The Drab Hemispingus is distributed on the eastern slope of the Andes from northern Peru to northern Bolivia. See the distribution map at Birdlife International. It is found in the canopy of montane forest between 2,200 and 3,350 metres.

As its specific name suggests it is distinguished by its whitish to pale yellow eye. Otherwise it is fairly drab.