Taking into account the local weather in Melrose can help you maximize your time at the pool during your trip. The hottest months are usually July and August with an average temp of 63°F, while the coldest months are December and January with an average of 21°F. The snowiest months in Melrose are February, October, March, and December, with each month seeing an average of 7 inches of snowfall.