When I create a new project (or even when I edit the Sample Project) there is no way to add Description to the project.
Or am I blind to the obvious?
There's no such thing as a project description, really. There's a column in the Projects page which is used so you can see which project is the default, built-in inbox, and we couldn't think of anything better to put as the column header for that column.