Google now has an ad library analog. You can search for active ads by the name of the advertiser or site. 

We tried it. It works! But as far as functionality is concerned, it still falls short of the library. Eneway, in the future, it will probably become a useful spy service for arbitrageurs and marketers.

Give it a try! 

https://adstransparency.google.com/