Phase space is a mathematical framework used to describe all possible states of a physical system, where each state corresponds to a unique point in a multidimensional space defined by the system's coordinates and momenta. It serves as a comprehensive representation of the system's dynamics, capturing both position and momentum variables, and is crucial for understanding statistical mechanics and thermodynamics.