Lightweight Knowledge MCP Server

Example Use Cases

• 1

  Extract and structure knowledge from personal documents and conversations.

• 2

  Build and query personalized knowledge graphs locally without online dependencies.

• 3

  Improve content generation by leveraging long-term memory of user-specific knowledge.

Description

This MCP server provides a lightweight and portable knowledge management service that enables LLMs to continuously learn, output, and utilize structured knowledge from daily texts, conversations, and project notes. It supports entity and relationship extraction, flexible retrieval, and local data storage without relying on large-scale online services. The service is designed for personal or small project use, facilitating personalized knowledge graphs and improved content generation.