kuzudb · prrao87 · Sep 11, 2025 · Sep 10, 2025 · Sep 11, 2025 · Sep 11, 2025
diff --git a/src/content/docs/client-apis/c.mdx b/src/content/docs/client-apis/c.mdx
@@ -1,5 +1,6 @@
 ---
 title: C API
+description: "Use Kuzu embedded graph database in C applications with the official C API"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/cpp.mdx b/src/content/docs/client-apis/cpp.mdx
@@ -1,5 +1,6 @@
 ---
 title: C++
+description: "Use Kuzu embedded graph database in C++ applications with the official C++ API"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/elixir.mdx b/src/content/docs/client-apis/elixir.mdx
@@ -1,5 +1,6 @@
 ---
 title: Kuzu NIF for Elixir
+description: "Use Kuzu graph database in Elixir applications through Native Implemented Functions (NIF)"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/go.mdx b/src/content/docs/client-apis/go.mdx
@@ -1,5 +1,6 @@
 ---
 title: Go API
+description: "Use Kuzu embedded graph database in Go applications with the official Go API"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/index.mdx b/src/content/docs/client-apis/index.mdx
@@ -1,5 +1,6 @@
 ---
 title: "Client APIs"
+description: "Official and community client libraries for integrating Kuzu graph database into your applications"
 ---
 
 import { LinkCard, CardGrid} from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/java.mdx b/src/content/docs/client-apis/java.mdx
@@ -1,5 +1,6 @@
 ---
 title: Java API
+description: "Use Kuzu embedded graph database in Java applications with the official Java API"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/net.mdx b/src/content/docs/client-apis/net.mdx
@@ -1,5 +1,6 @@
 ---
 title: .NET DLL wrapper
+description: "Use Kuzu graph database in .NET applications with the community-contributed DLL wrapper"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/nim.mdx b/src/content/docs/client-apis/nim.mdx
@@ -1,5 +1,6 @@
 ---
 title: Nim API
+description: "Use Kuzu graph database in Nim applications with the community-contributed Nim client"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/nodejs.mdx b/src/content/docs/client-apis/nodejs.mdx
@@ -1,5 +1,6 @@
 ---
 title: Node.js API
+description: "Use Kuzu embedded graph database in Node.js applications with the official Node.js API"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/python.mdx b/src/content/docs/client-apis/python.mdx
@@ -1,5 +1,6 @@
 ---
 title: Python API
+description: "Use Kuzu embedded graph database in Python applications with the official Python API"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/ruby.mdx b/src/content/docs/client-apis/ruby.mdx
@@ -1,5 +1,6 @@
 ---
 title: Ruby API
+description: "Use Kuzu graph database in Ruby applications with the community-contributed Ruby client"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/rust.mdx b/src/content/docs/client-apis/rust.mdx
@@ -1,5 +1,6 @@
 ---
 title: Rust API
+description: "Use Kuzu embedded graph database in Rust applications with the official Rust crate"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/swift.mdx b/src/content/docs/client-apis/swift.mdx
@@ -1,5 +1,6 @@
 ---
 title: Swift API
+description: "Use Kuzu embedded graph database in Swift applications with the official Swift API"
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/client-apis/wasm.mdx b/src/content/docs/client-apis/wasm.mdx
@@ -1,5 +1,6 @@
 ---
 title: WebAssembly (Wasm)
+description: "Run Kuzu graph database in web browsers using WebAssembly for client-side graph processing"
 ---
 
 [WebAssembly](https://webassembly.org/), a.k.a. _Wasm_, is a standard defining any suitable low-level

diff --git a/src/content/docs/concurrency.md b/src/content/docs/concurrency.md
@@ -1,5 +1,6 @@
 ---
 title: "Connections & Concurrency"
+description: "Understanding Kuzu's concurrency model, connection handling, and best practices for parallel access"
 ---
 
 :::caution[Note]

diff --git a/src/content/docs/cypher/attach.md b/src/content/docs/cypher/attach.md
@@ -1,5 +1,6 @@
 ---
 title: Attach/Detach to External Databases
+description: "Connect to external Kuzu databases and other DBMSs for cross-database queries"
 ---
 Using the `ATTACH` statement, you can connect to external Kuzu databases as well as several relational DBMSs.
 These directories or files of external databases can be either local or in a remote file system. Here is a simple

diff --git a/src/content/docs/cypher/data-definition/index.mdx b/src/content/docs/cypher/data-definition/index.mdx
@@ -1,5 +1,6 @@
 ---
 title: Data definition language
+description: "Commands to create, alter, and delete database objects including node and relationship tables"
 ---
 
 import { CardGrid, LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/cypher/data-manipulation-clauses/example-database.md b/src/content/docs/cypher/data-manipulation-clauses/example-database.md
@@ -1,5 +1,6 @@
 ---
 title: Example database
+description: "Sample graph dataset with User and City nodes used in documentation examples"
 ---
 
 We use the following example graph dataset that

diff --git a/src/content/docs/cypher/data-manipulation-clauses/index.mdx b/src/content/docs/cypher/data-manipulation-clauses/index.mdx
@@ -1,5 +1,6 @@
 ---
 title: Data manipulation clauses
+description: "CREATE, SET, DELETE, and MERGE commands for modifying graph data"
 ---
 
 import { CardGrid, LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/cypher/data-manipulation-clauses/read-after-update.md b/src/content/docs/cypher/data-manipulation-clauses/read-after-update.md
@@ -1,5 +1,6 @@
 ---
 title: RETURN After Update
+description: "Access and return data immediately after CREATE, MERGE, SET, or DELETE operations"
 ---
 
 The `RETURN` clause following an update clause has access to the variables that are used in the immediately preceding update clause.

diff --git a/src/content/docs/cypher/data-types/index.mdx b/src/content/docs/cypher/data-types/index.mdx
@@ -1,5 +1,6 @@
 ---
 title: Data types
+description: "Primitive and nested data types supported in Kuzu for properties and expressions"
 ---
 
 import { LinkCard, CardGrid } from '@astrojs/starlight/components';

diff --git a/src/content/docs/cypher/data-types/list-and-array.md b/src/content/docs/cypher/data-types/list-and-array.md
@@ -1,5 +1,6 @@
 ---
 title: LIST and ARRAY
+description: "Variable-length LIST and fixed-length ARRAY data types for storing collections"
 ---
 
 Kuzu supports two list-like data types: (i) variable-length lists, simply called `LIST`, and (ii)

diff --git a/src/content/docs/cypher/difference.md b/src/content/docs/cypher/difference.md
@@ -1,5 +1,6 @@
 ---
 title: Differences between Kuzu and Neo4j
+description: "Key differences in syntax, schema requirements, and features between Kuzu and Neo4j"
 ---
 
 If you're coming over from Neo4j, you can find the differences from Neo4j's keywords and syntax

diff --git a/src/content/docs/cypher/expressions/index.mdx b/src/content/docs/cypher/expressions/index.mdx
@@ -1,5 +1,6 @@
 ---
 title: Functions, expressions & operators
+description: "Built-in functions, expressions, and operators for data manipulation and computation"
 ---
 
 import { LinkCard, CardGrid } from '@astrojs/starlight/components';

diff --git a/src/content/docs/cypher/index.md b/src/content/docs/cypher/index.md
@@ -1,5 +1,6 @@
 ---
 title: Cypher manual
+description: High-level property graph query language manual with syntax, clauses, and features for graph database queries.
 ---
 
 Cypher is a high-level query language for the property graph data model.

diff --git a/src/content/docs/cypher/macro.md b/src/content/docs/cypher/macro.md
@@ -1,5 +1,6 @@
 ---
 title: Create macros
+description: "Define reusable Cypher expressions with parameters and default values using macros"
 ---
 
 Kuzu allows you to define macros via custom C++ code in the catalog using the `create macro` statement.

diff --git a/src/content/docs/cypher/query-clauses/example-database.md b/src/content/docs/cypher/query-clauses/example-database.md
@@ -1,5 +1,6 @@
 ---
 title: Example database
+description: "Sample graph dataset with User and City nodes used in query clause examples"
 ---
 
 We use the following example graph dataset that

diff --git a/src/content/docs/cypher/query-clauses/index.mdx b/src/content/docs/cypher/query-clauses/index.mdx
@@ -1,5 +1,6 @@
 ---
 title: Query clauses
+description: "Core Cypher clauses for pattern matching, filtering, aggregation and result manipulation"
 ---
 
 import { LinkCard, CardGrid } from '@astrojs/starlight/components';

diff --git a/src/content/docs/cypher/subquery.md b/src/content/docs/cypher/subquery.md
@@ -1,5 +1,6 @@
 ---
 title: Subqueries
+description: "Use EXISTS and COUNT subqueries to check patterns and aggregate results within queries"
 ---
 
 A subquery is a query that's called from an enclosing outer query, and executes within its own scope.

diff --git a/src/content/docs/cypher/transaction.md b/src/content/docs/cypher/transaction.md
@@ -1,5 +1,6 @@
 ---
 title: Transactions
+description: "ACID-compliant transaction management with atomic, durable, and serializable operations"
 ---
 
 Kuzu implements a transaction management subsystem that is atomic, durable and supports serializability.

diff --git a/src/content/docs/developer-guide/database-internal/datatype.md b/src/content/docs/developer-guide/database-internal/datatype.md
@@ -1,5 +1,6 @@
 ---
 title: Data type classes
+description: "Understanding LogicalType and PhysicalType classes in Kuzu's internal architecture"
 ---
 
 There are two data type classes in Kuzu, `LogicalType` and `PhysicalType`.

diff --git a/src/content/docs/developer-guide/database-internal/execution.md b/src/content/docs/developer-guide/database-internal/execution.md
@@ -1,5 +1,6 @@
 ---
 title: Execution
+description: "Query execution architecture including pipeline decomposition and morsel-driven parallelism"
 ---
 
 ## Pipeline

diff --git a/src/content/docs/developer-guide/database-internal/index.md b/src/content/docs/developer-guide/database-internal/index.md
@@ -1,5 +1,6 @@
 ---
 title: Database internals
+description: "Architecture overview of Kuzu's internal modules including parser, binder, planner, and storage"
 ---
 
 ## Database modules

diff --git a/src/content/docs/developer-guide/database-internal/vector.md b/src/content/docs/developer-guide/database-internal/vector.md
@@ -1,5 +1,6 @@
 ---
 title: Vector types
+description: "Kuzu's column-oriented in-memory data structures for efficient data processing"
 ---
 
 ## ValueVector

diff --git a/src/content/docs/developer-guide/index.md b/src/content/docs/developer-guide/index.md
@@ -1,5 +1,6 @@
 ---
 title: Build Kuzu from source
+description: Developer guide for building Kuzu from source code with CMake, Python, and C++20 compiler requirements.
 ---
 
 :::caution[Note]

diff --git a/src/content/docs/developer-guide/performance-debugging.md b/src/content/docs/developer-guide/performance-debugging.md
@@ -1,5 +1,6 @@
 ---
 title: Performance Debugging
+description: "Use EXPLAIN and PROFILE commands to debug query performance and view execution plans"
 ---
 
 To see the query plans that Kuzu uses, you can

diff --git a/src/content/docs/developer-guide/testing-framework.md b/src/content/docs/developer-guide/testing-framework.md
@@ -1,5 +1,6 @@
 ---
 title: Testing framework
+description: "End-to-end testing framework for Kuzu using Cypher statements and .test files"
 ---
 
 ## Introduction

diff --git a/src/content/docs/export/csv.md b/src/content/docs/export/csv.md
@@ -1,5 +1,6 @@
 ---
 title: Export CSV
+description: Export query results to CSV files with customizable formatting options including headers, delimiters, and quotes.
 ---
 
 The `COPY TO` clause can export query results to a CSV file and is used as follows:

diff --git a/src/content/docs/export/index.mdx b/src/content/docs/export/index.mdx
@@ -1,5 +1,6 @@
 ---
 title: Export data
+description: Export query results from Kuzu to CSV, Parquet, and JSON file formats using the COPY TO command.
 ---
 
 import { LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/export/json.md b/src/content/docs/export/json.md
@@ -1,5 +1,6 @@
 ---
 title: Export to JSON
+description: Export query results to JSON files with support for nested data structures using the JSON extension.
 ---
 
 The `COPY TO` clause can export query results to a JSON file. To use this feature, you have to install the

diff --git a/src/content/docs/export/parquet.md b/src/content/docs/export/parquet.md
@@ -1,5 +1,6 @@
 ---
 title: Export Parquet
+description: Export query results to Apache Parquet files with compression support for efficient columnar storage.
 ---
 
 The `COPY TO` clause can export query results to a Parquet file. It can be combined with a subquery

diff --git a/src/content/docs/extensions/algo/kcore.mdx b/src/content/docs/extensions/algo/kcore.mdx
@@ -1,5 +1,6 @@
 ---
 title: K-Core Decomposition
+description: Find cohesive subgraphs where each node has at least k connections using the K-Core Decomposition algorithm.
 ---
 
 K-Core Decomposition identifies subgraphs where every node has a degree of at least `k`.

diff --git a/src/content/docs/extensions/algo/louvain.mdx b/src/content/docs/extensions/algo/louvain.mdx
@@ -1,5 +1,6 @@
 ---
 title: Louvain
+description: Detect communities in large networks by maximizing modularity score using the hierarchical Louvain algorithm.
 ---
 
 The Louvain algorithm extracts communities from large networks by maximizing their

diff --git a/src/content/docs/extensions/algo/pagerank.mdx b/src/content/docs/extensions/algo/pagerank.mdx
@@ -1,5 +1,6 @@
 ---
 title: PageRank
+description: Rank node importance in networks by analyzing connections and link structure using the PageRank algorithm.
 ---
 
 The PageRank algorithm ranks nodes in a network based on their importance by analyzing the connections

diff --git a/src/content/docs/extensions/algo/path.mdx b/src/content/docs/extensions/algo/path.mdx
@@ -1,5 +1,6 @@
 ---
 title: Shortest Paths
+description: Compute shortest paths and weighted shortest paths between nodes using pattern matching in Cypher queries.
 ---
 
 Kuzu supports shortest path and weighted shortest path through [pattern matching](/cypher/query-clauses/match#shortest-path).

diff --git a/src/content/docs/extensions/algo/scc.mdx b/src/content/docs/extensions/algo/scc.mdx
@@ -1,5 +1,6 @@
 ---
 title: Strongly Connected Components
+description: Identify maximal subgraphs with mutual reachability using parallel BFS or DFS-based SCC algorithms.
 ---
 
 A strongly connected component (SCC) in a directed graph is a maximal subgraph where every pair of

diff --git a/src/content/docs/extensions/algo/wcc.mdx b/src/content/docs/extensions/algo/wcc.mdx
@@ -1,5 +1,6 @@
 ---
 title: Weakly Connected Components
+description: Find connected components in directed graphs by treating edges as undirected using WCC algorithm.
 ---
 
 Weak connectivity is a notion defined on undirected graphs. The weakly connected components (WCC) of an

diff --git a/src/content/docs/extensions/attach/delta.md b/src/content/docs/extensions/attach/delta.md
@@ -1,5 +1,6 @@
 ---
 title: "Delta Lake extension"
+description: Scan and copy from Delta Lake tables using the delta extension with support for local and S3-hosted data.
 ---
 
 The `delta` extension adds support for scanning/copying from the [`Delta Lake format`](https://delta.io/).

diff --git a/src/content/docs/extensions/attach/duckdb.mdx b/src/content/docs/extensions/attach/duckdb.mdx
@@ -1,5 +1,6 @@
 ---
 title: DuckDB extension
+description: Attach to DuckDB databases for seamless data scanning and importing with comprehensive type mapping support.
 ---
 
 The `duckdb` extension allows you to [attach](/extensions/attach/rdbms) DuckDB databases to Kuzu.

diff --git a/src/content/docs/extensions/attach/iceberg.md b/src/content/docs/extensions/attach/iceberg.md
@@ -1,5 +1,6 @@
 ---
 title: "Iceberg extension"
+description: Scan and copy from Apache Iceberg tables with metadata access and snapshot management capabilities.
 ---
 
 The `iceberg` extension adds support for scanning and copying from the [Apache Iceberg format](https://iceberg.apache.org/).

diff --git a/src/content/docs/extensions/attach/index.mdx b/src/content/docs/extensions/attach/index.mdx
@@ -1,5 +1,6 @@
 ---
 title: Tabular data sources
+description: Attach to external databases and data sources including PostgreSQL, DuckDB, SQLite, Delta Lake, and Iceberg tables.
 ---
 
 import { Tabs, TabItem } from '@astrojs/starlight/components';

diff --git a/src/content/docs/extensions/attach/kuzu.md b/src/content/docs/extensions/attach/kuzu.md
@@ -1,5 +1,6 @@
 ---
 title: External Kuzu databases
+description: Attach to external Kuzu databases for read-only querying of local and remote database instances.
 ---
 
 Using the `ATTACH` statement, you can connect to an external Kuzu database. The external Kuzu database can be local or remote, for example,

diff --git a/src/content/docs/extensions/attach/postgres.mdx b/src/content/docs/extensions/attach/postgres.mdx
@@ -1,5 +1,6 @@
 ---
 title: PostgreSQL extension
+description: Connect to PostgreSQL databases for scanning tables and importing data with SQL query support.
 ---
 
 The `postgres` extension allows you to [attach](/extensions/attach/rdbms) PostgreSQL databases to Kuzu.

diff --git a/src/content/docs/extensions/attach/rdbms.mdx b/src/content/docs/extensions/attach/rdbms.mdx
@@ -1,5 +1,6 @@
 ---
 title: Attaching external RDBMS systems
+description: Overview of relational database extensions for connecting to PostgreSQL, DuckDB, and SQLite databases.
 ---
 
 import { CardGrid, LinkCard } from '@astrojs/starlight/components';

diff --git a/src/content/docs/extensions/attach/sqlite.mdx b/src/content/docs/extensions/attach/sqlite.mdx
@@ -1,5 +1,6 @@
 ---
 title: SQLite extension
+description: Attach to SQLite databases for scanning and importing data with dynamic type system support.
 ---
 
 The `sqlite` extension allows you to [attach](/extensions/attach/rdbms) SQLite databases to Kuzu.

diff --git a/src/content/docs/extensions/attach/unity.md b/src/content/docs/extensions/attach/unity.md
@@ -1,5 +1,6 @@
 ---
 title: Unity Catalog extension
+description: Scan Delta Lake tables registered in Unity Catalog for lakehouse data integration (experimental feature).
 ---
 
 This extension adds the ability to directly scan from delta tables registered in a Unity Catalog using the `LOAD FROM` statement.

diff --git a/src/content/docs/extensions/azure.mdx b/src/content/docs/extensions/azure.mdx
@@ -1,5 +1,6 @@
 ---
 title: "Azure extension"
+description: "Scan and query data from Azure Blob Storage and Azure Data Lake Storage"
 ---
 The `azure` extension allows you to scan data from [Azure Blob Storage](https://learn.microsoft.com/en-us/azure/storage/blobs/storage-blobs-overview)
 and [Azure Data Lake Storage (ADLS)](https://learn.microsoft.com/en-us/azure/storage/blobs/data-lake-storage-introduction).