AI Visibility Scorecard
thecodingdiaries.com · Education
Borderline visible. AI bots can crawl The Coding Diaries, 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 4 times
Claude · Meta AI
#95,437 of 937,744 in Education for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Education average 14
Top 20% of Education
See what's behind this score →4.3
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education 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
Education average 13
See what's behind this score →2
from our crawl and measurement
"The Coding Diaries Front-end dev with no CS degree." That is how The Coding Diaries introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 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 once in our tracking, including ClaudeBot (Anthropic).
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
Good
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
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.3/10, The Coding Diaries is crawlable but under-signaled - fixable, and the signals above are where to start.
How to create multiple forks of a git repo?
Thanks to https://adrianshort.org/create-multiple-forks-of-a-github-repo/ for the instructions.
1. What’s your name, when did you first start learning to code, and what technologies are you most familiar with?
STEPHANIE: I’m Stephanie H. Chang. Because my name is so dang generic, I go by @stchangg on the internet. I first started trying to learn how to code the summer after I graduated high school.
2. What was a turning point/lightbulb moment for you when you first started learning?
STEPHANIE: One big “aha” moment happened when I was working on a little project to scratch an itch I had. I like making visual art and wanted 1) to learn JavaScript, 2) to learn how to work with an API, and 3) to showcase my art on my personal website. I was disappointed with many popular Flickr plugins, which to me felt too slow and over-stylized.
4. What’s been the most frustrating thing about learning to code or being a developer (if you work as one professionally)?
STEPHANIE: As a developer, I’d say that there’s always a healthy tension between writing good code and shipping. You don’t want to over-engineer a solution, but you also don’t want to write horrible code that, while functional, will make it harder to iterate and improve on the feature. It’s frustrating at times because without more experience, it’s really hard to know the answer.
5. What advice would you give to someone just starting out?
STEPHANIE: Internalize growth mindset. Talk to yourself everyday to internalize it, if that’s what it takes. Do it wherever – on your lunch break, on your commute to work. (Nothing to be ashamed of! I did it and still do it.) If you’re not a person who struggles to maintain a growth mindset, the most important thing you can do is to create a safe space for you to learn.
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thecodingdiaries
Cite this score: Engagemii (2026). "AEO Score for The Coding Diaries." Retrieved from https://engagemii.com/aeo/brands/thecodingdiaries
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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