how do i compute the probability distribution of a sample of z score

I am trying to compute the probability distribution of a group of z-scores. I want then to use this probability distribution to compare two distribution between them (both using the kolmogorov smirnov and kullback leibler tests).

i need the probability distribution for the kullback leibler test, as the kolmogorov smirnov do not need input as probability distribution.