weaviate · g-despot · Jun 12, 2025 · Jun 14, 2025 · Jun 16, 2025 · Jun 16, 2025
diff --git a/docs/agents/index.md b/docs/agents/index.md
@@ -1,6 +1,7 @@
 ---
 title: Introduction
 sidebar_position: 10
+description: "Overview of Weaviate AI Agents documentation for personalization, querying, and data transformation agents."
 image: og/docs/agents.jpg
 # tags: ['agents', 'getting started']
 ---

diff --git a/docs/agents/personalization/_category_.json b/docs/agents/personalization/_category_.json
diff --git a/docs/agents/personalization/index.md b/docs/agents/personalization/index.md
@@ -1,6 +1,7 @@
 ---
 title: Personalization Agent
 sidebar_position: 10
+description: "Overview of the AI agent that provides personalized recommendations based on user profiles and interaction history."
 image: og/docs/agents.jpg
 # tags: ['agents', 'getting started', 'personalization agent']
 ---

diff --git a/docs/agents/personalization/tutorial-recipe-recommender.mdx b/docs/agents/personalization/tutorial-recipe-recommender.mdx
@@ -1,7 +1,7 @@
 ---
 title: Build a recipe recommender with the Personalization Agent
 sidebar_label: 'Tutorial: Recipe recommender'
-description: Learn how to build a simple recipe recommender service with the Weaviate Personalization Agent.
+description: "Tutorial for creating a recipe recommendation system using the Personalization Agent."
 sidebar_position: 40
 image: og/docs/tutorials.jpg
 # tags: ['personalization', 'recommendation']

diff --git a/docs/agents/personalization/usage.md b/docs/agents/personalization/usage.md
@@ -1,6 +1,7 @@
 ---
 title: Usage
 sidebar_position: 30
+description: "Technical documentation and usage examples for implementing the Personalization Agent."
 image: og/docs/agents.jpg
 # tags: ['agents', 'getting started', 'personalization agent']
 ---

diff --git a/docs/agents/query/_category_.json b/docs/agents/query/_category_.json
diff --git a/docs/agents/query/index.md b/docs/agents/query/index.md
@@ -1,6 +1,7 @@
 ---
 title: Query Agent
 sidebar_position: 10
+description: "Overview of the AI agent that handles complex queries across multiple Weaviate collections with natural language understanding."
 image: og/docs/agents.jpg
 # tags: ['agents', 'getting started', 'query agent']
 ---

diff --git a/docs/agents/query/tutorial-ecommerce.mdx b/docs/agents/query/tutorial-ecommerce.mdx
@@ -1,7 +1,7 @@
 ---
 title: Build an E-Commerce assistant with Query Agents
 sidebar_label: 'Tutorial: E-Commerce assistant'
-description: Learn how to build a simple e-commerce assistant agent with the Weaviate Query Agent.
+description: "Tutorial for creating an e-commerce assistant that answers product and brand queries using the Query Agent."
 sidebar_position: 40
 image: og/docs/tutorials.jpg
 # tags: ['basics']

diff --git a/docs/agents/query/usage.md b/docs/agents/query/usage.md
@@ -1,6 +1,7 @@
 ---
 title: Usage
 sidebar_position: 30
+description: "Technical documentation and usage examples for implementing the Query Agent."
 image: og/docs/agents.jpg
 # tags: ['agents', 'getting started', 'query agent']
 ---

diff --git a/docs/agents/transformation/_category_.json b/docs/agents/transformation/_category_.json
diff --git a/docs/agents/transformation/index.md b/docs/agents/transformation/index.md
@@ -1,6 +1,7 @@
 ---
 title: Transformation Agent
 sidebar_position: 30
+description: "Overview of the AI agent that enhances, enriches and transforms existing data in Weaviate collections."
 image: og/docs/agents.jpg
 # tags: ['agents', 'getting started', 'transformation agent']
 ---

diff --git a/docs/agents/transformation/tutorial-enrich-dataset.mdx b/docs/agents/transformation/tutorial-enrich-dataset.mdx
@@ -1,16 +1,16 @@
 ---
 title: Enrich your dataset with a Transformation Agent
-sidebar_label: 'Tutorial: Enrich your dataset'
-description: Learn how to create additional properties in your dataset with the Weaviate Transformation Agent.
+sidebar_label: "Tutorial: Enrich your dataset"
+description: "Tutorial showing how to add new and update existing properties in Weaviate collections using the Transformation Agent."
 sidebar_position: 40
 image: og/docs/tutorials.jpg
 # tags: ['basics']
 ---
 
-import Tabs from '@theme/Tabs';
-import TabItem from '@theme/TabItem';
-import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
-import PyCode from '!!raw-loader!/docs/agents/_includes/transformation_agent_tutorial_enrich_dataset.py';
+import Tabs from "@theme/Tabs";
+import TabItem from "@theme/TabItem";
+import FilteredTextBlock from "@site/src/components/Documentation/FilteredTextBlock";
+import PyCode from "!!raw-loader!/docs/agents/_includes/transformation_agent_tutorial_enrich_dataset.py";
 
 :::caution Technical Preview
 
@@ -35,7 +35,7 @@ We've prepared a public dataset that you can use to explore the Transformation A
 
 The Transformation Agent is able to access a Weaviate collection of your choosing and perform operations on the objects within it. However, each operation for the agent can be defined in natural language. The agent will then use an LLM to complete the instructions in the operation.
 
-import WeaviateAgentsArxivFlowchart from '/docs/agents/_includes/transformation_agent_tutorial_arxiv_flowchart.png';
+import WeaviateAgentsArxivFlowchart from "/docs/agents/_includes/transformation_agent_tutorial_arxiv_flowchart.png";
 
 <div class="row">
   <div class="card">
@@ -102,7 +102,7 @@ pip install datasets
 </TabItem>
 </Tabs>
 
-import ForcePipInstall from '../_includes/_force_pip_install.mdx';
+import ForcePipInstall from "../_includes/_force_pip_install.mdx";
 
 <ForcePipInstall />
 
@@ -129,13 +129,13 @@ In the following code blocks, we are pulling our demo datasets from Hugging Face
 
 ### 2.1 Define the Collections
 
-import WeaviateAgentsArxivDataset from '/docs/agents/_includes/transformation_agent_tutorial_arxiv_dataset.png';
+import WeaviateAgentsArxivDataset from "/docs/agents/_includes/transformation_agent_tutorial_arxiv_dataset.png";
 
 <div class="row">
   <div class="col col--3">
     <br />
     <p>
-      In this image, you can see what the objects in the dataset{' '}
+      In this image, you can see what the objects in the dataset{" "}
       <code>ArxivPapers</code> look like.
     </p>
   </div>
@@ -329,13 +329,13 @@ By calling `update_all()`, we get the agent to spin up individual workflows for
   </TabItem>
 </Tabs>
 
-import WeaviateAgentsExplorerTool from '/docs/agents/_includes/transformation_agent_tutorial_explorer_tool.png';
+import WeaviateAgentsExplorerTool from "/docs/agents/_includes/transformation_agent_tutorial_explorer_tool.png";
 
 <div class="row">
   <div class="col col--3">
     <p>
-      Now, you can open the{' '}
-      <a href="https://console.weaviate.cloud/apps/explorer">Explorer tool</a>{' '}
+      Now, you can open the{" "}
+      <a href="https://console.weaviate.cloud/apps/explorer">Explorer tool</a>{" "}
       to check the results of the transformation.
     </p>
   </div>
@@ -400,6 +400,6 @@ The Transformation Agent automatically interprets natural language instructions
 The official changelog for Weaviate Agents can be [found here](https://weaviateagents.featurebase.app/changelog). If you have feedback, such as feature requests, bug reports or questions, please [submit them here](https://weaviateagents.featurebase.app/), where you will be able to see the status of your feedback and vote on others' feedback.
 :::
 
-import DocsFeedback from '/_includes/docs-feedback.mdx';
+import DocsFeedback from "/_includes/docs-feedback.mdx";
 
 <DocsFeedback />
diff --git a/docs/agents/transformation/usage.md b/docs/agents/transformation/usage.md
@@ -1,6 +1,7 @@
 ---
 title: Usage
 sidebar_position: 30
+description: "Technical documentation and usage examples for implementing the Transformation Agent."
 image: og/docs/agents.jpg
 # tags: ['agents', 'getting started', 'transformation agent']
 ---

diff --git a/docs/cloud/embeddings/_category_.json b/docs/cloud/embeddings/_category_.json
diff --git a/docs/cloud/embeddings/administration.md b/docs/cloud/embeddings/administration.md
@@ -1,6 +1,7 @@
 ---
 title: Administration
 sidebar_position: 3
+description: "Configuration and management settings for Weaviate Embeddings service at the organization level."
 image: og/wcd/user_guides.jpg
 ---
 

diff --git a/docs/cloud/embeddings/index.md b/docs/cloud/embeddings/index.md
@@ -1,6 +1,7 @@
 ---
 title: Weaviate Embeddings
 sidebar_position: 0
+description: "Managed embedding inference service that generates embeddings for data and queries directly from Weaviate Cloud."
 image: og/wcd/user_guides.jpg
 ---
 

diff --git a/docs/cloud/embeddings/models.md b/docs/cloud/embeddings/models.md
@@ -2,6 +2,7 @@
 title: Choose a model
 sidebar_label: Choose a model
 sidebar_position: 2
+description: "List of pre-trained embedding models optimized for enterprise retrieval tasks in multiple languages."
 image: og/wcd/user_guides.jpg
 ---
 

diff --git a/docs/cloud/embeddings/quickstart.mdx b/docs/cloud/embeddings/quickstart.mdx
@@ -1,6 +1,7 @@
 ---
 title: Quickstart
 sidebar_position: 1
+description: "Getting started guide for importing and querying data using the Weaviate Embeddings service."
 image: og/wcd/user_guides.jpg
 ---
 

diff --git a/docs/cloud/faq.mdx b/docs/cloud/faq.mdx
@@ -1,6 +1,7 @@
 ---
 title: FAQs
 sidebar_position: 7
+description: "Frequently asked questions and answers about Weaviate Cloud (WCD) features, pricing, and troubleshooting."
 image: og/wcd/faq.jpg
 ---
 

diff --git a/docs/cloud/index.mdx b/docs/cloud/index.mdx
@@ -1,7 +1,7 @@
 ---
 title: Weaviate Cloud
 sidebar_label: Introduction
-description: Weaviate Cloud Services Overview
+description: "Overview of Weaviate Cloud (WCD) documentation for managed vector database deployment and operations."
 sidebar_position: 0
 image: og/wcd/title.jpg
 ---

diff --git a/docs/cloud/manage-clusters/_category_.json b/docs/cloud/manage-clusters/_category_.json
diff --git a/docs/cloud/manage-clusters/authentication.mdx b/docs/cloud/manage-clusters/authentication.mdx
@@ -1,6 +1,7 @@
 ---
 title: Authentication
 sidebar_position: 5
+description: "Configure authentication options for Weaviate Cloud clusters by adding, updating and deleting API keys."
 image: og/wcs/user_guides.jpg
 ---
 

diff --git a/docs/cloud/manage-clusters/authorization.mdx b/docs/cloud/manage-clusters/authorization.mdx
@@ -1,6 +1,7 @@
 ---
 title: Authorization
 sidebar_position: 6
+description: "Role-Based Access Control (RBAC) configuration guide for Weaviate Cloud clusters."
 image: og/wcs/user_guides.jpg
 ---
 

diff --git a/docs/cloud/manage-clusters/connect.mdx b/docs/cloud/manage-clusters/connect.mdx
@@ -2,6 +2,7 @@
 title: Connect to Weaviate Cloud
 sidebar_label: Connect to a cluster
 sidebar_position: 1
+description: "Multiple connection options and methods for accessing your Weaviate Cloud cluster instances."
 image: og/wcs/user_guides.jpg
 ---
 

diff --git a/docs/cloud/manage-clusters/create.mdx b/docs/cloud/manage-clusters/create.mdx
@@ -1,6 +1,7 @@
 ---
 title: Create a cluster
 sidebar_position: 2
+description: "Step-by-step guide to create and configure new Sandbox or Serverless Weaviate Cloud clusters."
 image: og/wcd/user_guides.jpg
 ---
 

diff --git a/docs/cloud/manage-clusters/status.mdx b/docs/cloud/manage-clusters/status.mdx
@@ -1,6 +1,7 @@
 ---
 title: Cluster status
 sidebar_position: 3
+description: "Monitor and check the operational status of your Weaviate Cloud clusters through multiple methods."
 image: og/wcd/user_guides.jpg
 ---
 

diff --git a/docs/cloud/manage-clusters/upgrade.mdx b/docs/cloud/manage-clusters/upgrade.mdx
@@ -1,6 +1,7 @@
 ---
 title: Upgrade a cluster
 sidebar_position: 4
+description: "Manual update process for existing clusters when new Weaviate Database versions are released."
 image: og/wcd/user_guides.jpg
 ---
 

diff --git a/docs/cloud/platform/_category_.json b/docs/cloud/platform/_category_.json
diff --git a/docs/cloud/platform/billing.mdx b/docs/cloud/platform/billing.mdx
@@ -1,6 +1,7 @@
 ---
 title: Billing
 sidebar_position: 3
+description: "Billing information for Weaviate Cloud services, including free Sandbox clusters and paid Serverless plans."
 image: og/wcd/user_guides.jpg
 ---
 

diff --git a/docs/cloud/platform/create-account.mdx b/docs/cloud/platform/create-account.mdx
@@ -1,6 +1,7 @@
 ---
 title: Create a user account
 sidebar_position: 20
+description: "Account creation process for accessing Weaviate Cloud console."
 image: og/wcd/user_guides.jpg
 ---