M

MCP Neo4j Memory Server

A knowledge graph storage and retrieval service based on Neo4j, implemented as a server for the MCP protocol, supporting database connection configuration through environment variables and providing project - specific knowledge graph management functions.
2.5 points
22

What is the MCP Neo4j Knowledge Graph Memory Server?

This is a memory storage system designed for AI assistants, using the Neo4j graph database to store and retrieve structured knowledge information. It helps AI remember user information, project details, and various relationships, making conversations more personalized and coherent.

How to use this memory server?

Through simple configuration and instructions, AI assistants can automatically store and retrieve various information. The system supports user information management, project knowledge graphs, and relationship networks.

Use cases

Suitable for AI dialogue systems that require long - term memory, project management assistants, personalized recommendation systems, etc. Particularly suitable for applications that need to handle complex relationships and structured data.

Main Features

User Memory ManagementAutomatically store and retrieve user identity information, behavioral characteristics, preference settings, etc.
Project Knowledge GraphCreate an independent knowledge graph for each project, storing elements such as files, classes, functions, and their relationships.
Fuzzy SearchCombine Neo4j and Fuse.js to achieve flexible knowledge retrieval, supporting partial matching and relevance sorting.
Multi - Database SupportYou can switch different databases for different projects to keep knowledge isolated.

Advantages and Limitations

Advantages
Graph databases are naturally suitable for storing complex relationship data
Excellent query performance, especially good at relationship traversal
Support large - scale knowledge graphs
Powerful visualization capabilities
Flexible fuzzy search function
Limitations
Requires additional installation of the Neo4j database
May be over - designed for simple key - value storage scenarios
The initial learning curve is slightly steep

How to Use

Installation
Install via npm or manually configure the server
Configure Neo4j Connection
Set database connection parameters
Use in AI Prompts
Add memory retrieval and update instructions to system prompts
Project Management
Create an independent database for each project

Usage Examples

User Profile BuildingAI automatically collects user information during conversations and builds a complete profile
Project Knowledge ManagementStore and retrieve code structure information in development projects
Relationship Network AnalysisTrack the relationships between people mentioned by users

Frequently Asked Questions

Must I use the Neo4j database?
How to reset memory data?
How many levels of relationship queries are supported?
What is the performance? How much data can it handle?

Related Resources

Neo4j Official Documentation
Official documentation for the Neo4j graph database
MCP Protocol Description
Project code repository and detailed description
Knowledge Graph Design Guide
How to design an effective knowledge graph structure
Installation
Copy the following command to your Client for configuration
{
  "mcpServers": {
    "graph-memory": {
      "command": "npx",
      "args": [
        "-y",
        "@sylweriusz/mcp-neo4j-memory-server"
      ],
      "env": {
        "NEO4J_URI": "bolt://localhost:7687",
        "NEO4J_USERNAME": "neo4j",
        "NEO4J_PASSWORD": "your-password",
        "NEO4J_DATABASE": "neo4j"    
      }
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.
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