It looks like I have to manually enter each app's URL.
I like how easy it was to try Kickfolio - just enter app names. http://kickfolio.com/
This is the same search API that Apple uses for the App Store, and returns the same order and results as Kickfolio. The first result is usually correct, but you could always double check with the developer.
Example: http://itunes.apple.com/search?entity=software&term=Shar...