Point of Rocks is an unincorporated community in Frederick County, Maryland. It is named for the striking rock formation on the adjacent Catoctin Mountain, which were formed by the Potomac River cutting through the ridge in a water gap, a typical formation in the Ridge-and-Valley Appalachians. The formation is not visible from the town and can only be seen from boats on the river, or from the southern bank of the river in Virginia.