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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>LiteGraph | Production Graph Database for AI Systems</title>
<meta name="description" content="LiteGraph is a production-ready graph database with native graph queries, vectors, metadata, transactions, RBAC, PostgreSQL support, and observability.">
<link rel="stylesheet" href="styles.css">
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<a href="#home" class="nav-brand">
<img src="https://raw.githubusercontent.com/litegraphdb/litegraph/main/assets/favicon.png" alt="LiteGraph logo" class="logo">
<span class="brand-text">LiteGraph</span>
</a>
<div class="nav-links">
<a href="#features">Features</a>
<a href="#query">Query</a>
<a href="#operations">Operations</a>
<a href="#getting-started">Get Started</a>
<a href="#web-ui">Dashboard</a>
<a href="https://github.com/litegraphdb/litegraph/blob/main/README.md" target="_blank" class="api-docs-link" rel="noopener">
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</a>
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</a>
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<section id="home" class="hero">
<div class="hero-content">
<p class="eyebrow">LiteGraph 6.0</p>
<h1 class="hero-title">
Multi-modal AI data platform
</h1>
<p class="hero-subtitle">
Store relationships, metadata, JSON data, and vectors in one graph database. Query it with a Cypher/GQL-inspired language, mutate it transactionally, secure it with scoped credentials, and observe it with Prometheus, OpenTelemetry, and Grafana.
</p>
<div class="hero-badges">
<span class="badge">Native Graph Query</span>
<span class="badge">Graph Transactions</span>
<span class="badge">SQLite Default</span>
<span class="badge">PostgreSQL Ready</span>
<span class="badge">MCP Server</span>
<span class="badge">MIT License</span>
</div>
<div class="hero-actions">
<a href="#getting-started" class="btn btn-primary">Get Started</a>
<a href="https://github.com/litegraphdb/litegraph" target="_blank" class="btn btn-secondary" rel="noopener">View on GitHub</a>
</div>
</div>
</section>
<section id="features" class="features">
<div class="container">
<h2 class="section-title">Ready For Production AI Applications</h2>
<p class="section-subtitle">
LiteGraph brings the core database, server, SDKs, MCP tools, console, dashboard, and operational stack into one coordinated release.
</p>
<div class="features-grid">
<div class="feature-card">
<h3>Native Graph Query</h3>
<p>Run Cypher/GQL-inspired graph reads, traversals, filters, aggregates, supplied-vector search, and child-object mutations inside one tenant and one graph.</p>
</div>
<div class="feature-card">
<h3>Graph Transactions</h3>
<p>Commit or roll back graph-scoped node, edge, label, tag, and vector changes as a single unit with structured operation results.</p>
</div>
<div class="feature-card">
<h3>Graph Plus Vector Search</h3>
<p>Attach vectors to graph objects and use HNSW indexing, metadata filters, and graph context together instead of splitting data across separate systems.</p>
</div>
<div class="feature-card">
<h3>Provider-Neutral Storage</h3>
<p>Use SQLite by default for zero-config development and PostgreSQL for production. MySQL and SQL Server have explicit provider placeholders for future expansion.</p>
</div>
<div class="feature-card">
<h3>RBAC And Scoped Credentials</h3>
<p>Protect REST and MCP access with built-in roles, custom roles, credential scopes, immutable system roles, and authorization audit records.</p>
</div>
<div class="feature-card">
<h3>MCP Server</h3>
<p>Let MCP-compatible AI tools inspect, query, and mutate LiteGraph through a maintained server with REST-boundary authorization.</p>
</div>
</div>
</div>
</section>
<section id="query" class="query-language">
<div class="container">
<h2 class="section-title">Query Relationships Directly</h2>
<p class="section-subtitle">
LiteGraph native graph query is a parser-backed, LiteGraph-native profile inspired by familiar graph query models.
</p>
<div class="query-panel">
<pre class="docker-code"><code>MATCH (person:Person)-[works:WORKS_ON]->(project:Project)
WHERE person.data.role = $role
RETURN person, works, project
ORDER BY person.name
LIMIT 10</code></pre>
<div class="query-points">
<p class="query-kicker">Execution surfaces</p>
<h3>Query from every surface</h3>
<p class="query-summary">Use the same graph-scoped query model from embedded applications, HTTP clients, MCP tools, and terminal workflows.</p>
<ul class="query-surface-list">
<li><span class="query-surface-label">C# embedded</span><code>client.Query.Execute(...)</code></li>
<li><span class="query-surface-label">REST</span><code>POST /v1.0/tenants/{tenantGuid}/graphs/{graphGuid}/query</code></li>
<li><span class="query-surface-label">MCP</span><code>graph/query</code></li>
<li><span class="query-surface-label">Console</span><code>lg --execute "MATCH (n) RETURN n"</code></li>
</ul>
<a href="https://github.com/litegraphdb/litegraph/blob/main/DSL.md" target="_blank" class="sdk-link query-guide-link" rel="noopener">Open the query language guide</a>
</div>
</div>
</div>
</section>
<section id="operations" class="benefits">
<div class="container">
<h2 class="section-title">Operationally Ready</h2>
<div class="benefits-grid">
<div class="benefit-card">
<h3>PostgreSQL Production Backend</h3>
<p>SQLite remains the local default. PostgreSQL is the recommended production backend with provider-specific SQL, JSON filtering, transactions, and migration guidance.</p>
</div>
<div class="benefit-card">
<h3>Prometheus Metrics</h3>
<p>Expose HTTP, repository, query, vector, authorization, and request history metrics through the Prometheus-compatible <code>/metrics</code> endpoint.</p>
</div>
<div class="benefit-card">
<h3>OpenTelemetry Instrumentation</h3>
<p>Trace request, repository, query, vector index, and authorization activity with LiteGraph-specific tags and status information.</p>
</div>
<div class="benefit-card">
<h3>Provisioned Grafana Dashboard</h3>
<p>The Docker Compose stack starts Grafana OSS and Prometheus with a preloaded LiteGraph dashboard for immediate telemetry inspection.</p>
</div>
<div class="benefit-card">
<h3>Request History</h3>
<p>Use recent request details for debugging while Prometheus and OpenTelemetry carry aggregate monitoring and tracing.</p>
</div>
<div class="benefit-card">
<h3>LiteGraphConsole</h3>
<p>Install the <code>lg</code> global tool for an interactive shell over a local database or remote endpoint, similar to using <code>sqlite3</code>.</p>
</div>
<div class="benefit-card">
<h3>Comprehensive Dashboard</h3>
<p>Manage authorization, inspect request history, explore API calls, view JSON records, and monitor operational state from the web dashboard.</p>
</div>
<div class="benefit-card">
<h3>SDK and MCP Coverage</h3>
<p>C#, JavaScript, Python, REST, MCP, and dashboard surfaces are aligned with the v6 feature set where each surface is appropriate.</p>
</div>
</div>
</div>
</section>
<section id="use-cases" class="use-cases">
<div class="container">
<h2 class="section-title">Where LiteGraph Fits</h2>
<p class="section-subtitle">
Use LiteGraph when graph structure, vector similarity, object metadata, and operational control need to live together.
</p>
<div class="use-case-grid">
<div class="use-case-card">
<div class="use-case-icon">AI</div>
<h3>RAG Beyond Vectors</h3>
<p>Combine semantic search with graph relationships, labels, tags, and JSON data for retrieval that keeps structure and meaning together.</p>
</div>
<div class="use-case-card">
<div class="use-case-icon">KG</div>
<h3>Knowledge Graphs</h3>
<p>Model people, systems, documents, assets, events, and relationships with queryable metadata and typed graph edges.</p>
</div>
<div class="use-case-card">
<div class="use-case-icon">AG</div>
<h3>Agent Memory</h3>
<p>Expose LiteGraph through MCP so AI agents can store context, inspect relationships, query history, and update graph state.</p>
</div>
<div class="use-case-card">
<div class="use-case-icon">OP</div>
<h3>Operational Graphs</h3>
<p>Track infrastructure, identity, security, lineage, and dependency networks with transactional updates and production monitoring.</p>
</div>
</div>
</div>
</section>
<section id="getting-started" class="getting-started">
<div class="container">
<h2 class="section-title">Get Started In Minutes</h2>
<p class="section-subtitle">
Run the full stack with Docker Compose, use LiteGraph embedded in .NET, call REST directly, or install the <code>lg</code> console.
</p>
<div class="code-examples">
<div class="code-tabs">
<button class="code-tab active" data-lang="docker">Docker Compose</button>
<button class="code-tab" data-lang="source">From Source</button>
<button class="code-tab" data-lang="query">Native Query</button>
<button class="code-tab" data-lang="csharp">C# Embedded</button>
<button class="code-tab" data-lang="transaction">Transaction</button>
<button class="code-tab" data-lang="console">Console</button>
</div>
<div class="code-content">
<pre class="code-block active" data-lang="docker"><code>git clone https://github.com/litegraphdb/litegraph.git
cd litegraph/docker
docker compose up -d
# LiteGraph REST: http://localhost:8701
# LiteGraph MCP: http://localhost:8200
# Prometheus: http://localhost:9090
# Grafana OSS: http://localhost:3000</code></pre>
<pre class="code-block" data-lang="source"><code>git clone https://github.com/litegraphdb/litegraph.git
cd litegraph
# Build the solution
dotnet build src/LiteGraph.sln -c Release -f net8.0
# Start LiteGraph Server
dotnet run --project src/LiteGraph.Server/LiteGraph.Server.csproj --framework net8.0
# Start the dashboard in another terminal
cd dashboard
npm install
npm run dev</code></pre>
<pre class="code-block" data-lang="query"><code>curl -X POST http://localhost:8701/v1.0/tenants/${TENANT}/graphs/${GRAPH}/query \
-H "Authorization: Bearer ${TOKEN}" \
-H "Content-Type: application/json" \
-d '{
"Query": "MATCH (n:Person) WHERE n.data.role = $role RETURN n LIMIT 10",
"Parameters": {
"role": "engineer"
},
"MaxResults": 100,
"TimeoutSeconds": 30
}'</code></pre>
<pre class="code-block" data-lang="csharp"><code>using System.Collections.Generic;
using LiteGraph;
using LiteGraph.GraphRepositories.Sqlite;
LiteGraphClient client = new LiteGraphClient(
new SqliteGraphRepository("litegraph.db"));
client.InitializeRepository();
TenantMetadata tenant = await client.Tenant.Create(
new TenantMetadata { Name = "Example tenant" });
Graph graph = await client.Graph.Create(new Graph
{
TenantGUID = tenant.GUID,
Name = "Knowledge graph"
});
Node ada = await client.Node.Create(new Node
{
TenantGUID = tenant.GUID,
GraphGUID = graph.GUID,
Name = "Ada",
Labels = new List<string> { "Person" },
Data = new { role = "engineer" }
});
GraphQueryResult result = await client.Query.Execute(
tenant.GUID,
graph.GUID,
new GraphQueryRequest
{
Query = "MATCH (n:Person) RETURN n LIMIT 10"
});</code></pre>
<pre class="code-block" data-lang="transaction"><code>curl -X POST http://localhost:8701/v1.0/tenants/${TENANT}/graphs/${GRAPH}/transaction \
-H "Authorization: Bearer ${TOKEN}" \
-H "Content-Type: application/json" \
-d '{
"Operations": [
{
"OperationType": "Create",
"ObjectType": "Node",
"Payload": {
"Name": "Ada",
"Labels": ["Person"],
"Data": { "role": "engineer" }
}
}
],
"MaxOperations": 100,
"TimeoutSeconds": 30
}'</code></pre>
<pre class="code-block" data-lang="console"><code># From the LiteGraph repository root
install-tool.bat
# Local SQLite database
lg --database litegraph.db \
--tenant 00000000-0000-0000-0000-000000000000 \
--graph 00000000-0000-0000-0000-000000000000
# Remote server
lg --endpoint http://localhost:8701 \
--tenant ${TENANT} \
--graph ${GRAPH} \
--token ${TOKEN} \
--execute "MATCH (n) RETURN n LIMIT 5"</code></pre>
</div>
</div>
</div>
</section>
<section id="sdks" class="sdks">
<div class="container">
<h2 class="section-title">Clients And Packages</h2>
<div class="sdk-grid">
<div class="sdk-card">
<div class="sdk-header">
<h3>C# / .NET</h3>
<span class="sdk-badge">v6.0.0</span>
</div>
<p>Use LiteGraph embedded with SQLite or consume a LiteGraph Server through the C# SDK.</p>
<div class="sdk-stats">
<img src="https://img.shields.io/nuget/v/LiteGraph.svg?style=flat" alt="LiteGraph NuGet version">
<img src="https://img.shields.io/nuget/dt/LiteGraph.svg" alt="LiteGraph NuGet downloads">
</div>
<a href="https://www.nuget.org/packages/LiteGraph/" target="_blank" class="sdk-link" rel="noopener">Install via NuGet</a>
</div>
<div class="sdk-card">
<div class="sdk-header">
<h3>JavaScript</h3>
<span class="sdk-badge">npm</span>
</div>
<p>Use the JavaScript SDK for browser and Node.js applications that call LiteGraph Server.</p>
<div class="sdk-code">
<code>npm i litegraphdb</code>
</div>
<a href="https://www.npmjs.com/package/litegraphdb" target="_blank" class="sdk-link" rel="noopener">View on npm</a>
</div>
<div class="sdk-card">
<div class="sdk-header">
<h3>Python</h3>
<span class="sdk-badge">PyPI</span>
</div>
<p>Use the Python SDK for scripts, ingestion jobs, and application services.</p>
<div class="sdk-code">
<code>pip install litegraph_sdk</code>
</div>
<a href="https://pypi.org/project/litegraph-sdk/" target="_blank" class="sdk-link" rel="noopener">View on PyPI</a>
</div>
<div class="sdk-card">
<div class="sdk-header">
<h3>REST And MCP</h3>
<span class="sdk-badge">HTTP</span>
</div>
<p>Call REST directly or expose LiteGraph to AI tools through HTTP, TCP, and WebSocket MCP transports.</p>
<div class="sdk-links">
<a href="https://github.com/litegraphdb/litegraph/blob/main/REST_API.md" target="_blank" rel="noopener">REST API docs</a>
<a href="https://github.com/litegraphdb/litegraph/blob/main/README.md#mcp-server" target="_blank" rel="noopener">MCP server docs</a>
</div>
</div>
</div>
</div>
</section>
<section class="docker-deployment">
<div class="container">
<h2 class="section-title">Docker Deployment</h2>
<p class="section-subtitle">
The checked-in Compose stack starts LiteGraph Server, LiteGraph MCP, Prometheus, and Grafana OSS.
</p>
<div class="docker-content">
<div class="docker-example">
<h3>Server And Dashboard Images</h3>
<pre class="docker-code"><code>docker pull jchristn77/litegraph:v6.0.0
docker pull jchristn77/litegraph-mcp:v6.0.0
docker pull jchristn77/litegraph-ui:v6.0.0
cd docker
docker compose up -d</code></pre>
</div>
<div class="docker-example">
<h3>Observability</h3>
<pre class="docker-code"><code># Prometheus scrapes LiteGraph at:
http://localhost:8701/metrics
# Grafana is available at:
http://localhost:3000
# Default Grafana login:
admin / admin</code></pre>
</div>
<div class="docker-features">
<h3>What Starts</h3>
<ul>
<li>LiteGraph REST server on port 8701</li>
<li>LiteGraph MCP server on port 8200</li>
<li>Prometheus on port 9090</li>
<li>Grafana OSS on port 3000 with a provisioned LiteGraph dashboard</li>
<li>Named volumes for Prometheus and Grafana storage</li>
</ul>
<div class="docker-links">
<a href="https://hub.docker.com/r/jchristn77/litegraph" target="_blank" class="btn btn-primary" rel="noopener">Server Image</a>
<a href="https://hub.docker.com/r/jchristn77/litegraph-mcp" target="_blank" class="btn btn-primary" rel="noopener">MCP Image</a>
<a href="https://github.com/litegraphdb/litegraph/tree/main/docker" target="_blank" class="btn btn-secondary" rel="noopener">Compose Files</a>
</div>
</div>
</div>
</div>
</section>
<section id="web-ui" class="web-ui">
<div class="container">
<h2 class="section-title">Dashboard And Administration</h2>
<p class="section-subtitle">
The web dashboard is now aligned with v6 authorization, request history, API exploration, graph management, and operational monitoring workflows.
</p>
<div class="dashboard-gallery" aria-label="LiteGraph dashboard screenshots">
<figure class="dashboard-shot dashboard-shot-featured">
<img src="assets/screenshots/ss1.png" alt="LiteGraph dashboard graph workspace for the AI Support Demo graph" width="1909" height="1018" loading="lazy" decoding="async">
<figcaption>
<span>Graph Workspace</span>
Explore connected AI system data with labels, names, graph controls, and relationship context in one workspace.
</figcaption>
</figure>
<div class="dashboard-shot-grid">
<figure class="dashboard-shot">
<img src="assets/screenshots/ss2.png" alt="LiteGraph node editor with labels, tags, vector metadata, and data fields" width="1877" height="1022" loading="lazy" decoding="async">
<figcaption>
<span>Node And Vector Editing</span>
Update labels, tags, vectors, and JSON data without switching tools.
</figcaption>
</figure>
<figure class="dashboard-shot">
<img src="assets/screenshots/ss3.png" alt="LiteGraph request history dashboard with success and failure telemetry over time" width="1912" height="1020" loading="lazy" decoding="async">
<figcaption>
<span>Request Telemetry</span>
Track recent requests, failures, duration, and operational links close to the graph workflow.
</figcaption>
</figure>
<figure class="dashboard-shot">
<img src="assets/screenshots/ss4.png" alt="LiteGraph API Explorer with request parameters and JSON response preview" width="1903" height="698" loading="lazy" decoding="async">
<figcaption>
<span>API Explorer</span>
Send REST calls, inspect responses, and keep recent requests available during development.
</figcaption>
</figure>
<figure class="dashboard-shot">
<img src="assets/screenshots/ss5.png" alt="LiteGraph authorization page listing roles, scopes, permissions, and resources" width="1910" height="720" loading="lazy" decoding="async">
<figcaption>
<span>Authorization</span>
Manage tenant roles, graph scopes, permissions, resources, and built-in policy boundaries.
</figcaption>
</figure>
<figure class="dashboard-shot dashboard-shot-wide">
<img src="assets/screenshots/ss6.png" alt="LiteGraph 3D graph view with node information panel for an authorization node" width="1905" height="961" loading="lazy" decoding="async">
<figcaption>
<span>3D Graph Inspection</span>
Inspect graph structure, node metadata, and connected operational context in an interactive view.
</figcaption>
</figure>
</div>
</div>
<div class="web-ui-content">
<div class="web-ui-features">
<h3>Dashboard Features</h3>
<ul>
<li><strong>Graph Management</strong> - Create and manage graphs, nodes, edges, labels, tags, and vectors</li>
<li><strong>Authorization</strong> - Manage roles, scopes, immutable built-in roles, and assignments</li>
<li><strong>Request History</strong> - Inspect recent requests, timing, outcomes, JSON, and diagnostics</li>
<li><strong>API Explorer</strong> - Send REST calls and query templates from the browser</li>
<li><strong>Visualization</strong> - Explore graph structure with 2D and 3D views</li>
<li><strong>Operations</strong> - Use monitoring links and request detail views during administration</li>
</ul>
</div>
<div class="web-ui-deployment">
<h3>Run The Dashboard</h3>
<pre class="docker-code"><code>docker run -d --name litegraph-ui -p 3000:3000 \
-e LITEGRAPH_SERVER=http://localhost:8701 \
jchristn77/litegraph-ui:v6.0.0
# Or run from the monorepo
cd dashboard
npm install
npm run dev</code></pre>
<div class="web-ui-links">
<a href="https://github.com/litegraphdb/litegraph/tree/main/dashboard" target="_blank" class="btn btn-primary" rel="noopener">Dashboard Source</a>
<a href="https://hub.docker.com/r/jchristn77/litegraph-ui" target="_blank" class="btn btn-secondary" rel="noopener">Dashboard Image</a>
</div>
</div>
</div>
</div>
</section>
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<div class="footer-section">
<img src="https://raw.githubusercontent.com/litegraphdb/litegraph/main/assets/favicon.png" alt="LiteGraph" class="footer-logo">
<p>Production graph database for AI systems.</p>
<p>Graph, vector, metadata, query, transaction, and observability in one project.</p>
<p class="footer-license">Free and open source. MIT License.</p>
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<div class="footer-section">
<h4>Documentation</h4>
<ul>
<li><a href="https://github.com/litegraphdb/litegraph/blob/main/README.md" target="_blank" rel="noopener">README</a></li>
<li><a href="https://github.com/litegraphdb/litegraph/blob/main/DSL.md" target="_blank" rel="noopener">Query Language</a></li>
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</ul>
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<h4>Packages</h4>
<ul>
<li><a href="https://www.nuget.org/packages/LiteGraph/" target="_blank" rel="noopener">NuGet</a></li>
<li><a href="https://www.npmjs.com/package/litegraphdb" target="_blank" rel="noopener">npm</a></li>
<li><a href="https://pypi.org/project/litegraph-sdk/" target="_blank" rel="noopener">PyPI</a></li>
<li><a href="https://hub.docker.com/r/jchristn77/litegraph" target="_blank" rel="noopener">Docker Server</a></li>
<li><a href="https://hub.docker.com/r/jchristn77/litegraph-mcp" target="_blank" rel="noopener">Docker MCP</a></li>
<li><a href="https://hub.docker.com/r/jchristn77/litegraph-ui" target="_blank" rel="noopener">Docker Dashboard</a></li>
</ul>
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