AI Visibility Scorecard
McpBackend: MCP Backend for AI Apps & Vibe Coding
mcpbackend.com · Technology
Borderline visible. AI bots can crawl McpBackend: MCP Backend for AI Apps & Vibe Coding, 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
#1,075,570 of 2,705,713 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
12
AI Adoption
iBasic · 12/100
About McpBackend: MCP Backend for AI Apps & Vibe Coding
from our crawl and measurement
"An MCP-first backend as a service with generated REST APIs, user authentication, row-level security, and portable SQLite databases." That is how McpBackend: MCP Backend for AI Apps & Vibe Coding introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (SoftwareApplication, FAQPage), an llms.txt file for AI models 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
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.9/10, McpBackend: MCP Backend for AI Apps & Vibe Coding is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for McpBackend: MCP Backend for AI Apps & Vibe Coding
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 September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcpbackend
Cite this score: Engagemii (2026). "AEO Score for McpBackend: MCP Backend for AI Apps & Vibe Coding." Retrieved from https://engagemii.com/aeo/brands/mcpbackend
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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