AI Visibility Scorecard
Writing by Jake McCrary
jakemccrary.com · Technology
Somewhat visible. AI bots can read Writing by Jake McCrary, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Claude · Meta AI · Apple Intelligence · ShapBot
#194,416 of 2,705,527 in Technology for AI visibility
46
5
AEO Visibility
iBorderline · 5.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About Writing by Jake McCrary
from our crawl and measurement
Writing by Jake McCrary describes itself simply: "Documentation is one of them.2021-08-07Improve your tests by picking better constantsThe constants you put in your test code can improve its readability." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places, missing in others.
Under the hood there is a sitemap and a readable heading structure, but the score is capped by what is missing: structured data describing the business, an llms.txt file.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
The 6 signals AI reads
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
Fair
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
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
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 5.2/10, Writing by Jake McCrary has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How to be automatically notified when long running processes finish?
I get distracted when running slow processes. Here is how I get notified when they are done.2020-04-26
Is this your brand?
The exact fixes for Writing by Jake McCrary
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
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Writing by Jake McCrary.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jakemccrary
Cite this score: Engagemii (2026). "AEO Score for Writing by Jake McCrary." Retrieved from https://engagemii.com/aeo/brands/jakemccrary
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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