The invention provides a machine tool scraper plate chip remover comprising a machine shell, a main transmission wheel set, a slave transmission wheel set, a chip guide groove, conveying scraper plates and chip guide plates. The chip guide groove is formed between the main transmission wheel set and the slave transmission wheel set. The bottom end of the chip guide groove is provided with a chip guide groove bottom plate; the conveying scraper plates are installed on the upper and lower surfaces of the chip guide groove bottom plate at regular intervals; the two sides of the chip guide groove are provided with the chip guide plates tilting inwards; the two ends of each conveying scraper plate are installed on conveying chains located on the two sides thereof through connecting block; a gear motor drives the conveying scraper plates connected with the conveying chains to convey metal chips to a chip outlet for discharge. The machine tool scraper plate chip remover is compact in structure, reliable in work and stable in transmission, achieves a good effect of removing metal sand particles and abrasive particles generated in grinding processing and aluminum chips in the automobile industry, guarantees normal work of a machine tool or a production line, is convenient to use and high in efficiency and reduces the work intensity of workers.