The application provides an automatic garlic peeler. The automatic garlic peeler comprises a movement assembly, a garlic peeling assembly arranged at the end part of the movement assembly, a vision detection assembly and an artificial intelligence module; the vision detection assembly is used for detecting textures among each garlic flake, carrying out imaging on each garlic flake and judging roots and/or abnormal positions of the garlic flakes according to imaging information; and the artificial intelligence module is used for controlling the movement assembly to drive the garlic peeling assembly to rip garlic peels on the basis of the texture according to positions of the detected textures among the garlic flakes, controlling the movement assembly to drive the garlic peeling assembly tocut off the roots and/or the abnormal positions of the garlic flakes according to the judged roots and/or abnormal positions of the garlic flakes and controlling the garlic peeling assembly to carry out peeling on the garlic peels. According to the automatic garlic peeler provided by the application, an artificial intelligence technology is matched with a vision detection technology, so that garlic peeling is more intelligent.