Daviesia villifera is a species of flowering plant in the family Fabaceae and is endemic to eastern Australia.

It is a hairy shrub with arching branches, sharply-pointed egg-shaped to heart-shaped phyllodes, and yellow and dark red flowers.

Flowering occurs from June to October and the fruit is a flattened triangular pod 9–11 mm (0.35–0.43 in) long.

[2][3] Daviesia villifera was first formally described in 1837 by George Bentham from an unpublished description by Allan Cunningham.

[5] This bitter-pea usually in forest between Carnarvon National Park to Brisbane in Queensland, and near Grafton in northern New South Wales.