AI Visibility Scorecard
MCS Heating & Plumbing Ltd
mcsheating.com · Home & Living
Somewhat visible. AI bots can read MCS Heating & Plumbing Ltd, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#92,098 of 1,371,496 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
65
Muse Index Score
iAI agent readiness
Agent-ready · 65/100
0
AI Adoption
iNone detected · 0/100
About MCS Heating & Plumbing Ltd
from our crawl and measurement
MCS Heating & Plumbing Ltd, based in Kingston upon Hull, ENG, describes itself simply: "An expert view about what is involved in replacing a boiler, associated costs and the benefits of boiler installation." Its AI visibility score is 5.9 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, LocalBusiness, BreadcrumbList), 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
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.9/10, MCS Heating & Plumbing Ltd has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
why choose mcs?
40+ Years Experience: Benefit from our 40+ years of dedicated industry experience, guaranteeing a professional, efficient, and reliable boiler installation every time. Family Owned Business: As a proud family-owned business, we treat every customer like one of our neighbours, delivering service built on trust and local reputation.
Is this your brand?
The exact fixes for MCS Heating & Plumbing Ltd
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/mcsheating
Cite this score: Engagemii (2026). "AEO Score for MCS Heating & Plumbing Ltd." Retrieved from https://engagemii.com/aeo/brands/mcsheating
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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