In February, the weather in Gloucester is typically cold. Average daily high temperature in February is about 2 degrees above zero. On average, Gloucester has 11 sunny, 8 partly cloudy, 5 rainy, 3 cloudy, and 2 snowy days in February. The rains are usually heavy. February as well as January, March, April, and May is considered the most uncomfortable time to visit Gloucester.