MCP Memory Graph Server
by santahate
The Memory Graph Server provides a persistent storage layer for knowledge graphs, allowing for storage of entities and their properties, management of relationships, querying, and real-time updates. It utilizes MongoDB for persistent storage and offers graph operations for entity and relationship management.
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What is MCP Memory Graph Server?
The Memory Graph Server is a persistent storage solution for knowledge graphs, built on top of MongoDB. It allows users to store entities, define relationships between them, and query the graph structure in real-time.
How to use MCP Memory Graph Server?
To use the server, first install the prerequisites (Python 3.12+, MongoDB 4.4+, uv, MCP CLI). Then, clone the repository, install dependencies using uv, configure MongoDB credentials in a .env
file, and run the main.py
script. It can be used as an MCP service by configuring the mcp.json
file and using the available operations through the MCP client.
Key features of MCP Memory Graph Server
MongoDB-based persistent storage
Graph operations (CRUD)
Entity management
Relationship handling
Query capabilities
Real-time updates
Use cases of MCP Memory Graph Server
Storing and managing knowledge bases
Building relationship-based applications
Implementing recommendation systems
Creating semantic search engines
FAQ from MCP Memory Graph Server
What database does this server use?
What database does this server use?
This server uses MongoDB for persistent storage.
What programming language is this server written in?
What programming language is this server written in?
This server is written in Python.
What are the prerequisites for running this server?
What are the prerequisites for running this server?
The prerequisites are Python 3.12+, MongoDB 4.4+, uv, and MCP CLI.
How do I install the dependencies?
How do I install the dependencies?
You can install the dependencies using uv pip install -r requirements.txt
after creating a virtual environment.
How do I configure the MongoDB connection?
How do I configure the MongoDB connection?
You need to create a .env
file with your MongoDB user, password, and URI.