In competitive wushu sports, athletes’ physical quality test values are often between two levels, forming an intermediate state of fuzzy middle information. This paper takes excellent competitive wushu athletes in province A as the subject, and constructs the evaluation system of body item quality of excellent athletes in competitive wushu through the specific measurement, statistics and research of general physical quality and special physical quality combined with the physical quality indexes characterized by competitive wushu. Introducing the concept of fuzzy middle information, combining the cloud model to improve the fuzzy comprehensive evaluation, establishing a multi-level fuzzy comprehensive cloud evaluation model, and applying it to the evaluation of physical quality of the subjects. The results show that most of the secondary indicators of physical quality of the members of the Wushu team are in the upper range of “general”, and the evaluation results of the comprehensive physical quality level are close to “good”. The degree of certainty is centered between 0.8 and 1, and the evaluation results are reliable.