Minecraft wiki entry for Mule, associated text: A ridden mule can be made to jump and holding the control charges for a higher leap. Mules are not affected by jump boost beacons or potions. The standard dismount control dismounts from the mule, as does going in water deeper than two blocks. Just like the player, mules take fall damage when falling from heights.