AI Visibility Scorecard
Molecule.dev
molecule.dev · Technology
Somewhat visible. AI bots can read Molecule.dev, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#566,327 of 2,704,685 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
8
AI Adoption
iBasic · 8/100
About Molecule.dev
from our crawl and measurement
"An AI-first, composable package ecosystem for building full-stack apps that scale." That is how Molecule.dev introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. It is passable on partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
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
Strong
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
Good
Forum and community discussion.
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 5.3/10, Molecule.dev has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Molecule.dev
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/molecule-dev
Cite this score: Engagemii (2026). "AEO Score for Molecule.dev." Retrieved from https://engagemii.com/aeo/brands/molecule-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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