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AI Visibility Scorecard
Headless CMS right in your code editor
beta.frontmatter.codes · Technology
Somewhat visible. AI bots can read Headless CMS right in your code editor, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#884,030 of 2,834,560 in Technology for AI visibility
5.1
/10
AEO Score
About Headless CMS right in your code editor
from our crawl and measurement
Headless CMS right in your code editor describes itself simply: "Headless CMS running in Visual Studio Code that helps managing your static sites. Supports Hugo, Jekyll, Docusaurus, NextJs, Gatsby, and more." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places, missing in others.
Under the hood there is an llms.txt file for AI models and a sitemap and a readable heading structure, but the score is capped by what is missing: structured data describing the business.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
3
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 5.1/10, Headless CMS right in your code editor has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Headless CMS right in your code editor
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/beta-frontmatter-codes
Cite this score: Engagemii (2026). "AEO Score for Headless CMS right in your code editor." Retrieved from https://engagemii.com/aeo/brands/beta-frontmatter-codes
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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