Systems and methods to generate creator page recommendations for content creators within a membership platform based on classification of content creators are described herein. Exemplary implementations may: obtain new creator information; obtain existing creator information; classify individual existing content creators into modality classes and/or genre classes based on the existing creator information; classify individual new content creators into the modality classes and/or the genre classes based on the new creator information; generate relationship information establishing relationships between the new content creators and the existing content creators; generate one or more creator page recommendations based on the relationship information; effectuate presentation of the one or more creator page recommendations; and/or perform other operations.