AI Visibility Scorecard
Model Context Protocol
modelcontextprotocol.org · Technology
Somewhat visible. AI bots can read Model Context Protocol, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#393,233 of 2,705,019 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
12
AI Adoption
iBasic · 12/100
About Model Context Protocol
from our crawl and measurement
Model Context Protocol describes itself simply: "Using MCP, AI applications like Claude or ChatGPT can connect to data sources (e.g." Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on some structured data, a partly stated business identity and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 5.5/10, 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
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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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modelcontextprotocol-org
Cite this score: Engagemii (2026). "AEO Score for Model Context Protocol." Retrieved from https://engagemii.com/aeo/brands/modelcontextprotocol-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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