You can plan your beach trip with a look at the seasons in Argyle: The hottest months are usually August and July with an average temp of 61°F, while the coldest months are February and January with an average of 34°F. The snowiest months in Argyle are January, February, March, and November, with each month seeing an average of 9 inches of snowfall.