Petrophile semifurcata was first formally described in 1870 by George Bentham in Flora Australiensis from an unpublished description by Ferdinand von Mueller of material collected by Augustus Frederick Oldfield near the Murchison River. The specific epithet (semifurcata) means "half-forked", referring to the sometime simple, sometimes forked leaves.
