Hibbertia torulosa is a species of flowering plant in the family Dilleniaceae and is endemic to a restricted area of Victoria, Australia.

Hibbertia torulosa is a shrublet that typically grows to a height of up to 60 cm (24 in) and has knobby branches and foliage covered with star-shaped hairs.

The flowers are arranged mostly on the ends of short shoots with linear bracts 0.8–1.3 mm (0.031–0.051 in) long at the base.

[2][3] Hibbertia torulosa was first formally described in 1995 by Hellmut R. Toelken and Robert John Bates in the Journal of the Adelaide Botanic Gardens from specimens collected near the Bemm River in 1994.

[2][4] The specific epithet (torulosa) means "knobby", referring to the branchlets.