So in iOS 7, it appears you can only repeat an album if you choose to listen to an album whilst browsing from the Album category. If you choose an album whilst browsing the Artist category, you can only choose to repeat the artist.
That’s a pretty weird limitation, especially for people like me, whose mind is set to sorting music by artist name rather than by album name.
Here’s hoping this is a temporary change.
Ricky Leong 
Thanks for this. I am giving up on iPhone and getting Moto X. The iOS 7 rollout eliminated many features that I use on a day to day basis. I always sort by artist first, then by album! Just another way for them to try to get us to stop listening to the “album” as a whole unit.
Thank you, I found this while searching for a way to repeat an album. Like you, I search for my artist, then album. I can remember artists easily enough, but I don’t memorize album names. I am so frustrated with the changes to the Music app in ios7.
Pingback: What happened to “Repeat Album” in iOS 7? | Ricky Leong