Memgraph MCP server

This is a small helper that connects your AI assistant to a Memgraph database. Memgraph is a graph database, which stores information as points (people, products, places) and the links between them. If your team keeps data in Memgraph, this lets you ask questions in plain words instead of writing database code yourself.

What this MCP server does

You ask your AI a question about your graph data. The AI uses this helper to send a query to your Memgraph database. The helper brings back the results, row by row, with the points and links kept in their proper shape. Your AI then explains the answer in the chat. It can also look up the database structure first, so it knows what labels and relationships exist before writing a query.

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What you can do with it

• Run Cypher queries against your Memgraph database
• Search the graph schema by a word or pattern
• Look up the full details of a node type
• Look up the details of a relationship type
• Check the values of an enum
• List the databases you can access
• Switch to a different database when your setup allows it

Try asking your AI

• “Which people are connected to Alice in the graph?”
• “Search the schema for anything related to payments”
• “Show me the properties and relationships for the Person node”
• “Run this query and give me a summary: MATCH (n) RETURN count(n)”

What it gives back to you

You get the query results back in the chat, one row per result. Nodes and relationships come back with their labels, types, and properties intact, so your AI can describe them clearly. Often your AI will turn the raw rows into a short summary or a list. If you asked for a graph view, you can get a compact set of nodes and relationships without repeats.

Before you start

Who it's for

People who work with data kept in Memgraph and want to explore or query it through an AI chat instead of writing database code.