Stella McCartney: Check Out My Party ... I'm a Celeb Magnet!!!

Stella McCartney attracted more stars than the Golden Globes ... at a record store no less.

Paul's daughter kicked off her Autumn fashion line at Amoeba Music on Sunset Blvd. Tuesday night, and the likes of Katy Perry, Leo DiCaprio, Orlando Bloom, Kate Hudson, Dave Grohl, Johnny Depp, Marilyn Manson and Ringo Starr crammed in between the record aisles to celebrate.

Check this out ... Brian Wilson from The Beach Boys not only showed .. he sang. Not to be outdone, Johnny Depp and Marilyn Manson took the stage and did their thing.