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AI Visibility Scorecard
The Developer Toolbox
madzadev.substack.com · Technology
Somewhat visible. AI bots can read The Developer Toolbox, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#56,068 of 2,596,770 in Technology for AI visibility
6.7
/10
AEO Score
About The Developer Toolbox
from our crawl and measurement
The Developer Toolbox describes itself simply: "Receive the latest resources, tools, productivity tips, and career growth tips I discover to stay ahead of the curve. Click to read The Developer Toolbox, by Madza, a Substack...." Its AI visibility score is 6.7 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is a sitemap, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
0
No Reddit mentions 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 6.7/10, The Developer Toolbox has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Developer Toolbox
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/madzadev-substack
Cite this score: Engagemii (2026). "AEO Score for The Developer Toolbox." Retrieved from https://engagemii.com/aeo/brands/madzadev-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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