The Model Context Protocol (MCP) is emerging as the essential, standardized pattern for dynamically managing, prioritizing, and encoding the input stream for any modern LLM. We will break down the MCP specification, walk you through its practical implementation, and demonstrate how to architect robust, cost-effective, and scalable LLM backends.