x-algo-scoring

Compute weighted engagement scores for X posts using Phoenix-style scoring.

11|2|Updated Jan 20, 2026
One-click install
npx skills add https://github.com/CloudAI-X/x-algo-skills --skill x-algo-scoring
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: x-algo-scoring
Source: https://github.com/CloudAI-X/x-algo-skills/tree/main/x-algo-scoring
Command: npx skills add https://github.com/CloudAI-X/x-algo-skills --skill x-algo-scoring

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps you understand and explain how X's engagement scores are computed and how different signals influence feed ranking.

Core Features & Use Cases

  • Compute and explain 18-action weighted scores using Phoenix-style scoring formula.
  • Compare two posts by their candidate scores, identify which signals contribute most to ranking.
  • Analyze impact of individual actions and weights to optimize content.

Quick Start

Calculate the weighted engagement score for a given post and explain the contribution of each action to its rank.

Frequently Asked Questions about x-algo-scoring

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How does X feed ranking work for engagement signals?

X feed ranking works by computing a weighted engagement score for a post using a Phoenix-style scoring framework. This approach explains the role and magnitude of each engagement signal to determine the final ranking position.

How do I calculate a weighted engagement score for an X post?

You calculate a weighted engagement score by inputting post signals into the Phoenix-style scoring formula. This computes an 18-action weighted score and explains how each specific action contributes to the post's overall feed ranking.

What is the best way to compare two X posts by their feed ranking scores?

The best way to compare two X posts is by analyzing their candidate scores side-by-side. This identifies which engagement signals contribute most to ranking and explains how different weights affect the final visibility of each post.

Can I analyze the impact of individual engagement weights on X post visibility?

Yes, you can analyze the impact of individual engagement weights on X post visibility. The framework breaks down how each action's specific weight affects the final ranking, providing guidance to interpret scores and optimize future content.

How do I optimize future X posts based on engagement scoring results?

You optimize future X posts by using the computed weighted scores to identify high-impact engagement signals. The analysis provides actionable suggestions to adjust your content strategy based on how different actions influence feed ranking.

Why does my X post have a low feed ranking despite high engagement?

A post can have low feed ranking despite high engagement if the specific actions carry low weights in the Phoenix-style scoring framework. Analyzing the individual signal contributions reveals which engagement types fail to boost the weighted score effectively.