Graphdiyne, a novel carbon material with China intellectual property right, is composed of topologically ordered sp and sp2 carbon atoms. It has many unique advantages such as rich carbon chemical bonds, large conjugated systems, and excellent chemical stability, showing the application potential in energy conversion and other fields. In this review, the controllable synthesis of graphdiyne is focused. Then the application based on graphdiyne in different types of solar cells is described comprehensively. Especially, the mechanism of graphdiyne materials is elucidated particularly in performance improvement. Finally, short perspectives of graphdiyne materials in the photovoltaic field are presented.