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What is x-algo?

gfsaaser24/x-algo — explained in plain English

Analysis updated 2026-05-18

0PowerShellAudience · vibe coderComplexity · 1/5LicenseSetup · easy

In one sentence

A Claude skill that audits X posts and suggests content ideas based on X's real ranking algorithm signals, not generic social media advice.

Mindmap

mindmap
  root((x-algo))
    What it does
      Audits X posts
      Ideates content
      Grounded in real scoring code
    Tech stack
      Claude Skill
      Markdown references
    Use cases
      Optimize for buyers
      Grow followers
      Increase shares
    Audience
      Content creators
      Marketers
      Vibe coders
    Limits
      No hashtag advice
      No timing tactics
      No outcome promises

Code map

Detail Auto

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filefunction / class

What do people build with it?

USE CASE 1

Paste a draft X post and a goal like followers or shares to get a signal-by-signal audit and a rewrite.

USE CASE 2

Give it a topic and get a ranked list of content ideas aligned with X's ranking algorithm.

USE CASE 3

Check a post for hidden penalties like burst posting before publishing it.

What is it built with?

Claude SkillMarkdown

How does it compare?

gfsaaser24/x-algoblackvenom5iix/winget-toctou-pocharrison-wells-cyber/edgedump-stealer
Stars000
LanguagePowerShellPowerShellPowerShell
Setup difficultyeasymoderatemoderate
Complexity1/53/52/5
Audiencevibe coderresearcherops devops

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

Just drop the skill folder into your Claude skills directory.

Use freely for any purpose, including commercial use, as long as you keep the copyright notice.

So what is it?

x-algo is a skill for Claude that helps you improve content on X (formerly Twitter) using the platform's actual ranking logic rather than general social media advice. It is grounded in the published source code from xai-org/x-algorithm, which is the scoring formula X uses to decide which posts appear in the For You feed. The skill has two modes. In audit mode, you paste a post and describe your goal, and the skill returns a signal-by-signal breakdown of how that post performs according to X's ranking formula, followed by a rewritten version optimized for your goal. Supported goals include buyers (conversions or leads), impressions (maximising reach), shares, saves, reposts and quotes, and gaining followers. In ideate mode, you provide a topic or some source material and the skill generates a ranked list of content ideas designed to activate the signals that matter for your chosen goal. Every recommendation maps back to specific signals in X's WeightedScorer, the component that assigns a numeric score to each post. This covers 17 positive signals such as favorites, replies, quotes, profile clicks, dwell time, and shares via direct message, as well as 5 negative signals such as reports and mutes. The skill also accounts for the Author Diversity multiplier, which penalizes burst posting, and the out-of-network weight factor governing how posts spread beyond existing followers. The skill explicitly avoids recommendations not supported by the published formula, including hashtag advice (not a ranking signal) and time-of-posting tactics. Install it by dropping the x-algo directory into your Claude skills folder.

Copy-paste prompts

Prompt 1
Audit this X post for the buyers goal: [paste post]
Prompt 2
Give me content ideas for growing followers based on this topic: [topic]
Prompt 3
Rewrite this post to optimize for impressions using x-algo
Prompt 4
Explain which action signals my last post likely triggered

Frequently asked questions

What is x-algo?

A Claude skill that audits X posts and suggests content ideas based on X's real ranking algorithm signals, not generic social media advice.

What language is x-algo written in?

Mainly PowerShell. The stack also includes Claude Skill, Markdown.

What license does x-algo use?

Use freely for any purpose, including commercial use, as long as you keep the copyright notice.

How hard is x-algo to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is x-algo for?

Mainly vibe coder.

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