The best description of the motion of the medium particles in a longitudinal wave is:
The medium vibrates parallel to the direction of the wave.
In a longitudinal wave, such as a sound wave, the particles of the medium move back and forth in the same direction as the wave is traveling, creating regions of compression and rarefaction.