Qbeast is an efficient, format-agnostic, multi-dimensional clustering engine for the lakehouse, now delivered as a distributed service. Our latest release marks a major milestone: Qbeast runs on all three major cloud providers (AWS, Google Cloud, and Azure) and supports all three open table formats (Apache Iceberg, Delta Lake, and Apache Hudi), with fully automated deployment and management inside the customer's account. The release brings substantial performance gains in both querying and indexing, and introduces a Model Context Protocol (MCP) server that enables direct integration with AI tools—making Qbeast a first-class data source for agentic workflows.