All right, I just found the problem. The previous problem happened when
I have used "Update Existing 8.0.0.Final Install" from Wildfly downloads
over the existing 8.0.0 installation.
When I desperately installed a fresh 8.1.0 installation, everything
seems to work. So the problem is probably in the update package.