Yes, that's right. At the moment it's a web app. Adding an installable version, possibly via Electron is something we've thought about and probably makes sense to unlock some functionality a web app just doesn't have permissions to do (such as file system access).
You can also install our web clipper which is a browser extension but that's not needed to use Shelf.