August in Martinsburg is the sunniest month of the year. In August, the weather in Martinsburg is typically warm. Average daily high temperature in August is about 27 degrees above zero. On average, Martinsburg has 16 sunny, 10 partly cloudy, and 5 rainy days in August. The rains are usually light.