#2,185,322 OF 2,699,841 IN TECHNOLOGY
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AI Visibility Scorecard
codersscratchbook.com
codersscratchbook.com · Technology
At 3/10, codersscratchbook.com is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#2,185,322 of 2,699,841 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About codersscratchbook.com
from our crawl and measurement
"click to read onMy Desktop PalMonday, Feb 5, 2024From manual misery to magical minimalism: a DIY desk companion born from frustration and fueled by ESPHome." That is how JPG Portfolio introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.8 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3/10, codersscratchbook.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why A digital notebook?
Friday, Feb 23, 2024A developer's digital diary forged through design dilemmas and technical triumphs.... click to read on
Is this your brand?
The exact fixes for codersscratchbook.com
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codersscratchbook
Cite this score: Engagemii (2026). "AEO Score for codersscratchbook.com." Retrieved from https://engagemii.com/aeo/brands/codersscratchbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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