I'm not sure what happened since then. But I found a random free app in the App Store and tried to download it and I was prompted for my password just now.
EDIT: Looks like the free download without prompt apps only apply to Apple created apps. I tapped "Find My Friends" and it installed without prompt. This article from Mac Daily News backs that up.