Gjocaj is a village and former municipality located in central Albania within Elbasan County. Following the 2015 local government reform, it was designated as a subdivision of the municipality Peqin.
The municipal unit of Gjocaj comprises several villages, including Gjocaj, Celhakaj, Hasmashaj, Kurtaj, Vashaj, Rrumbullak, Bregas, Bardhas, and Blinas. According to the 2011 census, the population of the area was 5,207.