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AI Visibility Scorecard
MCP Development — Model Context Protocol experts
mcpdevelopment.ai · Technology
Borderline visible. AI bots can crawl MCP Development — Model Context Protocol experts, 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 7 times
Claude · Meta AI · ChatGPT · Apple Intelligence
#1,758,122 of 2,655,403 in Technology for AI visibility
4
/10
AEO Score
About MCP Development — Model Context Protocol experts
from our crawl and measurement
MCP Development Model Context Protocol experts describes itself simply: "We help teams ship Model Context Protocol (MCP) servers, connectors, and enterprise integrations. Based in Metro Detroit, serving nationwide." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (FAQPage) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
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 4/10, MCP Development — Model Context Protocol experts is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Model Context Protocol (MCP)?
An open protocol that standardizes how AI apps connect to tools and data through a client-server model exposing resources and tools.
Is MCP tied to a specific LLM vendor?
No. MCP aims for interoperability so one server can support multiple clients and model providers.
How is security handled?
Security is enforced at the MCP server: authentication, authorization, and auditing of tool calls and resource reads.
Is this your brand?
The exact fixes for MCP Development — Model Context Protocol experts
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.
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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/mcpdevelopment-ai
Cite this score: Engagemii (2026). "AEO Score for MCP Development — Model Context Protocol experts." Retrieved from https://engagemii.com/aeo/brands/mcpdevelopment-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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