Hitch mounted robot systems and methods for operating the same are disclosed. A hitch mounted robot system includes a coupling mechanism that is insertable into a hitch receiver on a vehicle and a height adjustment mechanism coupled to the coupling mechanism. The height adjustment mechanism automatically moves the coupling mechanism in a system vertical direction to lift the hitch mounted robot system off a ground surface when the coupling mechanism is inserted into the hitch receiver.