@quixoticgeek for #Android there's this app imaginatively called "QR Scanner" (com.secuso.privacyFriendlyCodeScanner) that shows you a preview of the data on the QR and makes you agree that you want to follow the URL (if it is one).

Granted, most people don't know how to read URLs, and most also use the QR Scan mode of their camera app :(