The paper presents an automatic annotation and visualization system for documents in the field of Social Sciences and Humanities. The annotation is on two levels, named Entities and Events. The system combines automatically generated annotations from language models with a powerful text editor that is extended to accommodate manual annotation. The goal is to support the extraction of information from historical documents by scientists in the SS&H field. At the time of writing of the paper, the system is still in development.