If you're looking to party with celebrities, you might stop in at the Redwood Room in the Clift Hotel. This is a party spot for celebs like Leonardo DiCaprio. Also Paris Hilton, but you can always put your dark glasses on and pretend she isn't there. This is an SF landmark that the SF Chronicle called "the ultimate confirmation of cool."
