The Hexo Official Starter repository provides a basic framework for setting up a Hexo blog, which is a fast and simple static site generator powered by Node.js. It includes minimal configuration and a default theme to help users quickly get started with creating and managing their blog content. The repository serves as a foundation for users to customize and expand their site as needed.