Build the Ultimate MCP Server for Multimodal AI

A comprehensive guide to building an MCP (Model Context Protocol) server that enables multimodal AI capabilities across text, images, audio, and video. The tutorial demonstrates using Pixeltable as the multimodal AI infrastructure and CrewAI for orchestrating agent workflows. The system includes specialized agents for different modalities, a router agent for query classification, and a synthesis agent for response generation. The implementation supports RAG (Retrieval-Augmented Generation) operations across all media types through Docker-deployed MCP servers.