Bring a story, bring a song. You pick 'em, I play 'em, except you provide the introduction, anyway you want: why do you want to play it? Who does it remind you of? Have you ever seen them live? How'd you get the record? You get the idea. Run with it.
Be ready for trivia, singalongs and the odd dance craze.