We will present an application based on the PERO-OCR tool for complex document processing with emphasis on historical documents. In this demonstration, we will provide a brief overview of our processing pipeline and models and we will showcase capabilities of the system, including layout analysis, recognition of printed and handwritten text, detection of images and other non-textual objects, image captioning, and optical music recognition.