# ruvector-graph

> Graph-enhanced vector database enabling hybrid graph+vector search for KG RAG applications. Supports Cypher queries with HNSW vector indexes for efficient multi-hop retrieval over knowledge graphs. Unlike pure vector databases like Pinecone, it natively models relationships for superior connected data reasoning and traversal.

- **URL:** https://crates.io/crates/ruvector-graph
- **Category:** Graph Enhanced Vector DBs
- **Tags:** Graph Database, Kg Rag, Cypher
- **Updated:** 2026-04-28 11:38
- **Canonical page:** https://vectordb.ever.works/ar/items/ruvector-graph

## Details

## Overview

Hypergraph storage with Cypher query language inside RuVector.

## Features
- Neo4j-style Cypher queries with GNN scoring
- Hyperedge relationships
- Vector embeddings per node/edge

## Use Cases
- Knowledge graphs
- KG-RAG
- Product recommendations

## Comparisons
Vs pure vector: Hypergraph relationships.

## Pricing
Free and open-source.

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