AI Visibility Scorecard
MagicMirror² Docs
docs.magicmirror.builders · Technology
Somewhat visible. AI bots can read MagicMirror² Docs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Apple Intelligence
#393,537 of 2,707,520 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About MagicMirror² Docs
from our crawl and measurement
MagicMirror² Docs is a business whose own site puts it this way: "The open source modular smart mirror platform." Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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 5.5/10, MagicMirror² Docs has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MagicMirror² Docs
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MagicMirror² Docs.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/docs-magicmirror-builders
Cite this score: Engagemii (2026). "AEO Score for MagicMirror² Docs." Retrieved from https://engagemii.com/aeo/brands/docs-magicmirror-builders
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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