The Munich website now has some useful information (which doesn't look too complicated and is in English)
Landeshauptstadt München Brexit (muenchen.de)
Hope my district (Miesbach) makes it quite as simple! So far all their forms, aimed at Brits, have been delivered in German.
DAK