Chestnut Hill overlooks the Delaware River, and, with Marble Mountain on the New Jersey side, forms Weygadt Gap or the Little Water Gap. The cliff overlooking Weygadt Gap is known as St. Anthony's Nose. Chestnut Hill adjoins the Great Appalachian Valley to the north at Frost Hollow.