#2,162,372 OF 2,702,905 IN TECHNOLOGY
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AI Visibility Scorecard
mcporter
mcporter.dev · Technology
Borderline visible. AI bots can crawl mcporter, 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
#2,162,372 of 2,702,905 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3.1/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
12
AI Adoption
iBasic · 12/100
About mcporter
from our crawl and measurement
mcporter describes itself simply: "mcporter is a TypeScript runtime, CLI, and code-generation toolkit for the Model Context Protocol, built so AI agents and developers can call any MCP server without boilerplate." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.
Our crawl found an llms.txt file for AI models and a readable heading structure. It is missing structured data describing the business 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
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
Weak
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
Weak
No inbound links found yet.
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 3.1/10, mcporter is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
#Why a porter?
A porter carries luggage between trains. mcporter does the same for MCP servers: it carries tool calls, schemas, OAuth tokens, and stdio handles between your agent (or your terminal) and whichever MCP server happens to be at the other end of the line. You don't have to know the shape of the server ahead of time, and the runtime keeps the connection warm so repeat calls are cheap.
Is this your brand?
The exact fixes for mcporter
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 mcporter.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcporter-dev
Cite this score: Engagemii (2026). "AEO Score for mcporter." Retrieved from https://engagemii.com/aeo/brands/mcporter-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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