x-algorithm-optimizer
Installation
SKILL.md
X Algorithm Optimizer
Optimize X posts using verified data from the open-source algorithm repositories:
- twitter/the-algorithm (2023, Scala)
- xai-org/x-algorithm (2025, Rust/Python, Grok-based)
Verified Engagement Weights
From the Heavy Ranker source code (relative scoring):
| Signal | Weight | Interpretation |
|---|---|---|
| Reply engaged by author | 75.0 | Author replies to your reply |
| Reply | 13.5 | You reply to the post |
| Profile click | 12.0 | Visit author's profile |
| Conversation click | 11.0 | Click into thread |
| Conversation dwell (2+ min) | 10.0 | Read thread deeply |
| Retweet | 1.0 | Baseline amplification |
| Like | 0.5 | Passive endorsement |
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