AI Visibility Scorecard
John Roepke - Boston Area Web and Open Source Software Developer
john.sh · Technology
Somewhat visible. AI bots can read John Roepke - Boston Area Web and Open Source Software Developer, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#464,554 of 2,706,693 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About John Roepke - Boston Area Web and Open Source Software Developer
from our crawl and measurement
John Roepke is a business whose own site puts it this way: "<p>JOHN ROEPKE</p><p>n. A Boston, MA based web developer working with JavaScript, Android and the web.</p>." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), 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
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
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 5.4/10, John Roepke - Boston Area Web and Open Source Software Developer has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What to use?
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Is this your brand?
The exact fixes for John Roepke - Boston Area Web and Open Source Software Developer
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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/john-sh
Cite this score: Engagemii (2026). "AEO Score for John Roepke - Boston Area Web and Open Source Software Developer." Retrieved from https://engagemii.com/aeo/brands/john-sh
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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