Direct integration methods are numerical techniques used to solve differential equations by approximating the continuous dynamics of a system through discrete time steps. These methods are particularly useful in astrophysics for modeling the motion of bodies in gravitational fields, allowing for the accurate simulation of both two-body and many-body problems. By providing a systematic way to evolve the state of a system over time, these methods help in understanding complex interactions and trajectories in celestial mechanics.