AI Visibility Scorecard
Model Context Protocol
modelcontextprotocol.io · Technology
Well-positioned for AI search. The breakdown below shows where Model Context Protocol is still leaving points on the table.
AI engines read this profile 65 times
Meta AI · Apple Intelligence · Claude · ChatGPT
#3,606 of 2,707,790 in Technology for AI visibility
7
AEO Visibility
iVisible · 7.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
12
AI Adoption
iBasic · 12/100
About Model Context Protocol
from our crawl and measurement
Model Context Protocol is a business whose own site puts it this way: "Using MCP, AI applications like Claude or ChatGPT can connect to data sources (e.g." Measured against the twelve signals AI engines rely on, it scores 7.3 out of 10, a strong showing.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 22 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
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 7.3/10, Model Context Protocol has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why does MCP matter?
Depending on where you sit in the ecosystem, MCP can have a range of benefits. Developers: MCP reduces development time and complexity when building, or integrating with, an AI application or agent. AI applications or agents: MCP provides access to an ecosystem of data sources, tools and apps which will enhance capabilities and improve the end-user experience.
Is this your brand?
The exact fixes for Model Context Protocol
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The AEO Checklist Every Small Business Owner Needs Right Now
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modelcontextprotocol-io
Cite this score: Engagemii (2026). "AEO Score for Model Context Protocol." Retrieved from https://engagemii.com/aeo/brands/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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