The invention relates to the technical field of potato screening grading devices, and discloses an automatic potato screening grading device. The automatic potato screening grading device comprises ascreen assembly, a supporting assembly, a cleaning assembly and a uniformly-stirring assembly. The screen assembly comprises a screen box, a discharging hopper, an auxiliary overturning cover, a fixedrail, a dustproof box cover, a screen, a feeding hopper and a vibrating motor. An accommodating cavity is formed in the screen box, and the discharging hopper is positioned at the bottom end of the right side of the screen box and is fixedly connected with the screen box. The effective screening area of the screen is increased so that potatoes cannot be stacked, and the screening efficiency of the potatoes is improved. A screw rod is arranged in a machine body, a fixed seat and a cleaning brush are arranged on the screw rod, and the screw rod is used for driving the cleaning brush to performlinear reciprocating motion on the screen to clean the screen, so that impurities attached to the screen in a clamped mode are removed; and meanwhile, a cleaning overturning cover is arranged on the screen box, so that the cleaning brush is more convenient to replace, the service efficiency of the screen is improved, and the service life of the screen is prolonged.