Print the photos with a half inch white border. Not sure if you'll find a totally non-marring tape. Look into what framers use for matting pieces. I don't have any experience with those tapes, but supposedly they can be removed without damaging the underlying medium.
when I print them from walgreens it doesnt affect it, but the paper I used from home did