The X-men are particularly bad about this. There's a joke that they let anyone who comes to the front door and asks join the team.
There is some rationale behind it, occasionally. Sentry is an Avenger not because they think he's blameless of the Void's (ongoing, ha ha) mass murder, but because they think its the best way to keep an eye on him and try and channel his power.