BuddyPress.org

@omshankar You can try https://wordpress.org/plugins/lock-my-bp/ plugin to keep your site for members only and it will also add login and register links locked pages

@omshankar no need to hide the complete toolbar, you can change option for WordPress logo inside plugin with your custom logo