AI Visibility Scorecard
marimo
docs.marimo.io · Technology
Well-positioned for AI search. The breakdown below shows where marimo is still leaving points on the table.
AI engines read this profile 15 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#457 of 2,707,329 in Technology for AI visibility
8
AEO Visibility
iVisible · 7.7/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
12
AI Adoption
iBasic · 12/100
About marimo
from our crawl and measurement
marimo describes itself simply: "marimo is an open-source reactive Python notebook. Run a cell or interact with a UI element, and marimo automatically runs dependent cells, keeping code and outputs consistent." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.7 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Fair
Press and news coverage.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 7.7/10, marimo has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for marimo
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/docs-marimo-io
Cite this score: Engagemii (2026). "AEO Score for marimo." Retrieved from https://engagemii.com/aeo/brands/docs-marimo-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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