Usign Members directory using a normal wordpress installation ( single user wordpress )

Hello,
I was wondering can the Members Directory plugin work with a single user wordpress installation ?
https://premium.wpmudev.org/project/members-directory

For example, i install a normal wordpress site, but still allow users to sign up and have extended profiles.

Does it work this way ? Or does the Members Directory plugin only work with Wordpress MU ?

Thanks!