Kelly Branch is a stream located in Callaway County, Missouri. It appears on the New Bloomfield USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 600.67 feet (183.08 m) above sea level. The nearest populated place is Dixie, approximately 1.4 miles to the ENE.