SLOPMETER
X's algorithm scores every post with a hidden classifier.
We replicated the BangerInitialScreenClassifier from the open-source code. See your real score.
How The Algorithm Scores You
X open-sourced their algorithm. We dug through the code. Here's what runs on every post you make.
Grok Scans Your Posts
The BangerInitialScreenClassifier (grox/classifiers/content/) runs a VLM at temperature 0.000001. It outputs a quality_score from 0.0 to 1.0. Hit 0.4+ and you're a banger. Below that? Suppressed.
Phoenix Weights Your Engagement
WeightedScorer (home-mixer/scorers/) applies: likes ×1.0 + replies ×0.5 + reposts ×0.3 + dwell ×0.2. This single number decides if your post gets boosted or buried in For You.
Slop Gets Flagged
Posts get a slop_score from 0 to 3. AI-generated filler, one-word takes, engagement bait — all flagged. Score of 2+ = actively suppressed. The algorithm is judging your effort in real time.
We Show You The Truth
SlopMeter replicates this pipeline on your recent posts using the same Grok model. Real quality scores, engagement predictions, best banger, worst slop, and a personalized roast. No sugarcoating.
Ready to find out if you're posting bangers or slop?