AI Visibility Scorecard
Humpback
humpbackdev.com · Other
Borderline visible. AI bots can crawl Humpback, 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
3
AEO Visibility
iNear-invisible · 3.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Humpback
from our crawl and measurement
"Meet Humpback A Docker-based environment that makes it easy to build Drupal 8 sites." That is how Humpback introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
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
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 3.3/10, Humpback is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why use Humpback?
Let's face it: Drupal development requires several dependencies and they increase if you start thinking about performance: solr, memcached, varnish, etc. Taking time to configure each one of them is tedious and reduces the project time. With Humpback, you won't worry about this and you'll be able to focus in what really matters: your project development.
Where does the name come from?
Docker is a whale, so, we wanted to be a whale too. While researching for whales, we loved the idea of naming our project as Humpback because that's one of the species most seen in our country: Costa Rica.
Is this your brand?
The exact fixes for Humpback
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 Humpback.
Source & Attribution
Scored by Engagemii on September 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/humpbackdev
Cite this score: Engagemii (2026). "AEO Score for Humpback." Retrieved from https://engagemii.com/aeo/brands/humpbackdev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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