There are a number of English resources available (AIFdb, Araucaria, NoDE, UKP corpora...), but I am not aware of freely available corpora for the German language.
Do such resources exist and where may I find them?
The corpora in this collection seem to have mainly morphosyntactic annotations and classification as per a thematic taxonomy. I didn't see a corpus with annotations specific to argumentation mining.