Lift is worse than Scalaz and barely maintained. I can't speak for Play; I use Spray for REST APIs (somewhat symbolic, but oh so worth it for the glorious routing DSL that combines the clarity of a config file with the refactorability and safety of code) and Wicket for HTML UIs.
Link didn't work for me, but I suspect Lift has been dead for a while. It was fine for the time, but if you want a full framework Play is pretty much better in every way, and if you want a light framework you have Akka-HTTP and others..
I looked into stuff like Lift and Play