Score any post on x.com with X own For You ranking arithmetic. Real coefficients. Live draft meter. Zero servers. No folklore.
Copy-link coefficient - largest positive head X publishes
Reply weight; jumps to 20 on originals from mutual follows
Report coefficient (times predicted probability, not raw points)
Network calls. Scores run entirely in your browser
Built for creators who want algorithm truth while drafting, not after the post dies.
Every timeline post gets C (Content Appeal) and E (Earned Engagement) scores. Click for the plain-English breakdown and the full weight times probability table.
Compose box scores as you type. Questions and substantive length push score up. Bait phrasing, hashtag spam, and ALL CAPS get flagged before you post.
Reply drafts scored as replies, including out-of-network factors, so you do not optimize a reply like it is an original For You post.
See how mutual-follow boosts change reply weight from 5 to 20, and how out-of-network rescoring reshapes the same draft.
Likes, replies, copy-link, dwell, mute, report. Every coefficient cited to X param.rs, with measured vs estimated labels.
No account. No analytics. No data leaves the browser. Settings sync via Chrome storage only.
Snapshot of X primary production defaults. Coefficients multiply predicted probabilities. Big numbers often mean rare events.
| Action | Weight | Note | In Bangermeter |
|---|---|---|---|
| Share via copy link | 20.0 | Largest positive coefficient | Estimated P |
| Reply (mutual original) | 20.0 | Base 5.0 +15 mutual boost | Measured |
| Reply / Quote / DM share | 5.0 | Conversation heads | Mixed |
| Follow author | 4.0 | Profile conversion signal | Estimated P |
| Like | 0.5 | Small weight, high frequency | Measured |
| Profile click | 0.0 | Zeroed by X (was 12 in 2023) | Zeroed |
| Mute author | -58.8 | Heavier than block | Estimated P |
| Report | -234.0 | Can push post net-negative | Estimated P |
Operators, creators, and anyone tired of reverse-engineered algorithm threads with made-up numbers.
Check a draft before it ships. Kill bait and empty hooks while the meter is still green.
Score replies as replies. Optimize for author reply-backs and conversation, not vanity likes.
Open Show the math, verify each weight against source, and stop arguing from screenshots.
Free Chrome extension. MIT. Runs locally on x.com. Not affiliated with X Corp or xAI.