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AI Visibility Scorecard
mcomd.org · Nonprofits
Somewhat visible. AI bots can read Mountain Club of Maryland, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#46,006 of 750,823 in Nonprofits for AI visibility
6.1
/10
AEO Score
from our crawl and measurement
"Other Club activities include backpacking, camping, canoe/kayak trips and trail work." That is how Mountain Club of Maryland introduces itself. Its AI visibility score is 6.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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 6.1/10, Mountain Club of Maryland has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Mountain Club of Maryland
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Weekly ChatGPT & Claude citation tracking
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Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcomd-org
Cite this score: Engagemii (2026). "AEO Score for Mountain Club of Maryland." Retrieved from https://engagemii.com/aeo/brands/mcomd-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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