If you do want to shop rates, go ahead. Mortgage pulls made close together count as one for your credit score, so comparing lenders does not drag it down.
A credit report for a mortgage is usually good for about 120 days, so if you buy within that time, you may not need a new pull.
Pulls for a car, a card or furniture are different. Wait until after closing for those.