Every user has the ability to endorse or reject apps.

Every user also has the ability to endorse other users as curators of the App Store. The vast majority of users will want to farm this out to a small handful of devs and others who stay on top of the latest apps.

Use a PageRank-style algorithm to calculate weight for each user to determine how much influence that user has on the list of recommended apps that you see.