---
title: "FaceGrader vs scrollharder.lol"
description: "FaceGrader vs scrollharder.lol on MakeItLast. The attractiveness test that shows its math. Keep the feed. Lose the autopilot."
---

# FaceGrader vs scrollharder.lol

FaceGrader (AI & Machine Learning) and scrollharder.lol (Browsers & Web) are live listings. MakeItLast does not pick a winner.

The attractiveness test that shows its math. Keep the feed. Lose the autopilot. Shared tags: No Account Required, Ad Free.

Why this pair: shared tags: no account required, ad free

## [FaceGrader](https://www.makeitla.st/tools/facegrader)

The attractiveness test that shows its math.

FaceGrader offers a free, browser-based attractiveness test that analyzes your facial features without ever uploading your photo. Using 478 landmarks and a unique scoring formula, it provides a score from 0 to 100 based on symmetry, facial thirds, and the golden ratio. Your photo remains on your device, ensuring complete privacy.

With no server uploads, no accounts required, and no tracking, FaceGrader is designed for those who want to understand their facial geometry without compromising their privacy. Share your score without sharing your face, and discover your strongest and weakest features in just 20 seconds.

## [scrollharder.lol](https://www.makeitla.st/tools/scrollharder-lol)

Keep the feed. Lose the autopilot.

✳ **RESISTANCE, NOT RESTRICTION**  
Keep the feed. Lose the autopilot.  
A browser extension that makes every next Short, Reel, and post take actual effort. You can still scroll. You just have to mean it.

**Real feed. Real friction.**  
Blockers say no. This asks "are you sure?" Cold-turkey blockers are easy to resent and easier to turn off. scrollharder.lol leaves the door open, but makes the trip to the next video inconvenient enough to notice. Your scrolling effort becomes a little lap around a stadium. It's funny until you see how far you've gone.

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