Neo4j Agent Memory gives AI assistants persistent, graph-based memory using Neo4j. Store information as interconnected nodes — people, places, organizations, projects, events — and create meaningful relationships between them with semantic predicates like KNOWS, WORKS_AT, CREATED, or MANAGES. Key features: - Store facts as labeled nodes with flexible schemas and custom properties - Build directional relationships with optional metadata (e.g., "since: 2023") - Search memory content with word-tokenized matching (querying "John Smith" finds "John" OR "Smith") - Traverse connections up to 3 levels deep to surface related information - Filter and retrieve memories by creation date with automatic timestamp tracking - Connect to any Neo4j instance including Neo4j Enterprise Edition with multi-database support - 10 specialized tools for CRUD operations and intelligent graph exploration without embedding complex logic in the tools themselves

[](https://smithery.ai/server/@knowall-ai/mcp-neo4j-agent-memory)

Neo4j Agent Memory MCP Server

A specialized MCP server that bridges Neo4j graph database with AI agents, providing memory-focused tools for storing, recalling, and connecting information in a knowledge graph.

Quick Start 🚀

You can run this MCP server directly using npx:

npx @knowall-ai/mcp-neo4j-agent-memory

Or add it to your Claude Desktop configuration:

{
  "mcpServers": {
    "neo4j-memory": {
      "command": "npx",
      "args": ["@knowall-ai/mcp-neo4j-agent-memory"],
      "env": {
        "NEO4J_URI": "bolt://localhost:7687",
        "NEO4J_USERNAME": "neo4j",
        "NEO4J_PASSWORD": "your-password",
        "NEO4J_DATABASE": "neo4j"
      }
    }
  }
}

Features

Philosophy: LLM-Driven Intelligence

Unlike traditional approaches that embed complex logic in tools, this server provides simple, atomic operations and lets the LLM handle all the intelligence:

Search Behavior

This approach makes the system more powerful and adaptable, as improvements in LLM capabilities directly translate to better memory management.

Neo4j Enterprise Support

This server now supports connecting to specific databases in Neo4j Enterprise Edition. By default, it connects to the "neo4j" database, but you can specify a different database using the NEO4J_DATABASE environment variable.

Memory Tools

Prerequisites

1. Neo4j Database (v4.4+ or v5.x) - Install Neo4j Community or En