The calculated distance (air line) between Mohelnice and Olomouc is approximately 19 miles respectively 31 kilometers.
By car or train, the actual journey to Olomouc is certainly longer, as only the direct route (as the crow flies) between Mohelnice and Olomouc has been calculated here.