MCP Servers / database / MCP Memory Server - Python Implementation

MCP Memory Server - Python Implementation

stdionone★ 1database

A Python implementation of the MCP memory server for knowledge graph storage and retrieval, using JSONL files for persistence.

Install

How to run this server

[ { "cmd": "pip install -r", "imports": [] } ]

server path: mcp-memory-server-python-implementation

Tools

What this server exposes

add

Add a memory to the knowledge graph

update

Update a memory in the knowledge graph

delete

Delete a memory from the knowledge graph

Search memories in the knowledge graph

list

List all memories in the knowledge graph

get

Get a specific memory by ID

clear

Clear all memories from the knowledge graph

stats

Get statistics about the knowledge graph

export

Export the knowledge graph to a file

Configuration

Environment & auth

authnone

Resources