I agree - there's no charter. They likely didn't take roll or vote on things. Slughorn wasn't grouping together a study group. There was something about the Slug Club party that sort of reminded me of Nearly Headless Nick's party - it was taking place in the school, but it was a purely activity. It's up to the host who to invite.

Lara//Slytherin