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McMaster
AEO Score: 4/10
Monitoring for AI engine activity
In the Engagemii AEO index
#371,557 of 608,515 in Home & Living for AI visibility
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. Two-thirds of websites are invisible to them. McMaster just got measured.
4/10 means McMaster is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About McMaster
McMaster-Carr is the complete source for your plant with over 595,000 products. 98% of products ordered ship from stock and deliver same or next day.
Key Topics
Details
Industry: Home & Living
mcmuffler.comAI Visibility Breakdown
1
Structured Data
6
Content Structure
6
Entity Clarity
2
E-E-A-T Signals
6
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Source & Attribution
Scored by Engagemii on July 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcmuffler
Cite this score: Engagemii (2026). "AEO Score for McMaster." Retrieved from https://engagemii.com/aeo/brands/mcmuffler
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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