Frequent spam user registrations

I’m using an installation of WordPress as a community blog, where anyone can sign up, and where the link to /wp-register.php is public and visible.

Lately, we’ve been getting two, or sometimes three, spam registrations every day. Are other people experiencing this? Is Akismet aware? Do they cover it?

Or is there another plugin I should get? Thanks.