The invention relates to a gap-adjustable ultrasonic rolling device capable of stably outputting. The gap-adjustable ultrasonic rolling device capable of stably outputting comprises a pressing cap, anadjusting ring, a fixing cover, a sliding sleeve and a tool seat, wherein the pressing cap, the adjusting ring, the fixing cover and the sliding sleeve are hollow and sequentially connected in the axial direction, the tool seat is arranged on the outer side of the sliding sleeve in a sleeving mode, and the sliding sleeve is in sliding fit with the tool seat; inner cavities of the pressing cap, the fixing cover and the sliding sleeve are communicated with each other to form an installation chamber, the installation chamber is internally provided with a ball, a top cap, an amplitude-change lever and a transducer which are sequentially connected, the ball partially extends out of the outer wall of the pressing cap, and the amplitude-change lever is connected with the fixing cover; and the adjusting ring is arranged between the pressing cap and the fixing cover. According to the ultrasonic rolling device, the adjusting ring is additionally arranged between the pressing cap and the fixingcover, so that the ball clearance is controllable, the amplitude-change lever with a flange is adopted, the flange is arranged at the node position of the amplitude-change lever, the output effect ofthe amplitude-change lever is not influenced, and the amplitude-change lever is fixed at the same time, so that the output of the amplitude-change lever is more stable; and a spring is arranged at thelower end of the device to play a buffering and protecting role.