AI Visibility Quick Score

AI visibility quick score (one page)

Scores a single URL the way most AI crawlers see it: raw HTML, no JavaScript. It returns a 0–100 score, a band and the five fixes worth the most points.

When to use

• "Is my homepage ready for AI search?", "GEO score for this URL", "why doesn't ChatGPT mention us?" (as a first check).

How to run

python3 scripts/quick_score.py https://example.com/

Needs outbound HTTPS; makes 3 requests (the page, robots.txt, llms.txt).

Scoring (100 points)

check	points
AI crawlers allowed in robots.txt (−5 per blocked bot)	25
Organization / WebSite / Person entity in JSON-LD	15
Other valid JSON-LD (Article, Product, FAQPage…)	10
Title 15–65 chars, meta description 70–170 chars	10
One H1 and question-style H2/H3s	15
Answer-first opening paragraph and 300+ server-rendered words	15
/llms.txt present	5
Date signal (dateModified, article time, <time>)	5

Bands: 80+ STRONG, 65+ GOOD, 50+ FAIR, 35+ POOR, below 35 CRITICAL.

Read the result honestly

This measures readiness (can AI systems fetch, parse and trust the page), not whether you are cited today. A JavaScript-only site will score low because its server HTML is empty, and that low score is accurate for crawlers that do not run JavaScript.

Example

https://plausible.io/ → 72/100 GOOD; fixes: add page-type JSON-LD, a direct-answer opening, /llms.txt, a date signal, and a shorter title.

Want a full-site score and report?

• Paid skill with a site-level GEO score, a white-label client report and a fix plan: AI Search Visibility Suite on Agensi
• Hosted site-wide crawl: Website SEO Audit + AEO/GEO Checker on Apify
• Free MCP server with a check_title_meta tool: cygnix-seo-mcp