Remove adhesive tape residue from paint

Hello. After my broken exterior mirror had to be glued to the door and after mounting a new mirror, after pulling off the (silver fabric) adhesive tape, half of the adhesive tape remained on the paint. My question: How can I get as gently as possible (without the paint / grey metallic) attacked, the whole adhesive tape remains down ? Can I do this without nasty chemistry or alcohol ? Greeting