An efficient mud removing machine is mainly used for solving the technical problems that impurities are generated on the surfaces of anode plates in the producing and living process and need to be disposed, and the anode plates need to be treated. According to the technical scheme, the efficient mud removing machine comprises a main body rack (1), a base (2) and three or more mud scraping rubber plates (132); the main body rack is arranged on the base (2) in a matched sleeving mode; the mud scraping rubber plates (132) are transversely arranged in a cavity, corresponding to the position above the base (2), of the main body rack (1). The mud scraping rubber plates (132) are mounted on a cross beam transversely arranged on the main body rack (1). Press plates (12) are mounted at the two ends of guide strips (131) in a matched mode correspondingly. Two or more jaw locks are arranged on the two sides of the main body rack (1) correspondingly. The jaw locks are matched with the press plates (12) arranged on the two sides of the main body rack (1) correspondingly. The efficient mud removing machine is mainly used for treating the anode plates efficiently and quickly.