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AI Visibility Scorecard

My Programming Notes

My Programming Notes

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myprogrammingnotes.com · Technology

Somewhat visible. AI bots can read My Programming Notes, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Claude · Apple Intelligence

#483,820 of 2,636,505 in Technology for AI visibility

5.5

/10

AEO Score

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About My Programming Notes

from our crawl and measurement

"admin July 12, 2026 0 You may wonder which directory pip installs a package to." That is how My Programming Notes introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure. It is passable on partial sitemap and link coverage. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business and credibility markers like credentials or reviews.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Technology
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

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

4

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 5.5/10, My Programming Notes has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for My Programming Notes

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Weekly ChatGPT & Claude citation tracking

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Picked for My Programming Notes: How-To

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 August 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/myprogrammingnotes

Cite this score: Engagemii (2026). "AEO Score for My Programming Notes." Retrieved from https://engagemii.com/aeo/brands/myprogrammingnotes

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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