▲ 4.4 since Jul 2026
#18,229 OF 2,703,643 IN TECHNOLOGY
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AI Visibility Scorecard
MCP Feature Reference Server
example-server.modelcontextprotocol.io · Technology
Well-positioned for AI search. The breakdown below shows where MCP Feature Reference Server is still leaving points on the table.
AI engines read this profile 1 times
Claude
#18,229 of 2,703,643 in Technology for AI visibility
7
AEO Visibility
iVisible · 7.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About MCP Feature Reference Server
from our crawl and measurement
"MCP Feature Reference Server A comprehensive reference implementation of the Model Context Protocol (MCP) server demonstrating all protocol features with full authentication support and." That is how MCP Feature Reference Server introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 7.1/10, MCP Feature Reference Server has a working base to build on - fixable, and the signals above are where to start.
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on September 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/example-server-modelcontextprotocol-io
Cite this score: Engagemii (2026). "AEO Score for MCP Feature Reference Server." Retrieved from https://engagemii.com/aeo/brands/example-server-modelcontextprotocol-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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