How To Build RAG Applications Using Model Context Protocol

An MCP server enhances RAG applications by providing a flexible alternative to embedding-based methods. It exposes employee data as read-only resources and offers tools for data manipulation. The server allows direct retrieval of structured data from a SQLite database, eliminating the need for vector search. Functions include fetching all employees or a specific employee by ID, and deleting employee records. This approach offers more transparent and adaptable RAG workflows, especially for structured database data.