app vetting

I just wanted to ask how you guys are vetting the apps that you download. As someone who's fairly new to going the open source way, I typically like to see what reviews say but it seems like there's not a really straightforward/easy way of doing that with open source because most of the repositories don't have any of that kind of information on them.