PebbleAppTailor is a tool to increase user engagement with Pebble smartwatch apps. It uses metrics collected from over 1000 apps in the Apple and Google app stores, including launch frequency and usage patterns, to provide implicit app ratings and recommendations via collaborative filtering. The next steps are to further categorize apps, select recommendations based on app type, and highlight unique apps to emphasize what sets Pebble apart.