Worst case, ie badly scratched, rip them to your PC using Exact Audio Copy, which if you give it enough time, will do what the name says, assuming a disk is readable at all.
Otherwise, what everyone else - cleaner + microfiber cloth. I've never tried polishing out scratches, but now have ideas.... Thanks guys.