There is no desktop application for SharePoint. However there is a lot of SharePoint loveliness you can do on the desktop, including making a SharePoint site in a browser appear to be a desktop app.
Tag: Apps
As Office 365 becomes bigger and more sophisticated, there is an increasing range of mobile apps and applications that you should consider installing.