Penitentiary Branch is a stream located in Livingston County, Missouri. It appears on the Sampsel USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 701.57 feet (213.84 m) above sea level. The nearest populated place is Sampsel, approximately 1.9 miles to the NE.