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tweet-composer

Score tweets against X's real ranking algorithm

v1.2.0 MIT License โœ“ OpenClaw
โžœ~clawhub install tweet-composer

What it does

X's "For You" feed ranks tweets using 19 engagement signals. This skill scores your drafts against the actual algorithm rules โ€” not generic tips.

How it works

X's "For You" feed is powered by a Grok-based transformer that predicts 19 engagement actions (reply, retweet, favorite, bookmark, dwell time, etc.) for every tweet. Each action has a different weight in the final ranking score. This skill encodes those exact rules into a deterministic scoring engine โ€” your agent runs every draft through the same logic X uses internally, producing a 0โ€“100 score with a full breakdown of what's working and what's not.

Features

๐Ÿ“Š Score 0โ€“100 with category breakdown (content, formatting, engagement hooks, timing)
๐Ÿ”ฎ Predicted action boost: P(reply), P(favorite), P(retweet), P(bookmark)
โœ๏ธ Optimized rewrites that maximize reach without changing your voice
๐Ÿงต Thread optimization โ€” score each tweet in a thread individually
โฐ Timing and scheduling advice based on engagement patterns
๐ŸŽฏ Hook analysis โ€” first 280 chars get 80% of the ranking weight

Example

output
โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚  Tweet Score: 82/100          โฌ†๏ธ HIGH   โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  Content Quality    โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘  78/100  โ”‚
โ”‚  Engagement Hooks   โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘  91/100  โ”‚
โ”‚  Formatting         โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘โ–‘  72/100  โ”‚
โ”‚  Algorithm Fit      โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘  85/100  โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  P(reply)     0.34   P(retweet)  0.18   โ”‚
โ”‚  P(favorite)  0.62   P(bookmark) 0.09   โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  ๐Ÿ’ก Add a question to boost P(reply)    โ”‚
โ”‚  ๐Ÿ’ก First line hook is strong โ€” keep it โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜