Consider testing whether F = F0 for a continuous cdf on R = (-∞,∞)and for a random sample X 1,..., X n from F.We derive expansions of the associated asymptotic power basedon the Cramer-von Mises, Kolmogorov-Smirnov and Kuiper statistics. We provide numerical illustrations using a double-exponential example with a shifted alternative.