AI Visibility Scorecard
Gnuf on Code
gnuf.dev · Media & Entertainment
Borderline visible. AI bots can crawl Gnuf on Code, 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
#1,717,829 of 1,966,762 in Media & Entertainment for AI visibility
3
AEO Visibility
iNear-invisible · 3.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Gnuf on Code
from our crawl and measurement
Gnuf on Code describes itself simply: "Using a shadowbox and battery-powered LED light strips, learn all the materials and steps on how to make one for yourself." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Fair
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion 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 3.2/10, Gnuf on Code is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Make a Battery-Powered Lightbox Photo Frame?
5 years ago 6 min read how-tolightboxpicture frame Step by step tutorial demonstrating how to make a self-contained lightbox to illuminate photos or other art. Using a shadowbox and battery-powered LED light strips, learn all the materials and steps on how to make one for yourself. Read Now Read Later By: Eric Fung
How to livestream on Google Meet with multiple cameras and background music from your MacBook?
5 years ago 12 min read how-togoogle meetlivestreamOBS Step-by-step guide on how to livestream with multiple cameras, microphone, and background music.
Is this your brand?
The exact fixes for Gnuf on Code
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on October 6, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/gnuf-dev
Cite this score: Engagemii (2026). "AEO Score for Gnuf on Code." Retrieved from https://engagemii.com/aeo/brands/gnuf-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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