SciAtlas is a new large-scale knowledge graph designed to enhance automated scientific research by integrating over 43 million papers and providing a structured framework for interdisciplinary collaboration. Its advanced retrieval algorithm aims to improve the efficiency and accuracy of academic research, potentially transforming how researchers access and synthesize information.