About AttractivenessTest.tools
A few words about AttractivenessTest.tools: it is a small, independent site with free face analysis tools. You upload a selfie or use your camera, and the tools measure your facial proportions and explain them in plain language. Everything runs in your browser; your photo is never uploaded.
Why we built AttractivenessTest.tools
Many “how attractive am I” sites ask you to upload a selfie to an unknown server and then hand back a number with no explanation. We wanted the opposite: a test that keeps your photo on your own device, shows every measurement behind the score, and talks about looks without insults. If a face test is going to exist, it should be transparent, private and kind.
How the face tests work
The tools use MediaPipe Face Landmarker, an open-source face model by Google, to place 478 points on a face. From those points we calculate symmetry, golden ratio proportions, facial thirds, the rule of fifths, jaw width, eye spacing and a rough skin evenness estimate, and combine them with fixed weights into one score. Each page explains its formula, and the result view shows every part of the score.
The model files are hosted on this site and run with WebAssembly, using your graphics chip through WebGL where available. That is why the first test takes a moment to load and why it keeps working even if your connection drops after loading.
What the scores mean, and what they do not
The scores describe geometry in one photo. Research links symmetry, averageness and certain proportions to how attractive faces are rated, but expression, movement, style, voice and personality are just as important in real life, and taste differs between cultures and people. We say this on every page because it matters: no number on this site is a judgement of anyone’s worth.
What we do not do
- We do not upload, store or look at your photos.
- We do not recognise or identify faces.
- We do not guess ethnicity or any other sensitive attribute.
- We do not use insulting labels, even on scales that come from forums that do.
- We do not recommend surgery or invasive procedures.
Who AttractivenessTest.tools is for
The tools are made for adults (18+) who are curious about their facial proportions, want better photos, or want a private alternative to posting their face online for ratings. Please only analyse your own photo or a photo of an adult who agreed to it.
How the site is funded
The tools are free and will stay free. The site may show a small number of ads to pay for hosting and development. Ads never cover the test area and never receive your photo or results.
Privacy
See the Privacy Policy for full details, including the services that host the site and load its fonts, and the Terms of Use for how the tools may be used.
Questions about AttractivenessTest.tools
Have feedback about AttractivenessTest.tools, found a bug, a photo that gives odd results, or a browser where the test does not start? Email us. Please include your browser and device, but do not send photos of anyone.