Anthony Township is bordered by Cogan House Township to the north, Lycoming Township to the east, Woodward Township to the south and Mifflin Township to the west.
According to the United States Census Bureau, the township has a total area of .15.9 square miles (41.1 km2) of it is land and 0.06% is water.