Rankings

Merit you can actually verify.

GMF rankings are computed server-side from auditable signals and published openly. Editorial features are labelled separately, so curation is never confused with community standing. Live in private early access for invited creators and founding members — before the public launch.

Rolling 30-day performance.

What counts

  • Verified challenge votes

    Only votes that pass server-side eligibility checks count. Self-votes and duplicates are rejected before they are recorded.

  • Challenge placements

    Published winner placements carry the heaviest single weight in the model.

  • Genuine engagement

    Saves, comments, and likes on published work inside the scoring window.

  • Nothing purchasable counts

    Tokens, memberships, badges, and promoted placements contribute zero to the ranking model. Purchases can never add vote weight, raise a score, or change a placement.

  • Capped follower influence

    Follower count contributes up to a fixed ceiling, so audience size never decides the leaderboard.