AI Visibility Scorecard
mainlydata.kubadev.com · Technology
Borderline visible. AI bots can crawl Mainly Data, 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.
AI engines read this profile 5 times
Claude · Meta AI · Apple Intelligence
#872,580 of 2,704,813 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Mainly Data is a Pace Radial Nortontown, NC business whose own site puts it this way: "I was keen to try this out, if only in a ‘hello world’ sense but it took me a little while to sort out what was necessary." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
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).
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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.
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 4.2/10, Mainly Data is crawlable but under-signaled - fixable, and the signals above are where to start.
What’s going on ?
There’s a couple of things it’s useful to know when resolving this, and as far as I can see it’s not clearly documented in the Cloudflare Workers, or KV documentation. If you’re seeing this you need to go and inspect your wrangler.toml file. You probably have something that looks like this : kv_namespaces = [{ binding = "FOO", id = "bb12cc34dd56eebb12cc34dd56eebb12" }] Or you may have no kv_name_spaces entry at all.
How to fix this?
Execute the following command. $ wrangler kv:namespace create "FOO" --preview If you do have an existing entry for kv_namespaces be sure to use the binding property value that’s already in use, in this example ‘FOO’, otherwise use whatever name you want as your namespace name.
How do you do that ?
So, short and sweet, here’s how. In my case I have forked the repos ‘behave-web-api‘ and I want to install my forked version into my current project. $ pipenv install -e git+ssh://[email protected]/shearichard/behave-web-api.git#egg=behave-web-api Notice the git+ssh is used as the scheme of the url.
Is this your brand?
The exact fixes for Mainly Data
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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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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mainlydata-kubadev
Cite this score: Engagemii (2026). "AEO Score for Mainly Data." Retrieved from https://engagemii.com/aeo/brands/mainlydata-kubadev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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