For minor marks Scotchbrite pads can be used. The light grey (ultra fine) is usually the one I start with, but depending on just how deep the scratches are you can go up or down in coarseness.
I'd buy a few different grits to have on had and see what works, but again, start with the finest and proceed to go more course until you get the results you want. THEN: refine the scratches by going finer - stay in the same direction. For really bad scratches, Wet/Dry black paper can be used - again, I use with oil.
I also like wet/dry paper and have grits all the way up to and including 2000.
ALWAYS follow the grain pattern of the metal! Some may disagree - but I apply some CLP or gun oil as a lubricant when doing this.
SCOTCHBRITE GRIT CHART
3M Scotch Brite Nylon Pads:
7445 - White pad, called Light Duty Cleansing - (1000) 1200-1500 grit
7448 - Light Grey, called Ultra Fine Hand - (600-800) 800 grit.
6448 - Green (?), called Light Duty Hand Pad - (600) 600 grit
7447 - Maroon pad, called General Purpose Hand - (320-400) 320 grit
6444 - Brown pad, called Extra Duty Hand - (280-320) 240 grit
7446 - Dark Grey pad, called Blending Pad (180-220) 150 grit
7440 - Tan pad, called Heavy Duty Hand Pad - (120-150) 60(?)
Blue Scotch-Brite is considered to be about 1000 grit.
(The value inside the parentheses is directly from 3M.)
3M Chart