It is not in the App Store. It goes on your home screen straight from the web, and it updates itself. About a minute.
From then on, open it from the roof icon on your home screen. The first time it may ask for Google once more — after that it stays signed in for a month.
If you would rather not, the same link works in Safari every time — the icon just saves you the typing.