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AI Visibility Scorecard
MCPgee
mcpgee.com · Technology
Somewhat visible. AI bots can read MCPgee, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#860,869 of 2,787,819 in Technology for AI visibility
5.1
/10
AEO Score
About MCPgee
from our crawl and measurement
MCPgee describes itself simply: "MCPgee is the world's largest MCP server directory with 33,000+ Model Context Protocol servers for Claude, Cursor, and VS Code." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, WebSite, FAQPage), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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
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 5.1/10, MCPgee has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MCPgee
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/mcpgee
Cite this score: Engagemii (2026). "AEO Score for MCPgee." Retrieved from https://engagemii.com/aeo/brands/mcpgee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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