python-memory-mcp-server

What is this MCP

This is a Model Context Protocol (MCP) server that provides knowledge graph functionality for managing entities, relations, and observations with strict validation rules to maintain data consistency.

How to use this MCP

The server can be installed via CLI and provides tools for managing a knowledge graph through Python API calls, including entity/relation creation, observation management, graph retrieval, and memory search operations.

What this MCP can be used for

This MCP can be used for building and maintaining structured knowledge graphs, organizing information about people, projects, documents, and concepts, with applications in AI memory systems, knowledge management, and structured data organization.