What is GEO compared to traditional SEO?

GEO focuses on semantic meaning, citation authority, and direct answers for AI engines, whereas SEO traditionally prioritizes keywords and backlinks for Google results.

How does GEO help with website conversions?

Traffic from AI engines often converts at 3-17x higher rates than traditional search because it delivers users who have already received a direct answer to their problem.

Which AI engines does this skill optimize for?

It provides optimization insights for major generative engines including ChatGPT, Perplexity, Google Gemini, and Microsoft Copilot.

Why is JavaScript rendering a problem for GEO?

Many AI crawlers do not execute JavaScript effectively, meaning they can't index content rendered client-side. This skill helps identify these visibility gaps.

Does my Google rank affect my GEO performance?

Not significantly. AI engines often cite sources from beyond the first page of Google results if the content provides a better structured, more definitive answer.

GEO Reviewer

Name: GEO Reviewer
Author: jbdamask

byjbdamask

•

Marketing Automation

Optimizes web content for AI search engines and LLMs to increase visibility and citations in generative search results.

The GEO Reviewer skill empowers developers and marketers to adapt their websites for the era of Generative Engine Optimization (GEO). By analyzing URL content against specific AI-readiness frameworks, it identifies critical barriers to AI citation—such as JavaScript rendering issues or lack of direct answers—and provides actionable, data-driven recommendations. Whether you are aiming to be cited by Perplexity, ChatGPT, or Gemini, this tool audits your pages for semantic depth, FAQ schema, and information density to ensure your content is favored by modern AI search crawlers.

Key Features

01Technical crawlability assessment for LLM bot accessibility (GPTBot, ClaudeBot, etc.).

0223 GitHub stars

03Actionable GEO Score and prioritized checklist for rapid visibility improvements.

04Specific recommendations for 'direct answer' optimization and FAQ formatting.

05Identification of JavaScript rendering issues that block AI engine indexing.

06Comprehensive audit of semantic authority and content structure for AI-first search.

Use Cases

01Identify technical barriers preventing AI crawlers from indexing website content.

02Restructure product landing pages to capture high-converting generative search traffic.

03Audit a blog post to ensure it is cited as a source by ChatGPT or Perplexity.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jbdamask/john-claude-skills geo-reviewer

For use in Claude.ai and ChatGPT

Key Features

01Technical crawlability assessment for LLM bot accessibility (GPTBot, ClaudeBot, etc.).

0223 GitHub stars

03Actionable GEO Score and prioritized checklist for rapid visibility improvements.

04Specific recommendations for 'direct answer' optimization and FAQ formatting.

05Identification of JavaScript rendering issues that block AI engine indexing.

06Comprehensive audit of semantic authority and content structure for AI-first search.

Use Cases

01Identify technical barriers preventing AI crawlers from indexing website content.

02Restructure product landing pages to capture high-converting generative search traffic.

03Audit a blog post to ensure it is cited as a source by ChatGPT or Perplexity.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jbdamask/john-claude-skills geo-reviewer

For use in Claude.ai and ChatGPT