# Memgraph

> 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://memgraph.com/
- **Category:** Graph Enhanced Vector DBs
- **Tags:** Graph Database, Kg Rag, Cypher
- **Updated:** 2026-04-28 11:38
- **Canonical page:** https://vectordb.ever.works/pl/items/memgraph

## Details

## Overview

Graph DB with native vector search.

## Features
- Cypher + vector indexes

## Use Cases
- Knowledge graphs
- KG-RAG

## Comparisons
Vs pure vector: Native Cypher graph queries.

## Pricing
OSS free, Enterprise.

---

_This Markdown mirror is generated by Ever Works for AI agents. The canonical HTML page is at https://vectordb.ever.works/pl/items/memgraph._