Hovea graniticola is a species of flowering plant in the family Fabaceae and is endemic to eastern Australia. It is a shrub with its branchlets covered with curly brownish to grey hairs, narrowly oblong to almost linear leaves with stipules at the base, and mauve, pea-like flowers.