Built on X published Aug 13 2026 weights

The algorithm is not a secret anymore.

Score any post on x.com with X own For You ranking arithmetic. Real coefficients. Live draft meter. Zero servers. No folklore.

MIT open source 0 network requests 112/112 weight tests
x.com/home - Bangermeter live
C 78 E 61
harvey_control @harvey_control - 12m
Building an AI OS that plans, launches, and kills creator campaigns. Currently stress-testing reply systems in public. What are you shipping this week?
12 replies 4 likes 890 views
Asks a questionreply x1.4
Substantive text 100+dwell x1.35
No engagement baitclear
Draft meter - compose
Building Harvey... Currently logging kills in public. What did you ship yesterday?
Content Appeal76
Question presentyes
Length 118 charsyes
Hashtags / baitnone
20

Copy-link coefficient - largest positive head X publishes

5 to 20

Reply weight; jumps to 20 on originals from mutual follows

-234

Report coefficient (times predicted probability, not raw points)

0

Network calls. Scores run entirely in your browser

What you get on every scroll

Built for creators who want algorithm truth while drafting, not after the post dies.

Feed score badges

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.

Live draft meter

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-aware mode

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.

Mutual / OON toggles

See how mutual-follow boosts change reply weight from 5 to 20, and how out-of-network rescoring reshapes the same draft.

All 26 published heads

Likes, replies, copy-link, dwell, mute, report. Every coefficient cited to X param.rs, with measured vs estimated labels.

Local-only privacy

No account. No analytics. No data leaves the browser. Settings sync via Chrome storage only.

Weights that matter

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

Who it is for

Operators, creators, and anyone tired of reverse-engineered algorithm threads with made-up numbers.

Creators and marketers

Check a draft before it ships. Kill bait and empty hooks while the meter is still green.

Reply-heavy accounts

Score replies as replies. Optimize for author reply-backs and conversation, not vanity likes.

Algorithm-curious

Open Show the math, verify each weight against source, and stop arguing from screenshots.

Score the next draft before it ships.

Free Chrome extension. MIT. Runs locally on x.com. Not affiliated with X Corp or xAI.

MOCKUP - for demo only - not the live marketing site