geo-citability

Analyze content to produce citability scores and rewrite recommendations.

20|8|Updated Mar 12, 2026
One-click install
npx skills add https://github.com/KSfak/Zubair-Trabzada-YouTube --skill geo-citability-ksfak
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: geo-citability
Source: https://github.com/KSfak/Zubair-Trabzada-YouTube/tree/main/skills/geo-citability
Command: npx skills add https://github.com/KSfak/Zubair-Trabzada-YouTube --skill geo-citability-ksfak

SYSTEM DOCUMENTATION & REQUIREMENTS

## What problem does it solve? AI citability scoring framework identifies how likely AI systems are to quote passages from your pages and provides actionable rewrite guidance to improve extractability and accuracy.

## Core Features & Use Cases

  • Citability Rubric: 0-100 scoring with category weights (Answer quality, self-containment, structure, statistics, originality)
  • Block-level analysis: segment content by headings and evaluate each block for citability
  • Rewrite recommendations: provide explicit openings and data points to boost citability
  • Exportable reports: GEO-CITABILITY-SCORE.md style deliverables for client-ready documentation

### Quick Start Run the citability analysis on a webpage to generate a scored report and rewrite recommendations.

Frequently Asked Questions about geo-citability

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

FAQPage Schema
What is AI citability scoring and how does it improve content extractability?

AI citability scoring is a framework that quantifies how likely AI systems are to quote your content. It generates a 0-100 score with actionable rewrite recommendations to increase extractability and accuracy across AI platforms.

How do I analyze my blog posts to see if ChatGPT or Perplexity will quote them?

Run a citability analysis on your blog posts to segment content by headings and evaluate each block. This generates a scored report with specific rewrite recommendations and structure guidance to improve AI quoting.

Does the citability rubric evaluate self-containment and originality for marketing pages?

Yes, the citability rubric evaluates marketing pages using category weights for answer quality, self-containment, structure, statistics, and originality. It applies per-block scoring to ensure content is self-contained and data-backed.

Can I generate a client-ready report from the content analysis rewrite suggestions?

Yes, you can export a GEO-CITABILITY-SCORE.md style deliverable from the analysis. This report provides explicit openings and data points to boost citability, serving as client-ready documentation for marketing pages.

What is the best way to improve my documentation structure for AI search engines?

The best way to improve documentation for AI search engines is to apply rubric-based evaluation with self-containment checks and structure guidance. This identifies specific openings and data points to boost your block-level citability score.

Why does my content receive a low citability score despite having original statistics?

Content receives a low citability score when it fails self-containment checks or lacks structure guidance. The rubric evaluates answer quality and data-backed statistics across each block, requiring explicit openings to improve extractability.