Taking into account the local weather in Chester 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 64°F, while the coldest months are January and February with an average of 23°F. The snowiest months in Chester are January, March, December, and November, with each month seeing an average of 14 inches of snowfall.