Under the premise that index oval mean of normal distribution is positive and its total variance of normal distribution is known, the Bayesian reliability sampling inspection plan is made on the basis of the maximum entropy prior distribution. According to posterior distribution of index oval mean, the minimum sampling size is obtained in the light of maximum risk to producers and users. The example shows that the effect is smaller than the classical statistical method, and the method is more convenient.