You can now access your stats with just one click without having to login. Go to the Settings Panel > Stats Access & Privacy > One-Click Access. You will find three direct links to your stats : follow them and bookmark the URLs : they can be re-used at any time and will lead directly to your stats.

Note that anyone in possession of these URLs will be able to see your stats, so make sure to keep them safe.