AI Visibility Scorecard
Mostly Dev Stuff
mostlydevstuff.com · Media & Entertainment
Borderline visible. AI bots can crawl Mostly Dev Stuff, 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 2 times
Claude
#787,564 of 1,966,627 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Mostly Dev Stuff
from our crawl and measurement
"Repository for my day to day learning in tech." That is how Mostly Dev Stuff introduces itself. When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
The site gets some of it right: it has a clear heading structure, sitemaps and entity links AI can follow, crawler access and the files AI engines look for. What holds it back is what is absent, including credibility markers like credentials or reviews.
The wider web has little to say about it yet: almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business. Those signals cannot be fixed on the page, they have to be earned.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
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
Weak
No community discussion yet.
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 4.8/10, Mostly Dev Stuff is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What am I lacking?
Automatic server deployments At the time of writing this blog post I don’t have an automatic server deployment process and this need to change. Gio Delgado posted an amazing blog post talking about his over-engineer blog setup on dev.to. I’ll give it a few reads to take on inspiration! An important note This blog post doesn’t get to have a conclusion because securing online assets is a never ending process.
Is this your brand?
The exact fixes for Mostly Dev Stuff
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Mostly Dev Stuff.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mostlydevstuff
Cite this score: Engagemii (2026). "AEO Score for Mostly Dev Stuff." Retrieved from https://engagemii.com/aeo/brands/mostlydevstuff
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform