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AI Visibility Scorecard
Matplotlib
discourse.matplotlib.org · Technology
Somewhat visible. AI bots can read Matplotlib, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#46,937 of 2,810,206 in Technology for AI visibility
6.8
/10
AEO Score
About Matplotlib
from our crawl and measurement
Matplotlib is a business whose own site puts it this way: "A place for Matplotlib users and developers to meet." Its AI visibility score is 6.8 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite), a sitemap. It also found the gaps that keep answer engines guessing: an llms.txt file, a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
6
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
1
Press and news coverage.
Community
7
Forum and community discussion.
7
Reddit mentions and discussion.
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 6.8/10, Matplotlib has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Matplotlib
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/discourse-matplotlib-org
Cite this score: Engagemii (2026). "AEO Score for Matplotlib." Retrieved from https://engagemii.com/aeo/brands/discourse-matplotlib-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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