AI Visibility Scorecard
books-as-code.gitlab.io · Technology
Borderline visible. AI bots can crawl Books As Code, 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 11 times
Meta AI · Claude · ChatGPT
#568,523 of 2,704,453 in Technology for AI visibility
8
AI Naming Predictability
iRarely named · 8/100
Technology average 28
Top 9% of Technology
See what's behind this score →5
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Network Authority
iNot connected yet
Technology average 0.0
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
Books As Code is a business whose own site puts it this way: "Books As Code Write a book the same way you Write Software Welcome to Books as Code, a guide for developers and other geeks who want to write a book." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
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
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.7/10, Books As Code is crawlable but under-signaled - fixable, and the signals above are where to start.
How to Purchase?
If you prefer an physical copy of the book, or want to support the author, the book may be available for purchase online via Amazon. Watch this space!
Have Questions or Feedback?
We’d love to hear from you! Leave a message on the Contact Page Last updated 2026-01-27 05:54:30 UTC
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/books-as-code-gitlab-io
Cite this score: Engagemii (2026). "AEO Score for Books As Code." Retrieved from https://engagemii.com/aeo/brands/books-as-code-gitlab-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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