#926,680 OF 2,699,841 IN TECHNOLOGY
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AI Visibility Scorecard
MCP Server
mcpserver.cc · Technology
Borderline visible. AI bots can crawl MCP Server, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#926,680 of 2,699,841 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
12
AI Adoption
iBasic · 12/100
About MCP Server
from our crawl and measurement
"A fast, human-curated index of Model Context Protocol servers. Compare tools, inspect their capabilities, and connect your agents to the systems you already use." That is how MCP Server introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
10
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
2
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
2
Forum and community discussion.
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 4.9/10, MCP Server is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is an MCP server?
An MCP server is a software service that implements the Model Context Protocol, allowing AI agents to access data, tools, and external systems through a consistent interface. Developers use an MCP server to connect databases, code repositories, search services, business software, and automation platforms. This MCP server directory organizes community-maintained MCP servers by capability.
Is this your brand?
The exact fixes for MCP Server
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MCP Server.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcpserver-cc
Cite this score: Engagemii (2026). "AEO Score for MCP Server." Retrieved from https://engagemii.com/aeo/brands/mcpserver-cc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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