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2 changes: 1 addition & 1 deletion docs.json
Original file line number Diff line number Diff line change
Expand Up @@ -263,6 +263,7 @@
}
},
"seo": {
"indexing": "all",
"metatags": {
"description": "HelixDB Documentation to get you started with HelixDB",
"keywords": "HelixDB, Documentation, Getting Started, CLI, SDK, Guides, Features, Blogs, RAG, Database, Database, Graph Database, Vector Database, AI, Agents, LLMs, Knowledge Graphs, Retrieval Augmented Generation, Knowledge Graphs, AI Agents, Document databases",
Expand All @@ -272,7 +273,6 @@
"og:description": "HelixDB Documentation",
"og:type": "website",
"og:site_name": "HelixDB Documentation",
"indexing": "all",
"category": "Technology",
"language": "en",
"author": "HelixDB"
Expand Down
14 changes: 7 additions & 7 deletions documentation/cli-v2/getting-started.mdx
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@@ -1,19 +1,19 @@
---
title: "Getting Started"
description: "Install, configure, and set up the Helix CLI v2 for your development workflow"
title: "Getting started with HelixDB CLI v2"
description: "Step-by-step guide to install, configure, and deploy your first HelixDB instance with CLI v2"
icon: "rocket"
---

<Warning>
**Prerequisites**: - **Rust** version **1.88.0** or higher - **Docker
Desktop** (for local development) - **Git** (for first-time Helix source
cache) - If using the cloud, you will need the CLIs for deployment targets

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(**AWS CLI**, **Fly CLI**)
</Warning>

<Steps>

<Step title="Quick Install">
<Step title="How do I install the Helix CLI?">
Use the official installer script to automatically download and set up the Helix CLI:

```bash
Expand All @@ -27,19 +27,19 @@
</Note>
</Step>

<Step title="Create project">
<Step title="How do I create a new HelixDB project?">
```bash
helix init
```
</Step>

<Step title="Create schema and queries">
<Step title="How do I define schemas and queries?">
Inside the schema.hx file, create your schema.
```js
N::User {
INDEX name: String,
email: String,
created_at: Date DEFAULT NOW

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}
```

Expand All @@ -57,13 +57,13 @@

</Step>

<Step title="Build and deploy">
<Step title="How do I deploy my HelixDB instance?">
```bash
helix push dev
```
</Step>

<Step title="Test connection">
<Step title="How do I test my HelixDB connection?">
**Create a user**
```bash
curl -X POST http://localhost:6969/createUser -d '{"name": "John Doe", "email": "john.doe@example.com"}'
Expand Down
29 changes: 23 additions & 6 deletions documentation/getting-started/graph-database.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -6,9 +6,9 @@ icon: 'chart-network'

A graph database is a type of database that stores data using a graph structure, where information is represented through **nodes** (data points) and **edges** (relationships between nodes). Unlike traditional databases that use tables or documents, graph databases excel at managing highly connected data and complex relationships.

## How Graph Databases Work
## How do graph databases work?

Graph databases are built on two fundamental concepts:
Graph databases store data using two fundamental concepts:

1. **Nodes** - These are the entities or objects in your data (like people, products, or locations)
2. **Edges** (or relationships) - These are the connections between nodes that describe how they relate to each other
Expand All @@ -28,7 +28,7 @@ In this simple example:
- Edges show relationships like friendships, employment, and product interactions
- Both nodes and edges can have properties (additional data attributes)

## Common Use Cases
## What are graph databases used for?

### 1. Social Networks
Perfect for modeling:
Expand Down Expand Up @@ -58,9 +58,9 @@ Great for:
- AI and machine learning
- Research and discovery

## When to Use a Graph Database
## When should I use a graph database?

Consider using a graph database when:
Use a graph database when:

- Your data has many interconnected relationships
- You need to perform complex queries involving multiple relationships
Expand All @@ -70,9 +70,26 @@ Consider using a graph database when:



## Benefits Over Traditional Databases
## What are the benefits of graph databases?

1. **Performance**: Faster for relationship-heavy queries
2. **Flexibility**: Easier to modify and extend the data model
3. **Intuitive**: More natural way to model connected data
4. **Scalability**: Better handling of complex relationship patterns

## Next steps

<CardGroup cols={2}>
<Card title="What is HelixDB?" icon="database" href="/documentation/getting-started/helixdb">
Learn about HelixDB's architecture and features
</Card>
<Card title="Getting started" icon="rocket" href="/documentation/cli-v2/getting-started">
Install and deploy your first graph database
</Card>
<Card title="Social network guide" icon="users" href="/guides/social-network">
Build a social network with graph databases
</Card>
<Card title="HelixQL basics" icon="book-open" href="/documentation/hql/hql">
Learn to query graph data
</Card>
</CardGroup>
25 changes: 22 additions & 3 deletions documentation/getting-started/helixdb.mdx
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Expand Up @@ -8,16 +8,18 @@ icon: 'database'
Rust version 1.88.0 or higher is required. Make sure you have an updated version of Rust installed. Run `rustup update` to update your Rust version.
</Warning>

## Key Features
## What are HelixDB's key features?

HelixDB provides:

- **High Performance**: Purpose-built storage engine optimized for both graph and vector operations
- **Type Safety**: Explicit type definitions to ensure data integrity
- **Developer-Friendly**: Simple setup and migration
- **Secure**: Options for encryption at rest

## Data Model
## How does HelixDB store data?

HelixDB follows the property graph model, which consists of:
HelixDB uses a property graph model with three core components:

- **Nodes**: Represent entities with unique identifiers and properties
```js
Expand Down Expand Up @@ -46,3 +48,20 @@ HelixDB follows the property graph model, which consists of:
```

This model allows for rich representation of complex domains while maintaining query performance.

## Next steps

<CardGroup cols={2}>
<Card title="Getting started with CLI" icon="rocket" href="/documentation/cli-v2/getting-started">
Install and deploy your first HelixDB instance
</Card>
<Card title="Learn HelixQL" icon="book-open" href="/documentation/hql/hql">
Master the HelixQL query language
</Card>
<Card title="Schema definitions" icon="table" href="/documentation/hql/schema/schema-definition">
Define your graph structure
</Card>
<Card title="Python SDK" icon="python" href="/documentation/sdks/helix-py">
Use HelixDB with Python
</Card>
</CardGroup>
15 changes: 11 additions & 4 deletions documentation/hql/create/addN.mdx
Original file line number Diff line number Diff line change
@@ -1,12 +1,12 @@
---
title: "Nodes"
description: "Learn how to create nodes in your graph."
title: "Create nodes"
description: "How to create nodes in your HelixDB graph with AddN including examples for empty nodes, parameterized nodes, and predefined properties"
icon: "draw-circle"
---

## Create Nodes using `AddN` &nbsp;
## How do I create nodes in HelixDB?

Create new nodes in your graph.
Use `AddN` to create new nodes in your graph with optional properties.

```rust
AddN<Type>
Expand All @@ -14,15 +14,15 @@
```

<Warning>
When using the SDKs or curling the endpoint, the query name must match what is defined in the `queries.hx` file exactly.

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</Warning>

### Example 1: Adding an empty user node
<CodeGroup>
```rust Query focus={2}
QUERY CreateUsers () =>
empty_user <- AddN<User>

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RETURN empty_user

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```

```rust Schema
Expand All @@ -33,7 +33,7 @@
}
```
</CodeGroup>
Here's how to run the query using the SDKs or curl

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<CodeGroup>
```python Python
Expand Down Expand Up @@ -126,7 +126,7 @@
```
</CodeGroup>

Here's how to run the query using the SDKs or curl

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<CodeGroup>
```python Python [expandable]
from helix.client import Client
Expand Down Expand Up @@ -226,7 +226,7 @@
<CodeGroup>
```rust Query focus={2-6}
QUERY CreateUser () =>
predefined_user <- AddN<User>({

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name: "Alice Johnson",
age: 30,
email: "alice@example.com"
Expand All @@ -245,7 +245,7 @@
</CodeGroup>


Here's how to run the query using the SDKs or curl

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<CodeGroup>
```python Python
from helix.client import Client
Expand Down Expand Up @@ -312,3 +312,10 @@
-d '{}'
```
</CodeGroup>

## Related operations

- [Select nodes](/documentation/hql/select/selectN) - Query existing nodes
- [Create edges](/documentation/hql/create/addE) - Connect nodes with relationships
- [Update nodes](/documentation/hql/updating) - Modify node properties
- [Schema definitions](/documentation/hql/schema/schema-definition) - Define node types
24 changes: 13 additions & 11 deletions documentation/hql/hql.mdx
Original file line number Diff line number Diff line change
@@ -1,32 +1,34 @@
---
title: "What is HelixQL?"
description: "Learn about HelixQL, a strongly typed compiled query language for graph and vector operations in HelixDB"
sidebarTitle: "What is HQL?"
icon: "book-open"
---

HelixQL is a strongly typed, compiled query language for HelixDB.
It was inspired from a combination of Gremlin, Cypher and Rust.
HelixQL is a strongly typed, compiled query language for HelixDB that combines the best features of Gremlin, Cypher, and Rust to provide type-safe graph and vector queries.

## Why yet another query language?
## Why use HelixQL instead of other query languages?

Over the past few years, we've used Gremlin extensively for graph queries.
It's powerful and very expressive, but it's also extremely verbose and horrible to read after any substantial complexity.
HelixQL addresses key limitations found in existing graph query languages:

The other major issue is that it's obviously completely dynamic and is parsed at runtime when the query is executed.
This leads to a horrible developer experience, not knowing if the query is valid until runtime.
- **Type safety**: Queries are validated at compile time, catching errors before runtime
- **Readability**: Clean, concise syntax that remains readable even for complex queries
- **Performance**: Compiled queries execute faster than dynamically parsed alternatives
- **Developer experience**: IDE support with autocomplete and type checking

Building a new query language from scratch is obviously a big undertaking,
but we thought it was a necessary step to improve the developer experience and make building with graphs better.
Unlike Gremlin's verbose syntax or Cypher's runtime parsing, HelixQL provides a modern, type-safe approach to graph querying.

**Example Query Syntax:**
## How do I write a HelixQL query?

HelixQL queries follow a simple, declarative syntax:

```js
QUERY QueryName(param1: Type, param2: Type) =>
result <- traversal_expression
RETURN result
```

#### Components
### Query components

- `QUERY`: Keyword to start a query definition
- `QueryName`: Identifier for the query
Expand Down
21 changes: 10 additions & 11 deletions documentation/hql/schema/schema-definition.mdx
Original file line number Diff line number Diff line change
@@ -1,16 +1,15 @@
---
title: "Schema Definition"
description: "Text, title, and styling in standard markdown"
title: "Schema definition"
description: "How to define schemas for nodes, edges, and vectors in HelixDB with type-safe property definitions"
---

## Schema Definition
## How do I define schemas in HelixDB?

HelixQL uses a schema definition to define the structure of the graph.
Note that every node, edge and vector has an implicit `ID` field. that is not in the schema definition.
Define the structure of your graph using HelixQL schema definitions. Every node, edge, and vector automatically includes an implicit `ID` field.

### Node Schema
### Node schemas

Defines node types and their properties in the graph.
Define node types and their properties:

```rust
N::NodeType {
Expand All @@ -21,9 +20,9 @@ N::NodeType {

---

### Edge Schema
### Edge schemas

Defines relationships between nodes and their properties.
Define relationships between nodes with properties:

```rust
E::EdgeType {
Expand All @@ -38,9 +37,9 @@ E::EdgeType {

---

### Vector Schema
### Vector schemas

Defines the vector type.
Define vector types with metadata properties:

```rust
V::VectorType {
Expand Down
15 changes: 11 additions & 4 deletions documentation/hql/select/selectN.mdx
Original file line number Diff line number Diff line change
@@ -1,12 +1,12 @@
---
title: "Nodes"
description: "Learn how to select nodes in your graph."
title: "Select nodes"
description: "How to select and query nodes in your HelixDB graph by ID or type with code examples"
icon: "draw-circle"
---

## `N` &nbsp; Nodes
## How do I select nodes in HelixDB?

Select nodes from your graph to begin traversal.
Use `N` to select nodes from your graph by ID or type to begin traversals.

```rust
N<Type>(node_id)
Expand All @@ -16,7 +16,7 @@

<CodeGroup>
```rust Query focus={1-3} [expandable]
QUERY GetUser (user_id: ID) =>

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user <- N<User>(user_id)
RETURN user

Expand Down Expand Up @@ -50,7 +50,7 @@
"age": 25,
"email": "alice@example.com",
})
user_id = user[0]["user"]["id"]

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result = client.query("GetUser", {"user_id": user_id})
print(result)
Expand Down Expand Up @@ -245,3 +245,10 @@
</CodeGroup>

<Note>You can also do specific property-based filtering, e.g., returning only ID, see the [Property Filtering](../properties/property-access). You can also do aggregation steps, e.g., returning the count of nodes, see the [Aggregations](../aggregation).</Note>

## Related operations

- [Create nodes](/documentation/hql/create/addN) - Add new nodes to your graph
- [Traversals](/documentation/hql/traversals/steps_nodes) - Navigate between connected nodes
- [Conditionals](/documentation/hql/conditionals/conditions) - Filter nodes by properties
- [Property access](/documentation/hql/properties/property-access) - Work with node properties
8 changes: 4 additions & 4 deletions documentation/hql/vectors/searching.mdx
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@@ -1,12 +1,12 @@
---
title: "Vector Search"
description: "Search for vectors in your graph using cosine similarity."
title: "Vector search"
description: "How to perform vector similarity search in HelixDB using cosine similarity with code examples"
icon: "magnifying-glass"
---

## Search Vectors using `SearchV` &nbsp;
## How do I search for similar vectors in HelixDB?

Search for vectors in your graph.
Use `SearchV` to find vectors similar to your query vector using cosine similarity.

```rust
SearchV<Type>(vector, limit)
Expand All @@ -19,7 +19,7 @@
</Note>

<Warning>
When using the SDKs or curling the endpoint, the query name must match what is defined in the `queries.hx` file exactly.

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</Warning>

### Example 1: Basic vector search
Expand All @@ -43,24 +43,24 @@
```
</CodeGroup>

Here's how to run the query using the SDKs or curl

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<CodeGroup>
```python Python [expandable]
from datetime import datetime, timezone

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from helix.client import Client

client = Client(local=True, port=6969)

vector_data = [0.1, 0.2, 0.3, 0.4]

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inserted = client.query("InsertVector", {
"vector": vector_data,

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"content": "Sample document content",
"created_at": datetime.now(timezone.utc).isoformat(),

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})

result = client.query("SearchVector", {
"vector": vector_data,

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"limit": 10
})
print(result)
Expand Down Expand Up @@ -175,15 +175,15 @@
```
</CodeGroup>

### Example 2: Vector search with postfiltering

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<CodeGroup>
```rust Query focus={1-3}
QUERY SearchRecentDocuments (vector: [F64], limit: I64, cutoff_date: Date) =>

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documents <- SearchV<Document>(vector, limit)::WHERE(_::{created_at}::GTE(cutoff_date))

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RETURN documents

QUERY InsertVector (vector: [F64], content: String, created_at: Date) =>

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document <- AddV<Document>(vector, { content: content, created_at: created_at })

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RETURN document
```

Expand All @@ -195,7 +195,7 @@
```
</CodeGroup>

Here's how to run the query using the SDKs or curl

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<CodeGroup>

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documents <- SearchV<Document>(Embed(text), limit)
RETURN documents

QUERY InsertTextAsVector (content: String, created_at: Date) =>

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document <- AddV<Document>(Embed(content), { content: content, created_at: created_at })

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RETURN document
```
```rust Schema
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```
</CodeGroup>

Here's how to run the query using the SDKs or curl

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<CodeGroup>
```python Python [expandable]
from datetime import datetime, timezone
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