Shelley's oliveback (Nesocharis shelleyi), also known as the Fernando Po oliveback, is a species of estrildid finch found in Africa. It has an estimated global extent of occurrence of 55,000 km<sup>2</sup>.
It is found in Bioko island, western Cameroon and adjacent Nigeria. The IUCN has classified the species as being of least concern.