AI Visibility Scorecard
Numerical Bits
stdlib.blog · 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 2 times
Claude · ChatGPT
#2,026,256 of 2,706,566 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
10
AI Adoption
iBasic · 10/100
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." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found structured data on the page (WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
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
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 3.7/10, Numerical Bits is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why another plotting library?
JavaScript has no shortage of plotting libraries. But scientific computing needs more than a way to render charts, so we're building a plotting system designed around the entire workflow. Aug 8, 2026 — 14 min read
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. Jul 23, 2026 — 11 min read
Is this your brand?
The exact fixes for Numerical Bits
Which AI engines already crawl you
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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 September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stdlib-blog
Cite this score: Engagemii (2026). "AEO Score for Numerical Bits." Retrieved from https://engagemii.com/aeo/brands/stdlib-blog
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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