The Memory Graph Server provides a persistent storage layer for knowledge graphs, allowing for:
MCP Memory Graph Server is an MCP project maintained in the santahate/mcp-mongo-memory repository. The maintainer describes its purpose as “The Memory Graph Server provides a persistent storage layer for knowledge graphs, allowing for”. Read the project documentation for the complete scope.
The project provides a local client configuration using /path/to/local/bin/uvx. Follow the repository’s build and installation steps before copying it, and replace example paths with the paths on your own computer.
The example declares MCP_MONGO_MEMORY_CONNECTION. Secret-looking values have been replaced with placeholders. Required and optional labels are shown only when the documentation states them.
Project documentation · Repository · Discovery listing. This profile records the public documentation checked on 2026-10-08.
{
"mcpServers": {
"Memory": {
"command": "/path/to/local/bin/uvx",
"args": [
"mongo-memory"
],
"env": {
"MCP_MONGO_MEMORY_CONNECTION": "mongodb://username:password@host:port/database"
}
}
}
}From the project documentation. Replace placeholders and example paths before connecting.
| Variable | Description | Required |
|---|---|---|
| MCP_MONGO_MEMORY_CONNECTION | Declared in the maintainer’s client configuration. | Check documentation |
Store entities, relations and observations in a local knowledge graph with the reference Memory MCP server.
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