Build and Deploy an App Prototype with an AI Agent using MCP in an Afternoon

A team replaced their unwieldy customer data spreadsheet with an AI-powered search application using SingleStore's Model Context Protocol (MCP) server. The MCP connected Claude directly to SingleStore, allowing natural language commands to generate schemas, import CSV data with embeddings, and build a Python notebook interface combining structured filters with vector similarity search—all accomplished in under an afternoon.