XiaoyaoSearch is a desktop application that combines AI models to enable semantic search across local files. It accepts multimodal input including voice, text, and images, converting queries into semantic representations to retrieve relevant files. The project includes MCP (Model Context Protocol) integration for enhanced AI agent-like capabilities.