In February, the weather in Gloucester is typically cold. Average daily high temperature in February is about 6 degrees above zero. On average, Gloucester has 14 cloudy, 9 rainy, 4 sunny, and 2 partly cloudy days in February. The rains are usually moderate. February as well as January, August, November, and December is considered the most uncomfortable time to visit Gloucester.