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AI Visibility Scorecard
Mark Lutz's Books, Software, Etc.
learning-python.com · Technology
Somewhat visible. AI bots can read Mark Lutz's Books, Software, Etc., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#606,184 of 2,623,574 in Technology for AI visibility
5.3
/10
AEO Score
About Mark Lutz's Books, Software, Etc.
from our crawl and measurement
"At this desktop- and mobile-friendly website, you can explore: Books Code Blog Python Author Train You can also tap the images on the left to jump to books and apps." That is how Mark Lutz's Books, Software, Etc. introduces itself. Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
4
Forum and community discussion.
1
Reddit mentions and discussion.
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, Mark Lutz's Books, Software, Etc. has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mark Lutz's Books, Software, Etc.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/learning-python
Cite this score: Engagemii (2026). "AEO Score for Mark Lutz's Books, Software, Etc.." Retrieved from https://engagemii.com/aeo/brands/learning-python
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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