The Serbian has recalled Andre Ayew after he left out the Marseille midfielder for the last two Ghana games but there is no place for his inform junior brother Jordan.
Instead Stevanovic has called Charles Takyi who was given the all clear by FIFA only last month after representing Germany at junior level.
The Saint Pauli offensive midfielder will be joined by Jeffery Schulpp, the half Ghanaian, half German striker of Ghanaian descent who plays for Leicester City.
There is no place in the side for captain John Mensah and striker Dominic Adiyiah.
Ghana will play Sierra Leone on November 12 and Gabon on November 15.
Goalkeepers: Adam Kwarassey, Ernest Sowah, Daniel Adjei.
Defenders: Masahudu Alhassan, John Paintsil, Isaac Vorsah, Lee Addy, Daniel Opare, Sumaila Rashid.
Midfielders: Samuel Inkoom, Kwadwo Asamoah, Agyemang Badu, Sulley Muntari, Anthony Annan, Charles Takyie, Mohammed Any, Derek Boateng, Quincy Owusu-Abeyie, Andre Ayew.
Strikers: Asamoah Gyan, Prince Tagoe, Derek Asamoah, Jeffrey Schulpp.