See through the algorithm.
Manipulator scores every tweet 0–10 for engagement bait — clickbait, clip farms, themed accounts. Powered by a local AI that never sends your data anywhere.
Why Manipulator
Local AI
A 70 MB neural network classifies each tweet's caption and account name in real time — without ever leaving your browser.
Real-time
Every tweet gets a badge the moment it appears in your feed. Hover for the full reason it scored where it did.
Zero tracking
No analytics. No telemetry. Your tweets, handles, and history are read once, used locally, and forgotten.
How it works
Three steps. No setup. The AI does the rest.
-
01
Install in one click
Add Manipulator from the Chrome Web Store. No account, no signup, no settings to configure.
-
02
Scroll X like normal
The AI scores every tweet as it scrolls into view. A small badge appears inline next to the timestamp.
-
03
Hover for the full picture
The tooltip shows which signals fired, the poster's identity, country flag, and how their past tweets have scored over time.
The model runs inside your browser.
Manipulator ships with a quantized zero-shot classifier — the same kind of model that powers modern text understanding, just shrunk down to fit in your browser.
The first time you open X, the model downloads once (~70 MB, cached forever). After that, every classification happens locally in milliseconds. Nothing is ever sent to a remote server.
One badge. Every tweet.
The score is just a number. Hover to see exactly why it landed there.
Built for trust, not for data.
Stop scrolling on autopilot.
Install Manipulator and see the engineering behind your feed.
Add to ChromeFree · Open scoring · No account required