blog-geo

Audits blog posts for AI citation readiness across ChatGPT, Perplexity, and Google AI surfaces.

1|Updated Dec 24, 2021
One-click install
npx skills add https://github.com/arthur-fontaine/arthurfontaine.fr --skill blog-geo-arthur-fontaine
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: blog-geo
Source: https://github.com/arthur-fontaine/arthurfontaine.fr/tree/main/.agents/skills/blog-geo
Command: npx skills add https://github.com/arthur-fontaine/arthurfontaine.fr --skill blog-geo-arthur-fontaine

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve? Content creators lack a structured way to evaluate whether their blog posts are likely to be cited by AI answer engines like ChatGPT, Perplexity, and Google AI Overviews, leaving optimization to guesswork. ## Core Features & Use Cases - AI Citation Readiness Scoring: Scores posts on a 0-100 heuristic across five categories: evidence-backed citability, purpose fit, entity clarity, content structure, and AI crawler accessibility. - Platform-Specific Analysis: Generates per-platform recommendations for ChatGPT, Perplexity, Claude, Gemini, Copilot, You.com, Google AI Overviews, and Google AI Mode. - Evidence Discipline: Enforces source-backed benchmarks with URL, methodology, and retrieval date, labeling unsupported numbers as directional. - Use Case: A content marketer runs the audit on a new blog post, receives a 62/100 score with a section-by-section citability table, and applies the prioritized fixes to improve extractability before publishing. ## Quick Start Run the blog-geo audit on my draft post at content/posts/my-article.md and show the citation readiness report.

Frequently Asked Questions about blog-geo

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

FAQPage Schema
How do I optimize a blog post for ChatGPT citations?▼

Audit the post for evidence-backed citability: each section should contain self-contained passages with a specific claim, supporting evidence, and source attribution. The audit scores these factors and lists platform-specific improvements for ChatGPT.

What is an AI citation readiness score?▼

It is a 0-100 internal heuristic combining five categories: evidence-backed citability, purpose fit, entity clarity, content structure, and AI crawler accessibility. It is an editorial guide, not a calibrated probability of actual citation.

Does Google AI Overviews require special GEO markup or llms.txt?▼

No. Google's guidance states normal SEO practices apply: content must be helpful, crawlable, indexable, and eligible for snippets. No special GEO/AEO markup or llms.txt file is required for Google AI features.

Which AI crawlers should robots.txt allow for answer engine visibility?▼

For non-Google answer engines, check robots.txt treatment of GPTBot, ChatGPT-User, ClaudeBot, and PerplexityBot. The audit verifies whether selected crawler policies match the site's stated visibility goals.

Can I use numeric AI citation benchmarks in the audit report?▼

Only when the report includes a source block with URL, publisher, methodology, sample size, engine version, query class, retrieval date, and expiry date. Missing fields mean the benchmark must be labeled directional or removed.