Meiogyne hirsuta is a plant in the family Annonaceae endemic to the Wet Tropics of Queensland in Australia. It is known from only a small number of collections from three widely separated locations in the Wet Tropics, namely Cedar Bay near Cooktown, the lower reaches of Mossman Gorge, and the foothills of the southern Atherton Tablelands in the vicinity of the North Johnstone River.