The engine
Most face-rating apps run six crude measurements on a single selfie and dress it up. Moggable doesn't. Here's exactly what happens when you scan — and why it produces a read you can actually trust.
Google's MediaPipe FaceLandmarker maps 478 precise 3D points on your face — entirely in your browser. Your photo or video is analyzed in memory and never uploaded. We only ever keep the resulting numbers.
You turn your head through a guided scan (or upload a front shot plus two profiles). We auto-detect head pose and capture the best frame at each angle. Profiles are the whole point — a front photo physically cannot measure gonial angle, facial convexity, or ramus length. Bone structure only reveals itself from the side.
Before scoring, every capture is corrected for head yaw, pitch, and roll, so a slight tilt doesn't distort your ratios. Metrics are computed relative to your own face size, not raw pixels.
Each of 30+ metrics is scored against published ideal ranges drawn from facial-aesthetics literature and the looksmaxxing measurement corpus — gonial angle 112–123°, canthal tilt +5–8.5°, fWHR 1.90–2.06, and so on. Scoring uses a plateau curve: full marks inside the ideal band, a smooth falloff outside it — no arbitrary cutoffs.
Metrics roll up into four weighted pillars — Harmony, Angularity, Dimorphism, Miscellaneous — which fuse into your overall score and seed rating. Your report shows every metric, its measured value, and its ideal, so nothing is a black box.
Thirty-plus metrics are grouped into four pillars, each weighted by how much it drives overall aesthetics.
How well your features relate to each other — proportion, spacing, and balance. The single biggest driver of how a face reads.
How clearly your bone structure shows through — sharpness, definition, and forward growth. This is where profiles matter most.
How distinctly masculine or feminine your features read — scored toward your own sex, using the traits research consistently ties to it.
Perceived health and tissue quality — the fast-moving, high-ROI traits you can change quickest.
Gonial angle, ramus, convexity — the metrics that separate a strong jaw from a soft one — simply cannot be measured from the front. We capture profiles so they can.
Every ideal comes from facial-aesthetics research and the looksmaxxing corpus, not vibes. You see the exact target next to your value.
Landmarking runs on your device. Your face is never uploaded. We store only the derived numbers — never an image.
This is a rigorous geometric analysis, not a clinically validated attractiveness score — no app has that. We tell you so, and we lead every weak metric with a real way to improve it.
Beauty is cultural, personal, and far more than geometry — and no algorithm, ours included, is a validated predictor of attractiveness. What Moggable gives you is a precise, consistent, research-anchored read of your facial proportions, plus a real ladder where your rank is decided by people, not just the math. Use it to track progress, not to judge your worth. If it stops feeling good, step back.