Kelly Hollow is a valley located in Warren County, Missouri. It appears on the Jonesburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 672.86 feet (205.09 m) above sea level. The nearest populated place is Jonesburg, approximately 3.8 miles to the NNE.