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AI Visibility Scorecard
Welcome to the MongoDB Docs
developer.mongodb.com · Technology
Somewhat visible. AI bots can read Welcome to the MongoDB Docs, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#65,276 of 2,832,205 in Technology for AI visibility
6.7
/10
AEO Score
About Welcome to the MongoDB Docs
from our crawl and measurement
Welcome to the MongoDB Docs is a business whose own site puts it this way: "Official MongoDB Documentation. Learn to store data in flexible documents, create an Atlas deployment, and use our tools and integrations." Its AI visibility score is 6.7 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
6
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
6
Press and news coverage.
Community
8
Forum and community discussion.
0
No Reddit mentions 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 6.7/10, Welcome to the MongoDB Docs has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Welcome to the MongoDB Docs
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Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/developer-mongodb
Cite this score: Engagemii (2026). "AEO Score for Welcome to the MongoDB Docs." Retrieved from https://engagemii.com/aeo/brands/developer-mongodb
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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