I grow from purchased seeds so my selection is limited. But I also try to be low maintenance, so self-hardiness is good.
A few years ago, I really liked salvias (and there are still a few self-seeded ones around. But I think Zinnias and Marigolds will do for a few more years. The nice thing about annuals is that you can change your mind from year to year.