When you run /blog geo, Claude Blog applies an internal editorial heuristic. It reviews sources, supported claims, entity clarity, crawlability, and visible-content consistency without pretending to predict platform selection.
// BLOG GEO
AI CITATION
READINESS
Review source fidelity, factual support, entity clarity, crawlability, visible-content consistency, and reader usefulness. The 0-100 result is an internal readiness heuristic, not a citation probability or guarantee.
BY DANIEL AGRICI · UPDATED MAY 2026
$
/blog geo
REQUIRES CLAUDE BLOG INSTALLED IN CLAUDE CODE
// HOW IT WORKS
ONE HONEST READINESS AUDIT.
01
READINESS HEURISTIC
A 0-100 INTERNAL EDITORIAL SCORE. IT IS NOT A CALIBRATED PROBABILITY, RANKING FACTOR, OR PLATFORM PROMISE.
02
CITABILITY ANALYSIS
PASSAGE-LEVEL SCORING. IDENTIFIES WHICH PARAGRAPHS ARE QUOTABLE AND WHICH NEED RESTRUCTURING FOR AI EXTRACTION.
03
STRUCTURAL READABILITY
CHECKS HEADING HIERARCHY, LIST USAGE, TABLE STRUCTURE, AND DEFINITION FORMATTING FOR AI PARSING.
04
ENTITY CLARITY
ENSURES BRAND NAMES, PRODUCT NAMES, AND TECHNICAL TERMS ARE UNAMBIGUOUS AND CONSISTENTLY REFERENCED.
05
CRAWLER ACCESS
REVIEWS APPLICABLE ROBOTS DIRECTIVES, RENDERED ACCESS, AND TECHNICAL DISCOVERY CONTEXT WITHOUT PROMISING INCLUSION.
// USAGE
HOW TO OPTIMIZE FOR AI
Step 1: Install Claude Blog
git clone --depth 1 https://github.com/AgriciDaniel/claude-blog.git bash claude-blog/install.sh
Step 2: Open Claude Code
claude
Step 3: Run the GEO Audit
/blog geo
Point it at any blog post. You get an internal readiness score, source and claim checks, entity clarity findings, and practical recommendations. No fixed passage length, FAQ, or schema type earns points by itself.
// FAQ
QUESTIONS ABOUT GEO
It is an internal editorial review of source fidelity, factual support, entity clarity, crawlability, visible-content consistency, and reader usefulness. It does not predict or guarantee citations.
No. The 0-100 output is a readiness heuristic. Platform behavior changes and no passage length, heading pattern, FAQ, or schema type can guarantee selection by an AI system.
Publish original, useful material; support factual claims with suitable sources; make important entities and relationships clear; keep key content crawlable; and ensure metadata and structured data match visible content.
Yes. It reviews applicable robots directives and technical accessibility. Crawler access and llms.txt are reported as technical context, not as guarantees of inclusion or citation.
REVIEW AI READINESS
IN 30 SECONDS.
$
git clone --depth 1 https://github.com/AgriciDaniel/claude-blog.git && bash claude-blog/install.sh