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Marshal-Nguyen
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geo-platform-optimizer

Audits and scores website optimization for Google AI Overviews, ChatGPT, Perplexity, Gemini, and Bing Copilot.

1|Updated Aug 17, 2026
Search Tags:#chatgpt#perplexity#platform optimization#seo audit#geo#ai search#google ai overviews
One-click install
npx skills add https://github.com/Marshal-Nguyen/Skill_Claude_Agent --skill geo-platform-optimizer-marshal-nguyen
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: geo-platform-optimizer
Source: https://github.com/Marshal-Nguyen/Skill_Claude_Agent/tree/main/claude/skills/geo-platform-optimizer
Command: npx skills add https://github.com/Marshal-Nguyen/Skill_Claude_Agent --skill geo-platform-optimizer-marshal-nguyen

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Only 11% of domains are cited by both ChatGPT and Google AI Overviews for the same query, because each AI search platform uses different indexes, ranking logic, and source preferences. This Skill audits a website against each platform individually so optimization gaps are not hidden behind a single generic SEO score. ## Core Features & Use Cases - Per-Platform Checklists: Dedicated audit checklists for Google AI Overviews, ChatGPT web search, Perplexity, Gemini, and Bing Copilot, covering signals like Wikipedia/Wikidata entities, Reddit presence, IndexNow, Schema.org, and YouTube strategy. - 0-100 Scoring Rubrics: Weighted scoring tables per platform produce comparable scores with Strong/Moderate/Weak status thresholds. - Structured Report Output: Generates a GEO-PLATFORM-OPTIMIZATION.md report with per-platform scores, gaps, and a prioritized action plan split into quick wins, medium-term, and strategic items. - Use Case: A marketing team wants to know why their site appears in Google AI Overviews but never in Perplexity answers. Run this Skill to score all five platforms, identify the missing Reddit presence and original research, and get a prioritized remediation plan. ## Quick Start Audit example.com for AI search visibility across Google AI Overviews, ChatGPT, Perplexity, Gemini, and Bing Copilot and generate the platform optimization report.

Frequently Asked Questions about geo-platform-optimizer

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

FAQPage Schema
How do I optimize a website for ChatGPT and Perplexity citations?▼

ChatGPT relies on Bing's index and weights Wikipedia, Wikidata entities, and authoritative backlinks, while Perplexity heavily favors Reddit discussions, original research, and content freshness. This Skill provides separate checklists and scoring rubrics for each platform so you can address their distinct ranking signals.

What is the difference between optimizing for Google AI Overviews and ChatGPT?▼

Google AI Overviews cites mostly pages already ranking in the top 10 organic results with question-based headings, direct answers, and tables. ChatGPT uses Bing's index and prioritizes entity recognition through Wikipedia, Wikidata, and comprehensive long-form content, so each requires a different optimization approach.

How does the platform scoring rubric work?▼

Each of the five platforms has a weighted 0-100 rubric with criteria like Wikipedia presence, Bing index coverage, Reddit activity, and Schema.org markup. Scores map to status thresholds: Strong is 70+, Moderate is 40-69, and Weak is 0-39.

Does this Skill require access to Bing Webmaster Tools?▼

Bing Webmaster Tools verification is one checklist item for ChatGPT and Copilot scoring, but the audit can still run without it. Missing verification simply lowers those platform scores and appears as a gap in the action plan.

What output does the GEO platform audit generate?▼

It generates a GEO-PLATFORM-OPTIMIZATION.md report containing an overall readiness score, a per-platform score table, detailed gap analysis per platform, and a prioritized action plan split into quick wins, medium-term tasks, and strategic initiatives.

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