diff --git a/.gitignore b/.gitignore
index 132748333..ee9c0caf1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,3 +5,4 @@ pnpm-lock.yaml
 
 # misc
 .DS_Store
+.vercel
diff --git a/package.json b/package.json
index 95184935a..d0ca032a1 100644
--- a/package.json
+++ b/package.json
@@ -1,4 +1,5 @@
 {
+  "packageManager": "pnpm@10.12.1",
   "name": "nextra-docs-template",
   "version": "0.0.1",
   "description": "Nextra docs template",
@@ -40,5 +41,8 @@
     "overrides": {
       "flexsearch": "0.7.31"
     }
+  },
+  "engines": {
+    "node": ">=22.0.0 <23"
   }
 }
diff --git a/pages/ai-ecosystem/integrations.mdx b/pages/ai-ecosystem/integrations.mdx
index d820fde8e..5c5f370dc 100644
--- a/pages/ai-ecosystem/integrations.mdx
+++ b/pages/ai-ecosystem/integrations.mdx
@@ -433,13 +433,20 @@ that can autonomously interact with the Memgraph database.
 Currently, the Memgraph [toolkit](https://github.com/memgraph/ai-toolkit/blob/main/integrations/langchain-memgraph/langchain_memgraph/toolkits.py) supports the following tools:
 
 - **RunQueryTool**: Executes Cypher queries on the Memgraph database.
-- **RunShowIndexInfoTool**: Retrieves information about the indexes in the database.
-- **RunShowSchemaInfoTool**: Retrieves information about the schema in the database.
-- **RunShowConfigTool**: Retrieves information about the configuration of the database.
-- **RunShowStorageInfoTool**: Retrieves information about the storage engine of the database.
-- **RunShowTriggersTool**: Retrieves information about the triggers in the database.
-- **RunShowConstraintInfoTool**: Retrieves information about the constraints in the database.
-- **RunBetweennessCentralityTool**: Calculates the betweenness centrality of nodes in the graph.
+- **RunShowIndexInfoTool**: Retrieves information about the indexes in the
+  database.
+- **RunShowSchemaInfoTool**: Retrieves information about the schema in the
+  database.
+- **RunShowConfigTool**: Retrieves information about the configuration of the
+  database.
+- **RunShowStorageInfoTool**: Retrieves information about the storage engine of
+  the database.
+- **RunShowTriggersTool**: Retrieves information about the triggers in the
+  database.
+- **RunShowConstraintInfoTool**: Retrieves information about the constraints in
+  the database.
+- **RunBetweennessCentralityTool**: Calculates the betweenness centrality of
+  nodes in the graph.
 - **RunPageRankMemgraphTool**: Calculates the PageRank of nodes in the graph.
 
 
diff --git a/public/sitemap.xml b/public/sitemap.xml
index aba2daf62..f79e1eb49 100644
--- a/public/sitemap.xml
+++ b/public/sitemap.xml
@@ -1,286 +1,287 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:news="http://www.google.com/schemas/sitemap-news/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml" xmlns:mobile="http://www.google.com/schemas/sitemap-mobile/1.0" xmlns:image="http://www.google.com/schemas/sitemap-image/1.1" xmlns:video="http://www.google.com/schemas/sitemap-video/1.1">
-<url><loc>https://memgraph.com/docs</loc><lastmod>2025-07-17T08:45:58.867Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/algo</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/betweenness_centrality</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/betweenness_centrality_online</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/biconnected_components</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/bipartite_matching</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/bridges</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/collections</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/community_detection</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/community_detection_online</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/create</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/csv_utils</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/cugraph</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/cycles</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/date</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/degree_centrality</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/distance_calculator</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/do</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/elasticsearch_synchronization</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/export_util</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/gnn_link_prediction</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/gnn_node_classification</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/graph_analyzer</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/graph_coloring</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/graph_util</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/igraphalg</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/import_util</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/json_util</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/katz_centrality</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/katz_centrality_online</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/kmeans_clustering</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/label</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/leiden_community_detection</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/llm_util</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/map</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/max_flow</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/merge</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
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-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/meta_util</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/mgps</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/migrate</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
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-<url><loc>https://memgraph.com/docs/advanced-algorithms/available-algorithms/node2vec</loc><lastmod>2025-07-17T08:45:58.868Z</lastmod><changefreq>daily</changefreq><priority>0.7</priority></url>
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