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AI Visibility Scorecard
MCP App Directory
mcpappdirectory.com · Technology
At 2.8/10, MCP App Directory 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,500,639 of 2,706,098 in Technology for AI visibility
2.8
/10
AEO Score
About MCP App Directory
from our crawl and measurement
"AI-graded directory of MCP (Model Context Protocol) servers with quality scoring, verified listings, and community rankings." That is how MCP App Directory AI-Graded MCP Servers & Claude Code Plugins introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.5 out of 10.
Our crawl found structured data on the page (WebSite, FAQPage) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
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
1
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
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 2.8/10, MCP App Directory is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MCP App Directory
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/mcpappdirectory
Cite this score: Engagemii (2026). "AEO Score for MCP App Directory." Retrieved from https://engagemii.com/aeo/brands/mcpappdirectory
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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