As far as I'm aware, a dipstick doesn't exist for the B9 that you can permanently keep in the dipstick tube.
Have a look for "T40178" on AliExpress. It's copy of the one the dealer uses (if not, the same). I have one for my RS4. Surprisingly good quality for the price. You'll need to find the settings for your engine.