AI Visibility Scorecard
MongoDB
buildbot.mongodb.org · Technology
Borderline visible. AI bots can crawl MongoDB, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#441,764 of 2,704,357 in Technology for AI visibility
74
AI Naming Predictability
iNamed occasionally · 74/100
Technology average 28
Top 5% of Technology
See what's behind this score →5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Technology average 17
See what's behind this score →12
About MongoDB
from our crawl and measurement
"Get your ideas to market faster with a flexible, AI-ready database. MongoDB makes working with data easy." That is how MongoDB introduces itself. When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
The site gets some of it right: it has structured data on the page (Organization), a readable heading structure, substantial page content. What holds it back is what is absent, including an llms.txt file, a sitemap.
- Company ·
- MongoDB
- Website ·
- buildbot.mongodb.org
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Sep 5, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.9/10, MongoDB is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MongoDB
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on September 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/buildbot-mongodb-org
Cite this score: Engagemii (2026). "AEO Score for MongoDB." Retrieved from https://engagemii.com/aeo/brands/buildbot-mongodb-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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