AI Visibility Scorecard
md-stack: Specification-driven Development Experience
md-stack.com · Technology
At 2.1/10, md-stack: Specification-driven Development Experience 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
#2,436,901 of 2,705,352 in Technology for AI visibility
2
AEO Visibility
iNear-invisible · 2.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About md-stack: Specification-driven Development Experience
from our crawl and measurement
md-stack: Specification-driven Development Experience is a business whose own site puts it this way: "Markdown The industry standard for documentation with human-friendly syntax and machine-readable structure, seamlessly integrating diagrams and code." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.1 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.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 2.1/10, md-stack: Specification-driven Development Experience is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
md-stack: Why Markdown and CUE?
Markdown The industry standard for documentation with human-friendly syntax and machine-readable structure, seamlessly integrating diagrams and code. CUE A powerful logic-based language for configuration which excels at type inheritance, validation, and defining complex constraints within a single, cohesive framework.
Is this your brand?
The exact fixes for md-stack: Specification-driven Development Experience
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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/md-stack
Cite this score: Engagemii (2026). "AEO Score for md-stack: Specification-driven Development Experience." Retrieved from https://engagemii.com/aeo/brands/md-stack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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