AI Visibility Scorecard
Coders at Work: Reflections on the Craft of Programming
codersatwork.com · Technology
Somewhat visible. AI bots can read Coders at Work: Reflections on the Craft of Programming, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Meta AI · Claude · Apple Intelligence
#393,542 of 2,707,789 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Coders at Work: Reflections on the Craft of Programming
from our crawl and measurement
Coders at Work: Reflections on the Craft of Programming is a business whose own site puts it this way: "Buy it: Amazon Barnes & Noble Powell's eBook from Apress Early Reviews Absolutely amazing!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
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
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
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
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 5.5/10, Coders at Work: Reflections on the Craft of Programming has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Coders at Work: Reflections on the Craft of Programming
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codersatwork
Cite this score: Engagemii (2026). "AEO Score for Coders at Work: Reflections on the Craft of Programming." Retrieved from https://engagemii.com/aeo/brands/codersatwork
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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