In December, the weather in Kansas City is typically cold. Average daily high temperature in December is about 4 degrees above zero. On average, Kansas City has 12 sunny, 11 partly cloudy, 5 cloudy, and 3 rainy days in December. The rains are usually light. December as well as January, February, March, and April is considered the most uncomfortable time to visit Kansas City.