One aspect of the present disclosure relates to a system for providing a recommendation for a game based on a game-centric relationship graph. The relationship graph is a graph depicting relationships between game and game users. One or more recommended games may be determined by leveraging the relationship graph. For example, recommended games may be identified based on graph proximities from candidate game nodes to a target user node or a mathematical score calculated from weight metrics of relationship branches.