IdeasRepo is a full-stack, AI-enhanced web platform designed to streamline how academic institutions manage, discover, and collaborate on student capstone and research projects. By moving beyond traditional keyword-based search, IdeasRepo utilizes modern natural language processing and vector embeddings to solve two major academic hurdles: project duplication and inefficient team/mentor matching.