I think you will have to die one death. I would consider replacing a part of the downpipe with a corresponding dirt collector part. Maybe you could also connect a rain barrel there right away.
As already mentioned, you should find the appropriate item under Schmutzsammler or alternatively Laubabscheider - however, not to be installed without modification to the downpipe.