This bibliometric analysis meticulously examines 758 publications, offering an in-depth exploration of the developments in tissue engineering and regenerative medicine for rotator cuff injuries between 2003 and 2023. The study effectively constructs a knowledge map, delineating the progressive contours of research in this domain. By pinpointing prevailing trends and emerging hotspots, the study furnishes crucial insights, setting a direction for forthcoming explorations and providing guidance for future researchers in this evolving field.