This article provides a comprehensive guide on building a scalable memory database using an MCP (Model Context Protocol) server. It highlights the benefits of integrating OpenAI's file store and vector database for efficient data management and retrieval. The tutorial covers setup, configuration, and best practices for file management and semantic search, ensuring precise and context-aware data handling. It is aimed at developers and tech enthusiasts looking to enhance their applications with advanced data solutions.