INPUT
One clear front view
Unusable images are rejected instead of receiving a guessed score.
Explore the geometry behind your photo with symmetry, proportions and a transparent 0–100 score. A fixed reference can describe measurements; it cannot decide whether you are pretty.
JPG, PNG or WebP · One face, straight on, in even light.
Processed in this browser. Your photo stays in this tab until you clear it or close the tab.
Ask the question, then inspect the ruler. This browser-based am-I-pretty test measures four front-view geometry dimensions and returns one 0–100 composite plus its underlying measurements. It does not turn a number into a verdict about you.

INPUT
One clear front view
Unusable images are rejected instead of receiving a guessed score.
OUTPUT
Four geometric dimensions
A 0–100 composite, symmetry and proportion scores, with the measured points and limits shown.
01
The engine answers “how attractive am I” with a 0–100 composite and a 0–10 view with one decimal. That number measures distance from one fixed reference face model, not a universal standard of beauty. Being farther from that ruler does not mean being worse-looking.
02
The engine uses 478 landmarks and computes symmetry, facial thirds, facial fifths, and reference ratios. Each sub-score is an integer from 0–100, and the composite is calculated from the fixed weights before display rounding.
03
The available scale is 0–100 and its 0–10 view, accompanied by each measured ratio and its reference band. There are no tiers or population labels. A number is a distance from one reference face, not a rank against other people.
04
“How pretty am I” is treated as the same measurement question as “how attractive am I.” Pretty is not a variable in the math. The score measures distance from a fixed reference face model, and the upper third is flagged as estimated because the hairline point is unreliable.
05
Beautiful is not a variable in the math. The reference is one fixed face model from MediaPipe canonical face coordinates. Nasal projection, facial convexity, and chin projection are not scored because this engine accepts a front view rather than a side view.
06
Symmetry 35%, facial thirds and facial fifths 25% each, and reference ratios 15%. The composite is 0.35 × symmetry + 0.25 × thirds + 0.25 × fifths + 0.15 × ratios.
07
The scan runs in your browser. Your photo and landmarks stay on your device, no result database entry is created, and no account is required. The result, a small photo preview and landmark coordinates may remain in this tab’s sessionStorage for returning and refreshing until you clear the result or close the tab. If you choose to share it, the total and four dimension scores are encoded in a public link.
08
This is a front-view measurement. The upper third is estimated from the mesh forehead point rather than your actual hairline. Nasal projection, facial convexity, and chin projection are not scored because they need a side view.
FAQ
Yes. The scan runs entirely in your browser with no sign-up, email, or payment for anything described on this page.
It tells you how close the measured geometry is to one fixed reference face model. It does not translate into a verdict about your attractiveness, value, or place among other people.
Not in any universal sense. A higher number means the four measured dimensions are closer to this engine’s reference coordinates. The reference is a ruler, not a definition of beauty.
No. FaceGrader has no population distribution, ranking table, or percentile conversion. It displays a 0–100 composite and a 0–10 view, plus each dimension’s measured value and reference band.
The deterministic promise applies to the same photo file and engine version. A different expression, camera angle, light pattern, or crop can move detected landmarks, so two photos are different measurements.
Symmetry 35%, facial thirds 25%, facial fifths 25%, and reference ratios 15%. The composite is 0.35 × symmetry + 0.25 × thirds + 0.25 × fifths + 0.15 × ratios.
Yes. The free scan stays in your browser: photos, measurements, and server result records are not uploaded or stored, and no account is required. It accepts a front view only; side-view projection is not scored. A rejected photo gets no number.
Run the free scan in your browser to see four geometric dimensions, the measurement points and the reference values.