McGloin was released by the Chiefs on Sunday, BJ Kissel of the Chiefs' official site reports.
The Chiefs initially kept three QBs on the 53-man roster but ultimately settled on just Patrick Mahomes and Chad Henne. It will be difficult for McGloin to find work before Week 1.