Learn about our automated engagement scoring, points distribution, Bayesian ranking calculations, and system-level security protections.
Awarded to the engaging user when upvoting a tool.
Our search and catalog results are sorted using an idempotent calculated `rankings_score` (refreshed in real-time) that protects smaller tools from being drowned out by legacy submissions.
Each upvote, follower, and bookmark adds 10 points to the raw score. Product comments add 2 points to ensure active conversations are prioritized.
Creator activity contributes to the rank. Credibility points of the owning profile add up to 500 points at a 1:0.5 ratio, with diminishing logarithmic returns thereafter (clamped to prevent power-user domination).
Calculates rating ranks utilizing a Bayesian mean algorithm: prior_weight = 5, prior_mean = 3.5. This ensures a tool with single 5-star rating does not automatically outrank a tool with a 4.8 average over hundreds of reviews.
For tools with over 10 impressions, verified click-through clicks add a CTR weight component to boost highly converting tools.
Calculations decay after 7 days of inactivity (no new product updates, comments, or reviews) down to a floor multiplier of 0.4. This rewards active, building creators.
Awarded to the #1 ranked active tool at 00:00 UTC daily.
Awarded to the top-scoring tool weekly.
Awarded to the top-scoring tool monthly.
Awarded to tools experiencing rapid velocity jumps.
Row-Level Security (RLS) is strictly enforced on points and badges tables. Direct inserts or updates from the browser console are blocked. All transaction logging is managed solely by server-side triggers.
If you retract an upvote, unfollow a tool, delete a review, or unfavorite an update, the database instantly deletes the matching log entry and deducts points from the user. Spamming engagement yields zero net points.
Launch your AI tool, share version updates, and climb the organic leaderboards safely and fairly.
Awarded to the engaging user when posting a comment.
Awarded to the engaging user when following a tool's updates.
+1 point for rating; +2 points for written reviews (minimum 30 characters).
Awarded when visiting the external product link (max 1 visit per tool per day).
Awarded to the creator when another user favorites their comment or build update.