AI Visibility Scorecard
Numerical Bits
blog.stdlib.io · Technology
Borderline visible. AI bots can crawl Numerical Bits, 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 3 times
ChatGPT · Claude
#1,461,026 of 2,707,521 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
2
AI Adoption
iBasic · 2/100
About Numerical Bits
from our crawl and measurement
Numerical Bits is a business whose own site puts it this way: "The official development blog of stdlib, the fundamental numerical computing library for JavaScript and the Web." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
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
Fair
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 4.6/10, Numerical Bits is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Do you WANT contributors?
If you maintain an open-source project, your contributing file is where you set the terms—of the relationship, of the boundaries, of what you will and won't do. Own your answer. Change it when it stops working. 11 min read
Is this your brand?
The exact fixes for Numerical Bits
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.
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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/blog-stdlib-io
Cite this score: Engagemii (2026). "AEO Score for Numerical Bits." Retrieved from https://engagemii.com/aeo/brands/blog-stdlib-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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