MCP Memory Server Python

Example Use Cases

• 1

  Store and manage knowledge graphs with entities, relations, and observations.

• 2

  Perform efficient search and graph traversal over stored knowledge.

• 3

  That require a Python-based MCP memory server compatible with existing TypeScript memory files.

Description

This MCP memory server is a complete Python port of the official TypeScript MCP memory server, enabling storage, management, and querying of knowledge graphs via the Model Context Protocol. It supports entities, relations, and observations with full compatibility to the TypeScript version's JSONL file format and tools. The server is optimized for efficient search, graph traversal, and concurrent access, primarily tested on macOS.