Mobilegeddon - AdWords Quality Score
The mobile friendly Mobilegeddon algorithm does not affect AdWords quality score, it is confirmed by Google AdWords team Dublin.
As far as I know, mobile design is considered when judging what ads score high on landing page / quality score when shown on mobile.