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AI Visibility Scorecard
mruby
www.mruby.org · Technology
Borderline visible. AI bots can crawl mruby, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,062,097 of 2,817,736 in Technology for AI visibility
3.9
/10
AEO Score
About mruby
from our crawl and measurement
mruby describes itself simply: "mruby is the lightweight implementation of the Ruby language complying to (part of) the ISO standard. mruby can be linked and embedded within your application. We provide the...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Under the hood there is a sitemap, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
2
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
6
Forum and community discussion.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.9/10, mruby is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for mruby
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-mruby-org
Cite this score: Engagemii (2026). "AEO Score for mruby." Retrieved from https://engagemii.com/aeo/brands/www-mruby-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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