, my name is Luca.",props:{}}]},{tokens:[{content:"Please tell me about PostgreSQL.",props:{}}]},{tokens:[{content:"What is my name?",props:{}}]},{tokens:[{content:"What is the second subject I asked you about?",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(t.p,{children:"The chatbot remembers your name and previous questions."}),"\n",(0,s.jsxs)(t.ol,{start:"3",children:["\n",(0,s.jsxs)(t.li,{children:["To view the ",(0,s.jsx)(t.strong,{children:"Message Logs"})," pane, click ",(0,s.jsx)(c.A,{name:"Ellipsis","aria-label":"Horizontal ellipsis"}),", and then click ",(0,s.jsx)(t.strong,{children:"Message Logs"}),".\nThe ",(0,s.jsx)(t.strong,{children:"Message Logs"})," pane displays all previous messages, with each conversation sorted by ",(0,s.jsx)(t.code,{children:"session_id"}),"."]}),"\n"]}),"\n",(0,s.jsx)(t.p,{children:(0,s.jsx)(t.img,{src:o(85629).A+"",width:"3250",height:"1778"})}),"\n",(0,s.jsx)(t.h2,{id:"use-session-id-with-the-memory-chatbot-flow",children:"Use Session ID with the memory chatbot flow"}),"\n",(0,s.jsxs)(t.p,{children:[(0,s.jsx)(t.code,{children:"session_id"})," is a unique identifier in Langflow that stores conversation sessions between the AI and a user. 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You can demonstrate this by modifying the ",(0,s.jsx)(t.strong,{children:"Session ID"})," value to switch between conversation histories."]}),"\n",(0,s.jsxs)(t.ol,{children:["\n",(0,s.jsxs)(t.li,{children:["In the ",(0,s.jsx)(t.strong,{children:"Session ID"})," field of the ",(0,s.jsx)(t.strong,{children:"Chat Memory"})," and ",(0,s.jsx)(t.strong,{children:"Chat Input"})," components, add a ",(0,s.jsx)(t.strong,{children:"Session ID"})," value like ",(0,s.jsx)(t.code,{children:"MySessionID"}),"."]}),"\n",(0,s.jsxs)(t.li,{children:["Now, once you send a new message the ",(0,s.jsx)(t.strong,{children:"Playground"}),", you should have a new memory created in the ",(0,s.jsx)(t.strong,{children:"Message Logs"})," pane."]}),"\n",(0,s.jsx)(t.li,{children:"Notice how your conversation is being stored in different memory sessions."}),"\n"]}),"\n",(0,s.jsxs)(t.p,{children:["Learn more about chat memories in the ",(0,s.jsx)(t.a,{href:"/components-memories",children:"Memory"})," section."]})]})}function u(e={}){const{wrapper:t}={...(0,r.R)(),...e.components};return t?(0,s.jsx)(t,{...e,children:(0,s.jsx)(g,{...e})}):g(e)}function x(e,t){throw new Error("Expected "+(t?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}},97829:(e,t,o)=>{o.d(t,{A:()=>n});const n=o.p+"assets/images/starter-flow-memory-chatbot-af37fecb79d125009712e4c1128bc461.png"}}]);
\ No newline at end of file
diff --git a/assets/js/e5eb12ce.9ef48378.js b/assets/js/e5eb12ce.9ef48378.js
new file mode 100644
index 0000000000..3438084e53
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+++ b/assets/js/e5eb12ce.9ef48378.js
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+"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[8977],{1272:(e,t,n)=>{n.d(t,{A:()=>o});const o=n.p+"assets/images/starter-flow-blog-writer-05ef4634a1c68dba46a1144f98116700.png"},8940:(e,t,n)=>{n.r(t),n.d(t,{CH:()=>a,assets:()=>l,chCodeConfig:()=>h,contentTitle:()=>d,default:()=>u,frontMatter:()=>c,metadata:()=>o,toc:()=>g});const o=JSON.parse('{"id":"Sample-Flows/blog-writer","title":"Blog writer","description":"Build a Blog Writer flow for a one-shot application using OpenAI.","source":"@site/docs/Sample-Flows/blog-writer.md","sourceDirName":"Sample-Flows","slug":"/blog-writer","permalink":"/blog-writer","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Blog writer","slug":"/blog-writer"},"sidebar":"docs","previous":{"title":"Simple agent","permalink":"/starter-projects-simple-agent"},"next":{"title":"Document QA","permalink":"/document-qa"}}');var r=n(74848),i=n(28453),s=n(24754);const c={title:"Blog writer",slug:"/blog-writer"},d=void 0,l={},a={annotations:s.hk,Code:s.Cy},h={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},g=[{value:"Prerequisites",id:"prerequisites",level:2},{value:"Create the blog writer flow",id:"create-the-blog-writer-flow",level:2},{value:"Run the blog writer flow",id:"run-the-blog-writer-flow",level:3}];function p(e){const t={a:"a",code:"code",h2:"h2",h3:"h3",img:"img",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,i.R)(),...e.components};return a||f("CH",!1),a.Code||f("CH.Code",!0),(0,r.jsxs)(r.Fragment,{children:[(0,r.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,r.jsx)(t.p,{children:"Build a Blog Writer flow for a one-shot application using OpenAI."}),"\n",(0,r.jsxs)(t.p,{children:["This flow extends the Basic Prompting flow with the ",(0,r.jsx)(t.strong,{children:"URL"})," and ",(0,r.jsx)(t.strong,{children:"Parse data"})," components that fetch content from multiple URLs and convert the loaded data into plain text."]}),"\n",(0,r.jsxs)(t.p,{children:["OpenAI uses this loaded data to generate a blog post, as instructed by the ",(0,r.jsx)(t.strong,{children:"Text input"})," component."]}),"\n",(0,r.jsx)(t.h2,{id:"prerequisites",children:"Prerequisites"}),"\n",(0,r.jsxs)(t.ul,{children:["\n",(0,r.jsx)(t.li,{children:(0,r.jsx)(t.a,{href:"/get-started-installation",children:"Langflow installed and running"})}),"\n",(0,r.jsx)(t.li,{children:(0,r.jsx)(t.a,{href:"https://platform.openai.com/",children:"OpenAI API key created"})}),"\n"]}),"\n",(0,r.jsx)(t.h2,{id:"create-the-blog-writer-flow",children:"Create the blog writer flow"}),"\n",(0,r.jsxs)(t.ol,{children:["\n",(0,r.jsxs)(t.li,{children:["From the Langflow dashboard, click ",(0,r.jsx)(t.strong,{children:"New Flow"}),"."]}),"\n",(0,r.jsxs)(t.li,{children:["Select ",(0,r.jsx)(t.strong,{children:"Blog Writer"}),"."]}),"\n",(0,r.jsxs)(t.li,{children:["The ",(0,r.jsx)(t.strong,{children:"Blog Writer"})," flow is created."]}),"\n"]}),"\n",(0,r.jsx)(t.p,{children:(0,r.jsx)(t.img,{src:n(1272).A+"",width:"2958",height:"1200"})}),"\n",(0,r.jsxs)(t.p,{children:["This flow creates a one-shot article generator with ",(0,r.jsx)(t.strong,{children:"Prompt"}),", ",(0,r.jsx)(t.strong,{children:"OpenAI"}),", and ",(0,r.jsx)(t.strong,{children:"Chat Output"})," components, augmented with reference content and instructions from the ",(0,r.jsx)(t.strong,{children:"URL"})," and ",(0,r.jsx)(t.strong,{children:"Text Input"})," components."]}),"\n",(0,r.jsxs)(t.p,{children:["The ",(0,r.jsx)(t.strong,{children:"URL"})," component extracts raw text and metadata from one or more web links.\nThe ",(0,r.jsx)(t.strong,{children:"Parse Data"})," component converts the data coming from the ",(0,r.jsx)(t.strong,{children:"URL"})," component into plain text to feed the prompt."]}),"\n",(0,r.jsxs)(t.p,{children:["To examine the flow's prompt, click the ",(0,r.jsx)(t.strong,{children:"Template"})," field of the ",(0,r.jsx)(t.strong,{children:"Prompt"})," component."]}),"\n",(0,r.jsx)(a.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"Reference 1:",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"{references}",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"---",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"{instructions}",props:{}}]},{tokens:[{content:"",props:{}}]},{tokens:[{content:"Blog:",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,r.jsxs)(t.p,{children:["The ",(0,r.jsx)(t.code,{children:"{instructions}"})," value is received from the ",(0,r.jsx)(t.strong,{children:"Text input"})," component, and one or more ",(0,r.jsx)(t.code,{children:"{references}"})," are received from a list of URLs parsed from the ",(0,r.jsx)(t.strong,{children:"URL"})," component."]}),"\n",(0,r.jsx)(t.h3,{id:"run-the-blog-writer-flow",children:"Run the blog writer flow"}),"\n",(0,r.jsxs)(t.ol,{children:["\n",(0,r.jsxs)(t.li,{children:["Click the ",(0,r.jsx)(t.strong,{children:"Playground"})," button, and then click ",(0,r.jsx)(t.strong,{children:"Run Flow"}),".\nA blog post about Langflow is generated, with content sourced from ",(0,r.jsx)(t.code,{children:"langflow.org"})," and ",(0,r.jsx)(t.code,{children:"docs.langflow.org"}),"."]}),"\n",(0,r.jsxs)(t.li,{children:["To write about something different, change the values in the ",(0,r.jsx)(t.strong,{children:"URL"})," component and adjust the instructions on the left side bar of the ",(0,r.jsx)(t.strong,{children:"Playground"}),". 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\ No newline at end of file
diff --git a/assets/js/e6c6a4d2.0d240253.js b/assets/js/e6c6a4d2.1e7f2785.js
similarity index 55%
rename from assets/js/e6c6a4d2.0d240253.js
rename to assets/js/e6c6a4d2.1e7f2785.js
index 47b1597531..58866b1c38 100644
--- a/assets/js/e6c6a4d2.0d240253.js
+++ b/assets/js/e6c6a4d2.1e7f2785.js
@@ -1 +1 @@
-"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[8504],{28453:(e,t,n)=>{n.d(t,{R:()=>a,x:()=>l});var s=n(96540);const i={},o=s.createContext(i);function a(e){const t=s.useContext(o);return s.useMemo((function(){return"function"==typeof e?e(t):{...t,...e}}),[t,e])}function l(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(i):e.components||i:a(e.components),s.createElement(o.Provider,{value:t},e.children)}},94910:(e,t,n)=>{n.r(t),n.d(t,{contentTitle:()=>l,default:()=>d,frontMatter:()=>a,metadata:()=>s,toc:()=>r});const s=JSON.parse('{"type":"api","id":"experimental-run-flow","title":"Experimental Run Flow","description":"","slug":"/experimental-run-flow","frontMatter":{},"api":{"tags":["Base"],"description":"Executes a specified flow by ID with optional input values, output selection, tweaks, and streaming capability.\\n\\nThis endpoint supports running flows with caching to enhance performance and efficiency.\\n\\n### Parameters:\\n- `flow_id` (str): The unique identifier of the flow to be executed.\\n- `inputs` (List[InputValueRequest], optional): A list of inputs specifying the input values and components\\n  for the flow. Each input can target specific components and provide custom values.\\n- `outputs` (List[str], optional): A list of output names to retrieve from the executed flow.\\n  If not provided, all outputs are returned.\\n- `tweaks` (Optional[Tweaks], optional): A dictionary of tweaks to customize the flow execution.\\n  The tweaks can be used to modify the flow\'s parameters and components.\\n  Tweaks can be overridden by the input values.\\n- `stream` (bool, optional): Specifies whether the results should be streamed. Defaults to False.\\n- `session_id` (Union[None, str], optional): An optional session ID to utilize existing session data for the flow\\n  execution.\\n- `api_key_user` (User): The user associated with the current API key. Automatically resolved from the API key.\\n\\n### Returns:\\nA `RunResponse` object containing the selected outputs (or all if not specified) of the executed flow\\nand the session ID.\\nThe structure of the response accommodates multiple inputs, providing a nested list of outputs for each input.\\n\\n### Raises:\\nHTTPException: Indicates issues with finding the specified flow, invalid input formats, or internal errors during\\nflow execution.\\n\\n### Example usage:\\n```json\\nPOST /run/{flow_id}\\nx-api-key: YOUR_API_KEY\\nPayload:\\n{\\n    \\"inputs\\": [\\n        {\\"components\\": [\\"component1\\"], \\"input_value\\": \\"value1\\"},\\n        {\\"components\\": [\\"component3\\"], \\"input_value\\": \\"value2\\"}\\n    ],\\n    \\"outputs\\": [\\"Component Name\\", \\"component_id\\"],\\n    \\"tweaks\\": {\\"parameter_name\\": \\"value\\", \\"Component Name\\": {\\"parameter_name\\": \\"value\\"}, \\"component_id\\": {\\"parameter_name\\": \\"value\\"}}\\n    \\"stream\\": false\\n}\\n```\\n\\nThis endpoint facilitates complex flow executions with customized inputs, outputs, and configurations,\\ncatering to diverse application requirements.","operationId":"experimental_run_flow_api_v1_run_advanced__flow_id__post","security":[{"API key query":[]},{"API key header":[]}],"parameters":[{"name":"flow_id","in":"path","required":true,"schema":{"type":"string","format":"uuid","title":"Flow Id"}}],"requestBody":{"content":{"application/json":{"schema":{"properties":{"inputs":{"anyOf":[{"items":{"properties":{"components":{"anyOf":[{"items":{"type":"string"},"type":"array"},{"type":"null"}],"title":"Components","default":[]},"input_value":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Input Value"},"session":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Session"},"type":{"anyOf":[{"type":"string","enum":["chat","text","any"]},{"type":"null"}],"title":"Type","description":"Defines on which components the input value should be applied. \'any\' applies to all input components.","default":"any"}},"additionalProperties":false,"type":"object","title":"InputValueRequest","examples":[{"components":["components_id","Component Name"],"input_value":"input_value","session":"session_id"},{"components":["Component Name"],"input_value":"input_value"},{"input_value":"input_value"},{"components":["Component Name"],"input_value":"input_value","session":"session_id"},{"input_value":"input_value","session":"session_id"},{"input_value":"input_value","type":"chat"},{"input_value":"{\\"key\\": \\"value\\"}","type":"json"}]},"type":"array"},{"type":"null"}],"title":"Inputs"},"outputs":{"anyOf":[{"items":{"type":"string"},"type":"array"},{"type":"null"}],"title":"Outputs"},"tweaks":{"anyOf":[{"additionalProperties":{"anyOf":[{"type":"string"},{"type":"object"}]},"type":"object","title":"Tweaks","description":"A dictionary of tweaks to adjust the flow\'s execution. 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e.languages.kotlin["class-name"];var t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}};e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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r,o=t.pendingProps,a=ti.current,l=!1,s=!!(128&t.flags);if((r=s)||(r=(null===e||null!==e.memoizedState)&&!!(2&a)),r?(l=!0,t.flags&=-129):null!==e&&null===e.memoizedState||(a|=1),Ao(ti,1&a),null===e)return pa(t),null!==(e=t.memoizedState)&&null!==(e=e.dehydrated)?(1&t.mode?"$!"===e.data?t.lanes=8:t.lanes=1073741824:t.lanes=1,null):(s=o.children,e=o.fallback,l?(o=t.mode,l=t.child,s={mode:"hidden",children:s},1&o||null===l?l=Mc(s,o,0,null):(l.childLanes=0,l.pendingProps=s),e=Lc(e,o,n,null),l.return=t,e.return=t,l.sibling=e,t.child=l,t.child.memoizedState=Ml(n),t.memoizedState=Ll,e):zl(t,s));if(null!==(a=e.memoizedState)&&null!==(r=a.dehydrated))return function(e,t,n,r,o,a,l){if(n)return 256&t.flags?(t.flags&=-257,Bl(e,t,l,r=pl(Error(i(422))))):null!==t.memoizedState?(t.child=e.child,t.flags|=128,null):(a=r.fallback,o=t.mode,r=Mc({mode:"visible",children:r.children},o,0,null),(a=Lc(a,o,l,null)).flags|=2,r.return=t,a.return=t,r.sibling=a,t.child=r,1&t.mode&&xa(t,e.child,null,l),t.child.memoizedState=Ml(l),t.memoizedState=Ll,a);if(!(1&t.mode))return Bl(e,t,l,null);if("$!"===o.data){if(r=o.nextSibling&&o.nextSibling.dataset)var s=r.dgst;return r=s,Bl(e,t,l,r=pl(a=Error(i(419)),r,void 0))}if(s=!!(l&e.childLanes),wl||s){if(null!==(r=Ps)){switch(l&-l){case 4:o=2;break;case 16:o=8;break;case 64:case 128:case 256:case 512:case 1024:case 2048:case 4096:case 8192:case 16384:case 32768:case 65536:case 131072:case 262144:case 524288:case 1048576:case 2097152:case 4194304:case 8388608:case 16777216:case 33554432:case 67108864:o=32;break;case 536870912:o=268435456;break;default:o=0}0!==(o=o&(r.suspendedLanes|l)?0:o)&&o!==a.retryLane&&(a.retryLane=o,La(e,o),rc(r,e,o,-1))}return 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e.languages.kotlin["class-name"];var t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}};e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete 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@@ -39,34 +39,33 @@
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         </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Tutorials</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Blog writer</span><meta itemprop="position" content="2"></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>Blog writer</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>
+      </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Sample flows</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Blog writer</span><meta itemprop="position" content="2"></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>Blog writer</h1></header><style>[data-ch-theme="github-dark"] {  --ch-t-colorScheme: dark;--ch-t-foreground: #c9d1d9;--ch-t-background: #0d1117;--ch-t-lighter-inlineBackground: #0d1117e6;--ch-t-editor-background: #0d1117;--ch-t-editor-foreground: #c9d1d9;--ch-t-editor-lineHighlightBackground: #6e76811a;--ch-t-editor-rangeHighlightBackground: #ffffff0b;--ch-t-editor-infoForeground: #3794FF;--ch-t-editor-selectionBackground: #264F78;--ch-t-focusBorder: #1f6feb;--ch-t-tab-activeBackground: #0d1117;--ch-t-tab-activeForeground: #c9d1d9;--ch-t-tab-inactiveBackground: #010409;--ch-t-tab-inactiveForeground: #8b949e;--ch-t-tab-border: #30363d;--ch-t-tab-activeBorder: #0d1117;--ch-t-editorGroup-border: #30363d;--ch-t-editorGroupHeader-tabsBackground: #010409;--ch-t-editorLineNumber-foreground: #6e7681;--ch-t-input-background: #0d1117;--ch-t-input-foreground: #c9d1d9;--ch-t-input-border: #30363d;--ch-t-icon-foreground: #8b949e;--ch-t-sideBar-background: #010409;--ch-t-sideBar-foreground: #c9d1d9;--ch-t-sideBar-border: #30363d;--ch-t-list-activeSelectionBackground: #6e768166;--ch-t-list-activeSelectionForeground: #c9d1d9;--ch-t-list-hoverBackground: #6e76811a;--ch-t-list-hoverForeground: #c9d1d9; }</style>
 <p>Build a Blog Writer flow for a one-shot application using OpenAI.</p>
 <p>This flow extends the Basic Prompting flow with the <strong>URL</strong> and <strong>Parse data</strong> components that fetch content from multiple URLs and convert the loaded data into plain text.</p>
 <p>OpenAI uses this loaded data to generate a blog post, as instructed by the <strong>Text input</strong> component.</p>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="899268e6c12c49b59215373a38287507">Prerequisites<a href="#899268e6c12c49b59215373a38287507" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites">​</a></h2>
-<hr>
+<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites">​</a></h2>
 <ul>
 <li><a href="/get-started-installation">Langflow installed and running</a></li>
 <li><a href="https://platform.openai.com/" target="_blank" rel="noopener noreferrer">OpenAI API key created</a></li>
 </ul>
-<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="0c1a9c65b7d640f693ec3aad963416ff">Create the blog writer flow<a href="#0c1a9c65b7d640f693ec3aad963416ff" class="hash-link" aria-label="Direct link to Create the blog writer flow" title="Direct link to Create the blog writer flow">​</a></h2>
+<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="create-the-blog-writer-flow">Create the blog writer flow<a href="#create-the-blog-writer-flow" class="hash-link" aria-label="Direct link to Create the blog writer flow" title="Direct link to Create the blog writer flow">​</a></h2>
 <ol>
-<li>From the Langflow dashboard, click <strong>New Flow</strong>.</li>
-<li>Select <strong>Blog Writer</strong>.</li>
-<li>The <strong>Blog Writer</strong> flow is created.</li>
+<li>From the Langflow dashboard, click <strong>New Flow</strong>.</li>
+<li>Select <strong>Blog Writer</strong>.</li>
+<li>The <strong>Blog Writer</strong> flow is created.</li>
 </ol>
 <p><img decoding="async" loading="lazy" src="/assets/images/starter-flow-blog-writer-05ef4634a1c68dba46a1144f98116700.png" width="2958" height="1200" class="img_ev3q"></p>
-<p>This flow creates a one-shot article generator with <strong>Prompt</strong>, <strong>OpenAI</strong>, and <strong>Chat Output</strong> components, augmented with reference content and instructions from the <strong>URL</strong> and <strong>Text Input</strong> components.</p>
+<p>This flow creates a one-shot article generator with <strong>Prompt</strong>, <strong>OpenAI</strong>, and <strong>Chat Output</strong> components, augmented with reference content and instructions from the <strong>URL</strong> and <strong>Text Input</strong> components.</p>
 <p>The <strong>URL</strong> component extracts raw text and metadata from one or more web links.
 The <strong>Parse Data</strong> component converts the data coming from the <strong>URL</strong> component into plain text to feed the prompt.</p>
-<p>To examine the flow&#x27;s prompt, click the <strong>Template</strong> field of the <strong>Prompt</strong> component.</p>
+<p>To examine the flow&#x27;s prompt, click the <strong>Template</strong> field of the <strong>Prompt</strong> component.</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>Reference 1:</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>{references}</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><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>{instructions}</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>Blog:</span></div></div><br></code></div></div>
-<p>The <code>{instructions}</code> value is received from the <strong>Text input</strong> component, and one or more <code>{references}</code> are received from a list of URLs parsed from the <strong>URL</strong> component.</p>
-<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="b93be7a567f5400293693b31b8d0f81a">Run the blog writer flow<a href="#b93be7a567f5400293693b31b8d0f81a" class="hash-link" aria-label="Direct link to Run the blog writer flow" title="Direct link to Run the blog writer flow">​</a></h3>
+<p>The <code>{instructions}</code> value is received from the <strong>Text input</strong> component, and one or more <code>{references}</code> are received from a list of URLs parsed from the <strong>URL</strong> component.</p>
+<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="run-the-blog-writer-flow">Run the blog writer flow<a href="#run-the-blog-writer-flow" class="hash-link" aria-label="Direct link to Run the blog writer flow" title="Direct link to Run the blog writer flow">​</a></h3>
 <ol>
-<li>Click the <strong>Playground</strong> button. Here you can chat with the AI that has access to the <strong>URL</strong> content.</li>
-<li>Click the <strong>Lighting Bolt</strong> icon to run it.</li>
-<li>To write about something different, change the values in the <strong>URL</strong> component and adjust the instructions on the left side bar of the <strong>Playground</strong>. Try again and see what the LLM constructs.</li>
-</ol></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/starter-projects-simple-agent"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Simple agent</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/tutorials-document-qa"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Document QA</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="#899268e6c12c49b59215373a38287507" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#0c1a9c65b7d640f693ec3aad963416ff" class="table-of-contents__link toc-highlight">Create the blog writer flow</a><ul><li><a href="#b93be7a567f5400293693b31b8d0f81a" class="table-of-contents__link toc-highlight">Run the blog writer flow</a></li></ul></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
+<li>Click the <strong>Playground</strong> button, and then click <strong>Run Flow</strong>.
+A blog post about Langflow is generated, with content sourced from <code>langflow.org</code> and <code>docs.langflow.org</code>.</li>
+<li>To write about something different, change the values in the <strong>URL</strong> component and adjust the instructions on the left side bar of the <strong>Playground</strong>. Try again and see what the LLM constructs.</li>
+</ol></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/starter-projects-simple-agent"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Simple agent</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/document-qa"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Document QA</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#create-the-blog-writer-flow" class="table-of-contents__link toc-highlight">Create the blog writer flow</a><ul><li><a href="#run-the-blog-writer-flow" class="table-of-contents__link toc-highlight">Run the blog writer flow</a></li></ul></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
 </body>
 </html>
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diff --git a/components-agents.html b/components-agents.html
index a4c5be512f..e0bf7c8b00 100644
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+++ b/components-agents.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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diff --git a/components-bundle-components.html b/components-bundle-components.html
index a87a5190d5..6f3cfcc6fa 100644
--- a/components-bundle-components.html
+++ b/components-bundle-components.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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index 37e93c0db3..6a01264ff4 100644
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diff --git a/components-embedding-models.html b/components-embedding-models.html
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diff --git a/components-io.html b/components-io.html
index 7413943715..d32d7411ea 100644
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index 754df8d2aa..7463fbfd43 100644
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diff --git a/components-processing.html b/components-processing.html
index 863c5e4973..574843d8ac 100644
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index 8d5d73e22f..b72f6f3eac 100644
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@@ -51,7 +51,7 @@
 <p>This prompt creates a &quot;personality&quot; for your LLM&#x27;s chat interactions, but it doesn&#x27;t include variables that you may find useful when templating prompts.</p>
 <p>To modify the prompt template, in the <strong>Prompt</strong> component, click the <strong>Template</strong> field. For example, the <code>{context}</code> variable gives the LLM model access to embedded vector data to return better answers.</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>Given the context</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>{context}</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Answer the question</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>{user_question}</span></div></div><br></code></div></div>
-<p>When variables are added to a prompt template, new fields are automatically created in the component. These fields can be connected to receive text input from other components to automate prompting, or to output instructions to other components. An example of prompts controlling agents behavior is available in the <a href="/tutorials-sequential-agent">sequential tasks agent starter flow</a>.</p>
+<p>When variables are added to a prompt template, new fields are automatically created in the component. These fields can be connected to receive text input from other components to automate prompting, or to output instructions to other components. An example of prompts controlling agents behavior is available in the <a href="/sequential-agent">sequential tasks agent starter flow</a>.</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>
 <table><thead><tr><th>Name</th><th>Display Name</th><th>Info</th></tr></thead><tbody><tr><td>template</td><td>Template</td><td>Create a prompt template with dynamic variables.</td></tr></tbody></table>
 <h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="outputs">Outputs<a href="#outputs" class="hash-link" aria-label="Direct link to Outputs" title="Direct link to Outputs">​</a></h3>
diff --git a/components-tools.html b/components-tools.html
index 87e5c57d60..c9a3cfe922 100644
--- a/components-tools.html
+++ b/components-tools.html
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@@ -31,7 +31,7 @@
 
 
 
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diff --git a/components-vector-stores.html b/components-vector-stores.html
index 60eb2683ab..d8f5c7700a 100644
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+++ b/components-vector-stores.html
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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">Contributing</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="/luna-for-langflow">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">
@@ -58,7 +58,7 @@ The file is uploaded to Langflow.</li>
 <li>To select a document to load, in the <strong>File</strong> component, click the <strong>Select files</strong> button.</li>
 <li>Select a file to upload, and then click <strong>Select file</strong>. The loaded file name appears in the component.</li>
 </ol>
-<p>For an example of using the <strong>File</strong> component in a flow, see the <a href="/tutorials-document-qa">Document QA tutorial project</a>.</p>
+<p>For an example of using the <strong>File</strong> component in a flow, see the <a href="/document-qa">Document QA tutorial project</a>.</p>
 <div class="theme-admonition theme-admonition-note admonition_xJq3 alert alert--secondary"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_BuS1"><p>If you prefer a one-time upload, the <a href="/components-data#file">File</a> component still allows one-time uploads directly from your local machine.</p></div></div>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="supported-file-types">Supported file types<a href="#supported-file-types" class="hash-link" aria-label="Direct link to Supported file types" title="Direct link to Supported file types">​</a></h2>
 <p>The maximum supported file size is 100 MB.</p>
diff --git a/concepts-flows.html b/concepts-flows.html
index 62e3a158e7..dae0ff12da 100644
--- a/concepts-flows.html
+++ b/concepts-flows.html
@@ -22,8 +22,8 @@
 
 
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
 </head>
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 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
@@ -31,7 +31,7 @@
 
 
 
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diff --git a/concepts-objects.html b/concepts-objects.html
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aria-expanded="false" href="/develop-overview">Develop</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="/deployment-overview">Deployment</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="/api">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">Contributing</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="/luna-for-langflow">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">
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@@ -141,6 +141,6 @@
 <li><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-label="Gear icon"><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</strong>, <strong>Shortcuts</strong>, and <strong>Messages</strong>.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/tutorials-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-and-folders" class="table-of-contents__link toc-highlight">Projects and folders</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><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
+<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-label="Gear icon"><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</strong>, <strong>Shortcuts</strong>, and <strong>Messages</strong>.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" 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-and-folders" class="table-of-contents__link toc-highlight">Projects and folders</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><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
 </body>
 </html>
\ No newline at end of file
diff --git a/concepts-playground.html b/concepts-playground.html
index c51f8a8e83..e2a1e02e01 100644
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diff --git a/configuration-authentication.html b/configuration-authentication.html
index 5d43b6c8b4..cf4c6786d9 100644
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diff --git a/configuration-custom-database.html b/configuration-custom-database.html
index 163bc2549e..e2f91201ff 100644
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diff --git a/contributing-community.html b/contributing-community.html
index 42d278bec0..5c53f10e05 100644
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diff --git a/contributing-telemetry.html b/contributing-telemetry.html
index 97f628d6ca..3e76fce5f5 100644
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diff --git a/deployment-railway.html b/deployment-railway.html
index d32fa41250..67d29a9207 100644
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index f84c8bba4d..b6a559182c 100644
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diff --git a/tutorials-document-qa.html b/document-qa.html
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           </div>
         </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Tutorials</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Document QA</span><meta itemprop="position" content="2"></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>Document QA</h1></header><p>Build a question-and-answer chatbot with a document loaded from local memory.</p>
+      </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Sample flows</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Document QA</span><meta itemprop="position" content="2"></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>Document QA</h1></header><p>Build a question-and-answer chatbot with a document loaded from local memory.</p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites">​</a></h2>
 <ul>
 <li><a href="/get-started-installation">Langflow installed and running</a></li>
@@ -65,6 +65,6 @@
 <li>
 <p>Click the <strong>Playground</strong> button. Enter a question about the loaded document&#x27;s content. You should receive a contextual response indicating that the AI has read your document.</p>
 </li>
-</ol></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/tutorials-blog-writer"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Blog writer</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/tutorials-memory-chatbot"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Memory chatbot</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#create-the-document-qa-flow" class="table-of-contents__link toc-highlight">Create the document QA flow</a><ul><li><a href="#run-the-document-qa-flow" class="table-of-contents__link toc-highlight">Run the document QA flow</a></li></ul></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
+</ol></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/blog-writer"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Blog writer</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/memory-chatbot"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Memory chatbot</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#create-the-document-qa-flow" class="table-of-contents__link toc-highlight">Create the document QA flow</a><ul><li><a href="#run-the-document-qa-flow" class="table-of-contents__link toc-highlight">Run the document QA flow</a></li></ul></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
 </body>
 </html>
\ No newline at end of file
diff --git a/environment-variables.html b/environment-variables.html
index 785a86af04..03f84415e0 100644
--- a/environment-variables.html
+++ b/environment-variables.html
@@ -22,8 +22,8 @@
 
 
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap"><link rel="stylesheet" href="/assets/css/styles.b2eb940a.css">
-<script src="/assets/js/runtime~main.c6019068.js" defer="defer"></script>
-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
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index 99066c924e..2d0216f235 100644
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diff --git a/index.html b/index.html
index 7dc9932149..7e83321573 100644
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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="/luna-for-langflow">Support</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 sidebar-ad">
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@@ -48,9 +48,9 @@
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="use-cases">Use cases<a href="#use-cases" class="hash-link" aria-label="Direct link to Use cases" title="Direct link to Use cases">​</a></h2>
 <p>Langflow can be used for a wide range of AI applications, including:</p>
 <ul>
-<li><a href="/tutorials-memory-chatbot">Craft intelligent chatbots</a></li>
-<li><a href="/tutorials-document-qa">Build document analysis systems</a></li>
-<li><a href="/tutorials-blog-writer">Generate compelling content</a></li>
+<li><a href="/memory-chatbot">Craft intelligent chatbots</a></li>
+<li><a href="/document-qa">Build document analysis systems</a></li>
+<li><a href="/blog-writer">Generate compelling content</a></li>
 <li><a href="/starter-projects-simple-agent">Orchestrate multi-agent applications</a></li>
 </ul>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="community-and-support">Community and support<a href="#community-and-support" class="hash-link" aria-label="Direct link to Community and support" title="Direct link to Community and support">​</a></h2>
diff --git a/install-custom-dependencies.html b/install-custom-dependencies.html
index 249fb7f30a..5690404238 100644
--- a/install-custom-dependencies.html
+++ b/install-custom-dependencies.html
@@ -22,8 +22,8 @@
 
 
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diff --git a/integrations-langwatch.html b/integrations-langwatch.html
index 28f13c2d4c..a3d633a820 100644
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href="/mcp-component-astra">Connect an Astra DB MCP server to Langflow</a></li></ul></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/integrations-opik">Opik</a></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 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" tabindex="0" href="/integrations/notion/setup">Notion</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 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" tabindex="0" href="/integrations-nvidia-ingest">NVIDIA</a></div></li></ul></li><li class="theme-doc-sidebar-item-category 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href="/luna-for-langflow">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">
@@ -96,7 +96,7 @@ Your new tools are available in your chat window. Click the tools icon to see a
 <p>MCP clients like Claude for Desktop and Cursor &quot;see&quot; Langflow as a single MCP server, with <strong>all</strong> of your flows listed as tools.</p>
 <p>This can confuse agents, who don&#x27;t know that flow <code>adbbf8c7-0a34-493b-90ea-5e8b42f78b66</code> is a Document Q&amp;A flow for a specific text file.
 To prevent this behavior, name and describe your flows clearly for agentic use. Imagine your names and descriptions as function names and code comments, with a clear statement of what problem they solve.</p>
-<p>For example, you have created a <a href="/tutorials-document-qa">Document Q&amp;A</a> flow that loads a sample resume for an LLM to chat with, and you want Cursor to use the tool.</p>
+<p>For example, you have created a <a href="/document-qa">Document Q&amp;A</a> flow that loads a sample resume for an LLM to chat with, and you want Cursor to use the tool.</p>
 <ol>
 <li>Click <strong>Flow name</strong>, and then select <strong>Edit Details</strong>.</li>
 <li>The <strong>Name</strong> field should make it clear what the flow does, both to a user and to the agent. For example, name it <code>Document QA for Resume</code>.</li>
diff --git a/integrations-nvidia-ingest-wsl2.html b/integrations-nvidia-ingest-wsl2.html
index ef85c38c5f..6ff82229f9 100644
--- a/integrations-nvidia-ingest-wsl2.html
+++ b/integrations-nvidia-ingest-wsl2.html
@@ -22,8 +22,8 @@
 
 
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap"><link rel="stylesheet" href="/assets/css/styles.b2eb940a.css">
-<script src="/assets/js/runtime~main.c6019068.js" defer="defer"></script>
-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
@@ -31,7 +31,7 @@
 
 
 
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diff --git a/logging.html b/logging.html
index 4393050bd4..465b95b64b 100644
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href="/deployment-overview">Deployment</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="/api">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">Contributing</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="/luna-for-langflow">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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@@ -39,7 +39,7 @@
             <span class="sidebar-ad-text sidebar-ad-text-gradient">Sign up for DataStax Langflow</span>
           </div>
         </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Tutorials</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Math agent</span><meta itemprop="position" content="2"></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>Math agent</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>
+      </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Sample flows</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Math agent</span><meta itemprop="position" content="2"></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>Math agent</h1></header><style>[data-ch-theme="github-dark"] {  --ch-t-colorScheme: dark;--ch-t-foreground: #c9d1d9;--ch-t-background: #0d1117;--ch-t-lighter-inlineBackground: #0d1117e6;--ch-t-editor-background: #0d1117;--ch-t-editor-foreground: #c9d1d9;--ch-t-editor-lineHighlightBackground: #6e76811a;--ch-t-editor-rangeHighlightBackground: #ffffff0b;--ch-t-editor-infoForeground: #3794FF;--ch-t-editor-selectionBackground: #264F78;--ch-t-focusBorder: #1f6feb;--ch-t-tab-activeBackground: #0d1117;--ch-t-tab-activeForeground: #c9d1d9;--ch-t-tab-inactiveBackground: #010409;--ch-t-tab-inactiveForeground: #8b949e;--ch-t-tab-border: #30363d;--ch-t-tab-activeBorder: #0d1117;--ch-t-editorGroup-border: #30363d;--ch-t-editorGroupHeader-tabsBackground: #010409;--ch-t-editorLineNumber-foreground: #6e7681;--ch-t-input-background: #0d1117;--ch-t-input-foreground: #c9d1d9;--ch-t-input-border: #30363d;--ch-t-icon-foreground: #8b949e;--ch-t-sideBar-background: #010409;--ch-t-sideBar-foreground: #c9d1d9;--ch-t-sideBar-border: #30363d;--ch-t-list-activeSelectionBackground: #6e768166;--ch-t-list-activeSelectionForeground: #c9d1d9;--ch-t-list-hoverBackground: #6e76811a;--ch-t-list-hoverForeground: #c9d1d9; }</style>
 <!-- -->
 <p>Build a <strong>Math Agent</strong> flow for an agentic application using the <strong>Tool-calling agent</strong> component.</p>
 <p>In this flow, the <strong>Tool-calling agent</strong> reasons using an <strong>Open AI</strong> LLM to solve math problems.
@@ -69,6 +69,6 @@ It selects the <strong>Calculator</strong> tool for simpler math and the <strong
 </ol>
 <div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>The equation 24x2+25x−47ax−2=−8x−3−53ax−2 is true for all values of x≠2a, where a is a constant.</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>What is the value of a?</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>A) -16</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>B) -3</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>C) 3</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>D) 16</span></div></div><br></code></div></div>
 <p>The agent should respond with <code>B</code>.</p>
-<p>Now that your query has completed the journey from <strong>Chat input</strong> to <strong>Chat output</strong>, you have completed the <strong>Math Agent</strong> flow.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/tutorials-memory-chatbot"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Memory chatbot</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/tutorials-sequential-agent"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Sequential tasks agent</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#open-langflow-and-start-a-new-flow" class="table-of-contents__link toc-highlight">Open Langflow and start a new flow</a></li><li><a href="#math-agent-flow" class="table-of-contents__link toc-highlight">Math Agent flow</a></li><li><a href="#run-the-math-agent-flow" class="table-of-contents__link toc-highlight">Run the Math Agent flow</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
+<p>Now that your query has completed the journey from <strong>Chat input</strong> to <strong>Chat output</strong>, you have completed the <strong>Math Agent</strong> flow.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/memory-chatbot"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Memory chatbot</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/sequential-agent"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Sequential tasks agent</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#open-langflow-and-start-a-new-flow" class="table-of-contents__link toc-highlight">Open Langflow and start a new flow</a></li><li><a href="#math-agent-flow" class="table-of-contents__link toc-highlight">Math Agent flow</a></li><li><a href="#run-the-math-agent-flow" class="table-of-contents__link toc-highlight">Run the Math Agent flow</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
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diff --git a/mcp-component-astra.html b/mcp-component-astra.html
index ab76409c78..0f1e9d8506 100644
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+++ b/mcp-component-astra.html
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href="/contributing-community">Contributing</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="/luna-for-langflow">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">
@@ -39,9 +39,9 @@
             <span class="sidebar-ad-text sidebar-ad-text-gradient">Sign up for DataStax Langflow</span>
           </div>
         </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Tutorials</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Memory chatbot</span><meta itemprop="position" content="2"></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>Memory chatbot</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>
+      </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Sample flows</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Memory chatbot</span><meta itemprop="position" content="2"></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>Memory chatbot</h1></header><style>[data-ch-theme="github-dark"] {  --ch-t-colorScheme: dark;--ch-t-foreground: #c9d1d9;--ch-t-background: #0d1117;--ch-t-lighter-inlineBackground: #0d1117e6;--ch-t-editor-background: #0d1117;--ch-t-editor-foreground: #c9d1d9;--ch-t-editor-lineHighlightBackground: #6e76811a;--ch-t-editor-rangeHighlightBackground: #ffffff0b;--ch-t-editor-infoForeground: #3794FF;--ch-t-editor-selectionBackground: #264F78;--ch-t-focusBorder: #1f6feb;--ch-t-tab-activeBackground: #0d1117;--ch-t-tab-activeForeground: #c9d1d9;--ch-t-tab-inactiveBackground: #010409;--ch-t-tab-inactiveForeground: #8b949e;--ch-t-tab-border: #30363d;--ch-t-tab-activeBorder: #0d1117;--ch-t-editorGroup-border: #30363d;--ch-t-editorGroupHeader-tabsBackground: #010409;--ch-t-editorLineNumber-foreground: #6e7681;--ch-t-input-background: #0d1117;--ch-t-input-foreground: #c9d1d9;--ch-t-input-border: #30363d;--ch-t-icon-foreground: #8b949e;--ch-t-sideBar-background: #010409;--ch-t-sideBar-foreground: #c9d1d9;--ch-t-sideBar-border: #30363d;--ch-t-list-activeSelectionBackground: #6e768166;--ch-t-list-activeSelectionForeground: #c9d1d9;--ch-t-list-hoverBackground: #6e76811a;--ch-t-list-hoverForeground: #c9d1d9; }</style>
 <!-- -->
-<p>This flow extends the <a href="/starter-projects-basic-prompting">basic prompting flow</a> with a <strong>Chat memory</strong> component that stores up to 100 previous chat messages and uses them to provide context for the current conversation.</p>
+<p>This flow extends the <a href="/starter-projects-basic-prompting">basic prompting flow</a> with a <strong>Chat memory</strong> component that stores up to 100 previous chat messages and uses them to provide context for the current conversation.</p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites">​</a></h2>
 <ul>
 <li><a href="/get-started-installation">Langflow installed and running</a></li>
@@ -49,19 +49,19 @@
 </ul>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="create-the-memory-chatbot-flow">Create the memory chatbot flow<a href="#create-the-memory-chatbot-flow" class="hash-link" aria-label="Direct link to Create the memory chatbot flow" title="Direct link to Create the memory chatbot flow">​</a></h2>
 <ol>
-<li>From the Langflow dashboard, click <strong>New Flow</strong>.</li>
-<li>Select <strong>Memory Chatbot</strong>.</li>
-<li>The <strong>Memory Chatbot</strong> flow is created.</li>
+<li>From the Langflow dashboard, click <strong>New Flow</strong>.</li>
+<li>Select <strong>Memory Chatbot</strong>.</li>
+<li>The <strong>Memory Chatbot</strong> flow is created.</li>
 </ol>
 <p><img decoding="async" loading="lazy" src="/assets/images/starter-flow-memory-chatbot-af37fecb79d125009712e4c1128bc461.png" width="2662" height="1372" class="img_ev3q"></p>
-<p>This flow adds a <strong>Chat Memory</strong> component to the Basic Prompting flow.
-This component retrieves previous messages and sends them to the <strong>Prompt</strong> component to fill a part of the <strong>Template</strong> with context.</p>
+<p>This flow adds a <strong>Chat Memory</strong> component to the Basic Prompting flow.
+This component retrieves previous messages and sends them to the <strong>Prompt</strong> component to fill a part of the <strong>Template</strong> with context.</p>
 <p>To examine the template, click the <strong>Template</strong> field in the <strong>Prompt</strong> component.
 The <strong>Prompt</strong> tells the <strong>OpenAI model</strong> component how to respond to input.</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>You are a helpful assistant that answers questions.</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>Use markdown to format your answer, properly embedding images and urls.</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>History:</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>{memory}</span></div></div><br></code></div></div>
 <p>The <code>{memory}</code> code in the prompt creates a new input port in the component called <strong>memory</strong>.
 The <strong>Chat Memory</strong> component is connected to this port to store chat messages from the <strong>Playground</strong>.</p>
-<p>This gives the <strong>OpenAI</strong> component a memory of previous chat messages.</p>
+<p>This gives the <strong>OpenAI</strong> component a memory of previous chat messages.</p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="run-the-memory-chatbot-flow">Run the memory chatbot flow<a href="#run-the-memory-chatbot-flow" class="hash-link" aria-label="Direct link to Run the memory chatbot flow" title="Direct link to Run the memory chatbot flow">​</a></h2>
 <ol>
 <li>Open the <strong>Playground</strong>.</li>
@@ -70,18 +70,18 @@ The <strong>Chat Memory</strong> component is connected to this port to store ch
 <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>Hi, my name is Luca.</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Please tell me about PostgreSQL.</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>What is my name?</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>What is the second subject I asked you about?</span></div></div><br></code></div></div>
 <p>The chatbot remembers your name and previous questions.</p>
 <ol start="3">
-<li>To view the <strong>Message Logs</strong> pane, 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-label="Horizontal ellipsis"><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>, and then click <strong>Message Logs</strong>.
+<li>To view the <strong>Message Logs</strong> pane, 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-label="Horizontal ellipsis"><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>, and then click <strong>Message Logs</strong>.
 The <strong>Message Logs</strong> pane displays all previous messages, with each conversation sorted by <code>session_id</code>.</li>
 </ol>
 <p><img decoding="async" loading="lazy" src="/assets/images/messages-logs-aec5213dc668ee51c2a40eab2ba0718c.png" width="3250" height="1778" class="img_ev3q"></p>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="use-session-id-with-the-memory-chatbot-flow">Use Session ID with the memory chatbot flow<a href="#use-session-id-with-the-memory-chatbot-flow" class="hash-link" aria-label="Direct link to Use Session ID with the memory chatbot flow" title="Direct link to Use Session ID with the memory chatbot flow">​</a></h2>
-<p><code>session_id</code> is a unique identifier in Langflow that stores conversation sessions between the AI and a user. A <code>session_id</code> is created when a conversation is initiated, and then associated with all subsequent messages during that session.</p>
-<p>In the <strong>Memory Chatbot</strong> flow you created, the <strong>Chat Memory</strong> component references past interactions by <strong>Session ID</strong>. You can demonstrate this by modifying the <strong>Session ID</strong> value to switch between conversation histories.</p>
+<p><code>session_id</code> is a unique identifier in Langflow that stores conversation sessions between the AI and a user. A <code>session_id</code> is created when a conversation is initiated, and then associated with all subsequent messages during that session.</p>
+<p>In the <strong>Memory Chatbot</strong> flow you created, the <strong>Chat Memory</strong> component references past interactions by <strong>Session ID</strong>. You can demonstrate this by modifying the <strong>Session ID</strong> value to switch between conversation histories.</p>
 <ol>
-<li>In the <strong>Session ID</strong> field of the <strong>Chat Memory</strong> and <strong>Chat Input</strong> components, add a <strong>Session ID</strong> value like <code>MySessionID</code>.</li>
-<li>Now, once you send a new message the <strong>Playground</strong>, you should have a new memory created in the <strong>Message Logs</strong> pane.</li>
+<li>In the <strong>Session ID</strong> field of the <strong>Chat Memory</strong> and <strong>Chat Input</strong> components, add a <strong>Session ID</strong> value like <code>MySessionID</code>.</li>
+<li>Now, once you send a new message the <strong>Playground</strong>, you should have a new memory created in the <strong>Message Logs</strong> pane.</li>
 <li>Notice how your conversation is being stored in different memory sessions.</li>
 </ol>
-<p>Learn more about chat memories in the <a href="/components-memories">Memory</a> section.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/tutorials-document-qa"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Document QA</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/tutorials-math-agent"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Math agent</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#create-the-memory-chatbot-flow" class="table-of-contents__link toc-highlight">Create the memory chatbot flow</a></li><li><a href="#run-the-memory-chatbot-flow" class="table-of-contents__link toc-highlight">Run the memory chatbot flow</a></li><li><a href="#use-session-id-with-the-memory-chatbot-flow" class="table-of-contents__link toc-highlight">Use Session ID with the memory chatbot flow</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
+<p>Learn more about chat memories in the <a href="/components-memories">Memory</a> section.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/document-qa"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Document QA</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/math-agent"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Math agent</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#create-the-memory-chatbot-flow" class="table-of-contents__link toc-highlight">Create the memory chatbot flow</a></li><li><a href="#run-the-memory-chatbot-flow" class="table-of-contents__link toc-highlight">Run the memory chatbot flow</a></li><li><a href="#use-session-id-with-the-memory-chatbot-flow" class="table-of-contents__link toc-highlight">Use Session ID with the memory chatbot flow</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
 </body>
 </html>
\ No newline at end of file
diff --git a/memory.html b/memory.html
index 77b6c9efcb..e6767ec2f5 100644
--- a/memory.html
+++ b/memory.html
@@ -22,8 +22,8 @@
 
 
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap"><link rel="stylesheet" href="/assets/css/styles.b2eb940a.css">
-<script src="/assets/js/runtime~main.c6019068.js" defer="defer"></script>
-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
@@ -31,7 +31,7 @@
 
 
 
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         <a href="https://astra.datastax.com/signup?type=langflow" target="_blank" class="menu__link">
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@@ -63,7 +63,7 @@
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="store-messages-in-local-memory">Store messages in local memory<a href="#store-messages-in-local-memory" class="hash-link" aria-label="Direct link to Store messages in local memory" title="Direct link to Store messages in local memory">​</a></h2>
 <p>To store messages in local Langflow memory, add a <a href="/components-helpers#message-store">Message store</a> component to your flow.</p>
 <p>To retrieve messages from local Langflow memory, add a <a href="/components-helpers#message-history">Message history</a> component to your flow.</p>
-<p>For an example of using local chat memory, see the <a href="/tutorials-memory-chatbot">Memory chatbot</a> starter flow.</p>
+<p>For an example of using local chat memory, see the <a href="/memory-chatbot">Memory chatbot</a> starter flow.</p>
 <p>To store or retrieve chat messages from external memory, connect the <strong>External memory</strong> port of the <strong>Message store</strong> or <strong>Message history</strong> component to a <strong>Memory</strong> component, like the <a href="/components-memories#astradbchatmemory-component">Astra DB chat memory</a> component. An example flow looks like this:</p>
 <p><img decoding="async" loading="lazy" alt="Sample Flow storing Chat Memory in AstraDB" src="/assets/images/astra_db_chat_memory_rounded-9746ca2bb69d3b07ac0a071f4b9471b3.png" width="3178" height="1228" class="img_ev3q"></p>
 <p>If external storage is connected to a memory helper component, no chat messages are stored in local Langflow memory.</p>
diff --git a/search.html b/search.html
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diff --git a/tutorials-sequential-agent.html b/sequential-agent.html
similarity index 62%
rename from tutorials-sequential-agent.html
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href="/deployment-overview">Deployment</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="/api">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">Contributing</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="/luna-for-langflow">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">
@@ -39,7 +39,7 @@
             <span class="sidebar-ad-text sidebar-ad-text-gradient">Sign up for DataStax Langflow</span>
           </div>
         </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Tutorials</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Sequential tasks agent</span><meta itemprop="position" content="2"></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>Sequential tasks agent</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>
+      </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Sample flows</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Sequential tasks agent</span><meta itemprop="position" content="2"></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>Sequential tasks agent</h1></header><style>[data-ch-theme="github-dark"] {  --ch-t-colorScheme: dark;--ch-t-foreground: #c9d1d9;--ch-t-background: #0d1117;--ch-t-lighter-inlineBackground: #0d1117e6;--ch-t-editor-background: #0d1117;--ch-t-editor-foreground: #c9d1d9;--ch-t-editor-lineHighlightBackground: #6e76811a;--ch-t-editor-rangeHighlightBackground: #ffffff0b;--ch-t-editor-infoForeground: #3794FF;--ch-t-editor-selectionBackground: #264F78;--ch-t-focusBorder: #1f6feb;--ch-t-tab-activeBackground: #0d1117;--ch-t-tab-activeForeground: #c9d1d9;--ch-t-tab-inactiveBackground: #010409;--ch-t-tab-inactiveForeground: #8b949e;--ch-t-tab-border: #30363d;--ch-t-tab-activeBorder: #0d1117;--ch-t-editorGroup-border: #30363d;--ch-t-editorGroupHeader-tabsBackground: #010409;--ch-t-editorLineNumber-foreground: #6e7681;--ch-t-input-background: #0d1117;--ch-t-input-foreground: #c9d1d9;--ch-t-input-border: #30363d;--ch-t-icon-foreground: #8b949e;--ch-t-sideBar-background: #010409;--ch-t-sideBar-foreground: #c9d1d9;--ch-t-sideBar-border: #30363d;--ch-t-list-activeSelectionBackground: #6e768166;--ch-t-list-activeSelectionForeground: #c9d1d9;--ch-t-list-hoverBackground: #6e76811a;--ch-t-list-hoverForeground: #c9d1d9; }</style>
 <p>Build a <strong>Sequential Tasks Agent</strong> flow for a multi-agent application using multiple <strong>Agent</strong> components.</p>
 <p>Each agent has an LLM model and a unique set of tools at its disposal, with <strong>Prompt</strong> components connected to the <strong>Agent Instructions</strong> fields to control the agent&#x27;s behavior. For example, the <strong>Researcher Agent</strong> has a <strong>Tavily AI Search</strong> component connected as a tool. The <strong>Prompt</strong> instructs the agent how to answer your query, format the response, and pass the query and research results on to the next agent in the flow.</p>
 <p>Each successive agent in the flow builds on the work of the previous agent, creating a chain of reasoning for solving complex problems.</p>
@@ -77,6 +77,6 @@ This opens a starter template with the necessary components to run the flow.</li
 <li>Ask similar questions to see how the agents use the tools to answer your queries.</li>
 </ol>
 <h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="next-steps">Next steps<a href="#next-steps" class="hash-link" aria-label="Direct link to Next steps" title="Direct link to Next steps">​</a></h2>
-<p>To create your own multi-agent flow, see <a href="/agents-tool-calling-agent-component">Create a problem solving agent</a>.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/tutorials-math-agent"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Math agent</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/tutorials-travel-planning-agent"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Travel planning agent</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#open-langflow-and-create-a-new-flow" class="table-of-contents__link toc-highlight">Open Langflow and create a new flow</a></li><li><a href="#run-the-sequential-tasks-agent-flow" class="table-of-contents__link toc-highlight">Run the Sequential Tasks Agent flow</a></li><li><a href="#next-steps" class="table-of-contents__link toc-highlight">Next steps</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
+<p>To create your own multi-agent flow, see <a href="/agents-tool-calling-agent-component">Create a problem solving agent</a>.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/math-agent"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Math agent</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/travel-planning-agent"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Travel planning agent</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#open-langflow-and-create-a-new-flow" class="table-of-contents__link toc-highlight">Open Langflow and create a new flow</a></li><li><a href="#run-the-sequential-tasks-agent-flow" class="table-of-contents__link toc-highlight">Run the Sequential Tasks Agent flow</a></li><li><a href="#next-steps" class="table-of-contents__link toc-highlight">Next steps</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
 </body>
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diff --git a/session-id.html b/session-id.html
index 5b41efe1dc..8b889bd32b 100644
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+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
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diff --git a/sitemap.xml b/sitemap.xml
index a7a5ecd65c..a510f5cf9f 100644
--- a/sitemap.xml
+++ b/sitemap.xml
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diff --git a/starter-projects-basic-prompting.html b/starter-projects-basic-prompting.html
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         <a href="https://astra.datastax.com/signup?type=langflow" target="_blank" class="menu__link">
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diff --git a/starter-projects-blog-writer/index.html b/starter-projects-blog-writer/index.html
index a34027e2b5..969c2483b3 100644
--- a/starter-projects-blog-writer/index.html
+++ b/starter-projects-blog-writer/index.html
@@ -2,10 +2,10 @@
 <html>
   <head>
     <meta charset="UTF-8">
-    <meta http-equiv="refresh" content="0; url=/tutorials-blog-writer">
-    <link rel="canonical" href="/tutorials-blog-writer" />
+    <meta http-equiv="refresh" content="0; url=/blog-writer">
+    <link rel="canonical" href="/blog-writer" />
   </head>
   <script>
-    window.location.href = '/tutorials-blog-writer' + window.location.search + window.location.hash;
+    window.location.href = '/blog-writer' + window.location.search + window.location.hash;
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 </html>
\ No newline at end of file
diff --git a/starter-projects-document-qa/index.html b/starter-projects-document-qa/index.html
index 75aeb1993c..cc70c1e38d 100644
--- a/starter-projects-document-qa/index.html
+++ b/starter-projects-document-qa/index.html
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 <html>
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     <meta charset="UTF-8">
-    <meta http-equiv="refresh" content="0; url=/tutorials-document-qa">
-    <link rel="canonical" href="/tutorials-document-qa" />
+    <meta http-equiv="refresh" content="0; url=/document-qa">
+    <link rel="canonical" href="/document-qa" />
   </head>
   <script>
-    window.location.href = '/tutorials-document-qa' + window.location.search + window.location.hash;
+    window.location.href = '/document-qa' + window.location.search + window.location.hash;
   </script>
 </html>
\ No newline at end of file
diff --git a/starter-projects-dynamic-agent/index.html b/starter-projects-dynamic-agent/index.html
index 41688c1f3a..e19f5f6c19 100644
--- a/starter-projects-dynamic-agent/index.html
+++ b/starter-projects-dynamic-agent/index.html
@@ -2,10 +2,10 @@
 <html>
   <head>
     <meta charset="UTF-8">
-    <meta http-equiv="refresh" content="0; url=/tutorials-travel-planning-agent">
-    <link rel="canonical" href="/tutorials-travel-planning-agent" />
+    <meta http-equiv="refresh" content="0; url=/travel-planning-agent">
+    <link rel="canonical" href="/travel-planning-agent" />
   </head>
   <script>
-    window.location.href = '/tutorials-travel-planning-agent' + window.location.search + window.location.hash;
+    window.location.href = '/travel-planning-agent' + window.location.search + window.location.hash;
   </script>
 </html>
\ No newline at end of file
diff --git a/starter-projects-math-agent/index.html b/starter-projects-math-agent/index.html
new file mode 100644
index 0000000000..0d78bf9845
--- /dev/null
+++ b/starter-projects-math-agent/index.html
@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="UTF-8">
+    <meta http-equiv="refresh" content="0; url=/math-agent">
+    <link rel="canonical" href="/math-agent" />
+  </head>
+  <script>
+    window.location.href = '/math-agent' + window.location.search + window.location.hash;
+  </script>
+</html>
\ No newline at end of file
diff --git a/starter-projects-memory-chatbot/index.html b/starter-projects-memory-chatbot/index.html
index 56fbec7f5a..e9451c7b9b 100644
--- a/starter-projects-memory-chatbot/index.html
+++ b/starter-projects-memory-chatbot/index.html
@@ -2,10 +2,10 @@
 <html>
   <head>
     <meta charset="UTF-8">
-    <meta http-equiv="refresh" content="0; url=/tutorials-memory-chatbot">
-    <link rel="canonical" href="/tutorials-memory-chatbot" />
+    <meta http-equiv="refresh" content="0; url=/memory-chatbot">
+    <link rel="canonical" href="/memory-chatbot" />
   </head>
   <script>
-    window.location.href = '/tutorials-memory-chatbot' + window.location.search + window.location.hash;
+    window.location.href = '/memory-chatbot' + window.location.search + window.location.hash;
   </script>
 </html>
\ No newline at end of file
diff --git a/starter-projects-sequential-agent/index.html b/starter-projects-sequential-agent/index.html
index 418abbfda0..c40494393d 100644
--- a/starter-projects-sequential-agent/index.html
+++ b/starter-projects-sequential-agent/index.html
@@ -2,10 +2,10 @@
 <html>
   <head>
     <meta charset="UTF-8">
-    <meta http-equiv="refresh" content="0; url=/tutorials-sequential-agent">
-    <link rel="canonical" href="/tutorials-sequential-agent" />
+    <meta http-equiv="refresh" content="0; url=/sequential-agent">
+    <link rel="canonical" href="/sequential-agent" />
   </head>
   <script>
-    window.location.href = '/tutorials-sequential-agent' + window.location.search + window.location.hash;
+    window.location.href = '/sequential-agent' + window.location.search + window.location.hash;
   </script>
 </html>
\ No newline at end of file
diff --git a/starter-projects-simple-agent.html b/starter-projects-simple-agent.html
index 94f89ea60b..4487956d00 100644
--- a/starter-projects-simple-agent.html
+++ b/starter-projects-simple-agent.html
@@ -22,8 +22,8 @@
 
 
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-<script src="/assets/js/runtime~main.c6019068.js" defer="defer"></script>
-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
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mainWrapper_z2l0"><div class="docsWrapper_hBAB"><button aria-label="Scroll back to top" class="clean-btn theme-back-to-top-button backToTopButton_sjWU" type="button"></button><div class="docRoot_UBD9"><aside class="theme-doc-sidebar-container docSidebarContainer_YfHR"><div class="sidebarViewport_aRkj"><div class="sidebar_njMd sidebarWithHideableNavbar_wUlq"><a tabindex="-1" class="sidebarLogo_isFc" href="/"><img src="/img/langflow-logo-black.svg" alt="Langflow" class="themedComponent_mlkZ themedComponent--light_NVdE"><img src="/img/langflow-logo-white.svg" alt="Langflow" class="themedComponent_mlkZ themedComponent--dark_xIcU"></a><nav aria-label="Docs sidebar" class="menu thin-scrollbar menu_SIkG"><ul class="theme-doc-sidebar-menu menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/">Welcome to Langflow</a></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 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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="/develop-overview">Develop</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="/deployment-overview">Deployment</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="/api">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">Contributing</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="/luna-for-langflow">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">
@@ -73,6 +73,6 @@ The agent will tell you when it&#x27;s using the <code>URL-fetch_content_text</c
 The final output should be similar to this:</li>
 </ol>
 <div class="ch-codeblock not-prose" data-ch-theme="github-dark"><div class="ch-code-wrapper ch-code" data-ch-measured="false"><code class="ch-code-scroll-parent"><br><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Final Attributes</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Strength (STR): 10</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Constitution (CON): 12</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Size (SIZ): 14</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Dexterity (DEX): 9</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Intelligence (INT): 11</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Power (POW): 13</span></div></div><div><span class="ch-code-line-number">_<!-- -->10</span><div style="display:inline-block;margin-left:16px"><span>Charisma (CHA): 8</span></div></div><br></code></div></div>
-<p>Now that your query has completed the journey from <strong>Chat input</strong> to <strong>Chat output</strong>, you have completed the <strong>Simple Agent</strong> flow.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/starter-projects-vector-store-rag"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Vector store RAG</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/tutorials-blog-writer"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Blog writer</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#open-langflow-and-start-a-new-flow" class="table-of-contents__link toc-highlight">Open Langflow and start a new flow</a></li><li><a href="#simple-agent-flow" class="table-of-contents__link toc-highlight">Simple Agent flow</a></li><li><a href="#run-the-simple-agent-flow" class="table-of-contents__link toc-highlight">Run the Simple Agent flow</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
+<p>Now that your query has completed the journey from <strong>Chat input</strong> to <strong>Chat output</strong>, you have completed the <strong>Simple Agent</strong> flow.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/starter-projects-vector-store-rag"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Vector store RAG</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/blog-writer"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Blog writer</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#open-langflow-and-start-a-new-flow" class="table-of-contents__link toc-highlight">Open Langflow and start a new flow</a></li><li><a href="#simple-agent-flow" class="table-of-contents__link toc-highlight">Simple Agent flow</a></li><li><a href="#run-the-simple-agent-flow" class="table-of-contents__link toc-highlight">Run the Simple Agent flow</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
 </body>
 </html>
\ No newline at end of file
diff --git a/starter-projects-travel-planning-agent/index.html b/starter-projects-travel-planning-agent/index.html
index 41688c1f3a..e19f5f6c19 100644
--- a/starter-projects-travel-planning-agent/index.html
+++ b/starter-projects-travel-planning-agent/index.html
@@ -2,10 +2,10 @@
 <html>
   <head>
     <meta charset="UTF-8">
-    <meta http-equiv="refresh" content="0; url=/tutorials-travel-planning-agent">
-    <link rel="canonical" href="/tutorials-travel-planning-agent" />
+    <meta http-equiv="refresh" content="0; url=/travel-planning-agent">
+    <link rel="canonical" href="/travel-planning-agent" />
   </head>
   <script>
-    window.location.href = '/tutorials-travel-planning-agent' + window.location.search + window.location.hash;
+    window.location.href = '/travel-planning-agent' + window.location.search + window.location.hash;
   </script>
 </html>
\ No newline at end of file
diff --git a/starter-projects-vector-store-rag.html b/starter-projects-vector-store-rag.html
index 9f4dc643f2..4dba62acbe 100644
--- a/starter-projects-vector-store-rag.html
+++ b/starter-projects-vector-store-rag.html
@@ -22,8 +22,8 @@
 
 
 <link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Sora:wght@550;600&amp;display=swap"><link rel="stylesheet" href="/assets/css/styles.b2eb940a.css">
-<script src="/assets/js/runtime~main.c6019068.js" defer="defer"></script>
-<script src="/assets/js/main.d03aa4e6.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.f9ee7916.js" defer="defer"></script>
+<script src="/assets/js/main.4faf5c99.js" defer="defer"></script>
 </head>
 <body class="navigation-with-keyboard">
 <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
@@ -31,7 +31,7 @@
 
 
 
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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="/get-started-installation">Get started</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="/starter-projects-basic-prompting">Starter projects</a></div></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret menu__link--active" role="button" aria-expanded="true" href="/blog-writer">Sample flows</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/blog-writer">Blog writer</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/document-qa">Document QA</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/memory-chatbot">Memory chatbot</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/math-agent">Math agent</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/sequential-agent">Sequential tasks agent</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" tabindex="0" href="/travel-planning-agent">Travel planning agent</a></li></ul></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="/concepts-overview">Concepts</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="/components-agents">Components</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" 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href="/deployment-overview">Deployment</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="/api">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">Contributing</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="/luna-for-langflow">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">
@@ -39,7 +39,7 @@
             <span class="sidebar-ad-text sidebar-ad-text-gradient">Sign up for DataStax Langflow</span>
           </div>
         </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Tutorials</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Travel planning agent</span><meta itemprop="position" content="2"></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>Travel planning agent</h1></header><p>Build a <strong>Travel Planning Agent</strong> flow for an agentic application using the multiple Tool-calling agents.</p>
+      </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" itemscope="" itemtype="https://schema.org/BreadcrumbList"><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">Sample flows</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Travel planning agent</span><meta itemprop="position" content="2"></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>Travel planning agent</h1></header><p>Build a <strong>Travel Planning Agent</strong> flow for an agentic application using the multiple Tool-calling agents.</p>
 <p>An <strong>agent</strong> uses an LLM as its &quot;brain&quot; to select among the connected tools and complete its tasks.</p>
 <p>In this flow, multiple <strong>Tool-calling agents</strong> reason using an <strong>Open AI</strong> LLM to plan a travel journey. Each agent is given a different responsibility defined by its <strong>System Prompt</strong> field.</p>
 <p>The <strong>Chat input</strong> defines where the user wants to go, and passes the result to the <strong>City Selection</strong> agent. The <strong>Local Expert</strong> agent then adds information based on the selected cities, and the <strong>Travel Concierge</strong> assembles a seven day travel plan in Markdown.</p>
@@ -66,6 +66,6 @@
 <li>Click <strong>Playground</strong> to start a chat session.
 You should receive a detailed, helpful answer to the journey defined in the <strong>Chat input</strong> component.</li>
 </ol>
-<p>Now that your query has completed the journey from <strong>Chat input</strong> to <strong>Chat output</strong>, you have completed the <strong>Travel Planning Agent</strong> flow.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/tutorials-sequential-agent"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Sequential tasks agent</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/concepts-overview"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Langflow overview</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#open-langflow-and-start-a-new-flow" class="table-of-contents__link toc-highlight">Open Langflow and start a new flow</a></li><li><a href="#create-the-travel-planning-agent-flow" class="table-of-contents__link toc-highlight">Create the travel planning agent flow</a></li><li><a href="#run-the-travel-planning-agent-flow" class="table-of-contents__link toc-highlight">Run the travel planning agent flow</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
+<p>Now that your query has completed the journey from <strong>Chat input</strong> to <strong>Chat output</strong>, you have completed the <strong>Travel Planning Agent</strong> flow.</p></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/sequential-agent"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Sequential tasks agent</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/concepts-overview"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Langflow overview</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="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#open-langflow-and-start-a-new-flow" class="table-of-contents__link toc-highlight">Open Langflow and start a new flow</a></li><li><a href="#create-the-travel-planning-agent-flow" class="table-of-contents__link toc-highlight">Create the travel planning agent flow</a></li><li><a href="#run-the-travel-planning-agent-flow" class="table-of-contents__link toc-highlight">Run the travel planning agent flow</a></li></ul></div></div></div></div></main></div></div></div><div style="position:fixed;right:20px;bottom:20px;z-index:100;display:flex;align-items:center;gap:10px;cursor:pointer"><div style="background-color:#f6f6f6;border-radius:50%;width:48px;height:48px;display:flex;align-items:center;justify-content:center;box-shadow:0 2px 4px rgba(0,0,0,0.1)"><img src="/img/langflow-icon-black-transparent.svg" style="width:40px" alt="Search"></div></div></div>
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@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="UTF-8">
+    <meta http-equiv="refresh" content="0; url=/blog-writer">
+    <link rel="canonical" href="/blog-writer" />
+  </head>
+  <script>
+    window.location.href = '/blog-writer' + window.location.search + window.location.hash;
+  </script>
+</html>
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diff --git a/tutorials-document-qa/index.html b/tutorials-document-qa/index.html
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+++ b/tutorials-document-qa/index.html
@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="UTF-8">
+    <meta http-equiv="refresh" content="0; url=/document-qa">
+    <link rel="canonical" href="/document-qa" />
+  </head>
+  <script>
+    window.location.href = '/document-qa' + window.location.search + window.location.hash;
+  </script>
+</html>
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diff --git a/tutorials-math-agent/index.html b/tutorials-math-agent/index.html
new file mode 100644
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+++ b/tutorials-math-agent/index.html
@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="UTF-8">
+    <meta http-equiv="refresh" content="0; url=/math-agent">
+    <link rel="canonical" href="/math-agent" />
+  </head>
+  <script>
+    window.location.href = '/math-agent' + window.location.search + window.location.hash;
+  </script>
+</html>
\ No newline at end of file
diff --git a/tutorials-memory-chatbot/index.html b/tutorials-memory-chatbot/index.html
new file mode 100644
index 0000000000..e9451c7b9b
--- /dev/null
+++ b/tutorials-memory-chatbot/index.html
@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="UTF-8">
+    <meta http-equiv="refresh" content="0; url=/memory-chatbot">
+    <link rel="canonical" href="/memory-chatbot" />
+  </head>
+  <script>
+    window.location.href = '/memory-chatbot' + window.location.search + window.location.hash;
+  </script>
+</html>
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diff --git a/tutorials-sequential-agent/index.html b/tutorials-sequential-agent/index.html
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@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="UTF-8">
+    <meta http-equiv="refresh" content="0; url=/sequential-agent">
+    <link rel="canonical" href="/sequential-agent" />
+  </head>
+  <script>
+    window.location.href = '/sequential-agent' + window.location.search + window.location.hash;
+  </script>
+</html>
\ No newline at end of file
diff --git a/tutorials-travel-planning-agent/index.html b/tutorials-travel-planning-agent/index.html
new file mode 100644
index 0000000000..e19f5f6c19
--- /dev/null
+++ b/tutorials-travel-planning-agent/index.html
@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="UTF-8">
+    <meta http-equiv="refresh" content="0; url=/travel-planning-agent">
+    <link rel="canonical" href="/travel-planning-agent" />
+  </head>
+  <script>
+    window.location.href = '/travel-planning-agent' + window.location.search + window.location.hash;
+  </script>
+</html>
\ No newline at end of file
