The core of this machine tool is designed for high-precision radial polishing of thread rolling wheels, capable of processing modules 1-8mm, with a maximum outer diameter of 500mm and a width of ≤200mm. The surface roughness can reach Ra0.4-0.8μm, meeting the precision requirements for high-strength threading tools. It has a strong material adaptability, supporting polishing of thread rolling wheel materials such as high-speed steel (HSS) and cemented carbide (WC), and is compatible with various tooth shapes such as straight and helical. It adapts to standard thread rolling wheel models in industries such as automotive and construction machinery. The machine allows for efficient batch processing, utilizing a horizontal layout and a CNC feeding system, completing the full tooth surface processing in a single clamping, with processing efficiency improved by 3-5 times compared to traditional manual polishing, making it suitable for small to medium batch standardized production.