PaperBanana is an AI-based multi-agent framework designed to address bottlenecks in academic illustration generation. It automates the creation of professional-grade charts and figures, helping researchers save time and improve research efficiency. It is applicable across various academic fields and supports a wide range of illustration types, from methodology diagrams to statistical graphs. This tool provides a simple and user-friendly solution for researchers aiming to enhance the quality and efficiency of academic publications.