Object Calisthenics is a set of programming practices aimed at improving code quality, initially based on Java. Key rules include limiting indentation, avoiding the use of the else keyword, and encapsulating primitives and strings in classes. The document outlines various coding structures and guidelines to enhance readability and maintainability in software development.