Taking into account the local weather in Stillwater can help you maximize your time at the pool during your trip. The hottest months are usually August and July with an average temp of 60°F, while the coldest months are February and December with an average of 38°F. The rainiest months in Stillwater are November, January, December, and October, with each month seeing an average of 10 inches of rainfall.