Steve Clarke, Scotland's new manager, confirmed the Sheffield United midfielder misses-out because the date of his wedding clashes with the games.
Swansea City centre-forward Oli McBurnie, who has been linked with a move to either Bramall Lane or Brighton and Hove Albion, is another notable absentee.
Scotland host Cyprus on June 8 before travelling to Belgium three days later.