The Rails Official Starter repository is a boilerplate application for developers looking to kickstart their Ruby on Rails projects. It provides a basic structure and configuration that allows users to set up a Rails environment quickly, focusing on essential functionality without additional complexity. This repository serves as a foundation for building web applications, enabling developers to customize it according to their specific needs.