I figured out, that the Manifest merger failed with the Firebase plugin in the base module.
Option 1:
I fixed this by adding following to the base modules 'AndroidManifest.xml'.
Don't forget to replace mypackage.
Option 2:
Copy the whole ... tag into app modules AndroidManifest.xml