In this paper, we present an interactive video retrieval system named VIDEOCLIP developed for the Video Browser Showdown 2023. To support users in solving retrieval tasks, the system enables search using a variety of modalities, such as rich text, dominant colour, OCR, and query-by-image. Moreover, a new search modality has been added to empower our core engine, which is inherited from the Contrastive Language-Image Pre-training (CLIP) model. Finally, the user interface is enhanced to display results in groups in order to reduce the effort for a user when locating potentially relevant targets.