February in Kansas City is the cloudiest month of the year. In February, the weather in Kansas City is typically cold. Average daily high temperature in February is about 4 degrees above zero. On average, Kansas City has 12 partly cloudy, 8 sunny, 5 cloudy, and 4 rainy days in February. The rains are usually moderate. February as well as January, March, April, and December is considered the most uncomfortable time to visit Kansas City.