Allows you to one-click install plugins directly from WordPress.org.
Did you make sure to install the Greasemonkey script? It's what adds the button to WordPress.org. To install it, go to your admin area and visit Plugins -> WP.org Installer and then click the button there.
Yes, you can and they will!