fix vertical stepper rendering and landing pages

Author: Blargian

docs/use-cases/AI_ML/MCP/index.md

@@ -0,0 +1,12 @@
+---
+slug: /use-cases/AI/MCP
+title: 'Landing page for MCP guides'
+pagination_prev: null
+pagination_next: null
+description: 'This page contains a landing page with table of contentsfor MCP guides.'
+keywords: ['ClickHouse', 'MCP']
+show_related_blogs: true
+---
+
+<!--AUTOGENERATED_START-->
+<!--AUTOGENERATED_END-->

docs/use-cases/AI_ML/MCP/ollama.md

@@ -17,7 +17,7 @@ import Image from '@theme/IdealImage';
 
 > This guide explains how to use the ClickHouse MCP Server with Ollama.
 
-<VerticalStepper headerLevel="h2" />
+<VerticalStepper headerLevel="h2">
 
 ## Install Ollama {#install-ollama}
 
@@ -216,4 +216,6 @@ We can then ask the model questions about the databases/tables available in the
 
 In our experience when using smaller models (the default qwen3 model has 8 billion parameters), you'll need to be more specific about what you'd like it to do.
 For example, you'll need to explicitly ask it to list the databases and tables rather than straight away asking it to query a certain table.
-You can partially eleviate this problem by using a large model (e.g. qwen3:14b), but that will run more slowly on consumer hardware.
+You can partially eleviate this problem by using a large model (e.g. qwen3:14b), but that will run more slowly on consumer hardware.
+
+</VerticalStepper>

docs/use-cases/AI_ML/index.md

@@ -11,8 +11,9 @@ keywords: ['machine learning', 'genAI', 'AI']
 
 ClickHouse is ideally suited as a real-time database to power Machine Learning workloads.
 With ClickHouse, it's easier than ever to unleash GenAI on your analytics data.
-In this section you'll find some guides around how ClickHouse is used for 
+In this section, you'll find some guides around how ClickHouse is used for 
 Machine Learning and GenAI.
 
-<!--AUTOGENERATED_START-->
-<!--AUTOGENERATED_END-->
+| Section                  | Description                                                                                |
+|--------------------------|--------------------------------------------------------------------------------------------|
+| [MCP](/use-cases/AI/MCP) | A collection of guides to get you setup using Model Context Protocol (MCP) with ClickHouse |

scripts/autogenerate-table-of-contents.sh

@@ -45,7 +45,7 @@ COMMANDS=(
     '--single-toc --dir="docs/development" --md="docs/development/index.md" --ignore images'
     '--single-toc --dir="docs/getting-started/example-datasets" --md="docs/getting-started/index.md" --ignore images'
     '--single-toc --dir="docs/integrations/data-ingestion/clickpipes/kafka" --md="docs/integrations/data-ingestion/clickpipes/kafka/index.md" --ignore images'
-    '--single-toc --dir="docs/use-cases/AI_ML/MCP" --md="docs/use-cases/AI_ML/index.md" --ignore images'
+    '--single-toc --dir="docs/use-cases/AI_ML/MCP" --md="docs/use-cases/AI_ML/MCP/index.md" --ignore images'
 )
 
 # Execute each command