In February, the weather in Kansas City is typically cold. Average daily high temperature in February is about 7 degrees above zero. On average, Kansas City has 9 sunny, 9 partly cloudy, 6 cloudy, 3 rainy, and 2 snowy days in February. The rains are usually heavy. February as well as January, March, May, and June is considered the most uncomfortable time to visit Kansas City.