AI Visibility Scorecard
mapofcpan.org · Technology
Borderline visible. AI bots can crawl Map of CPAN, 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.
AI engines read this profile 7 times
Meta AI · Claude · Apple Intelligence · ShapBot
#727,498 of 2,704,471 in Technology for AI visibility
49
AI Naming Predictability
iRarely named · 49/100
Technology average 28
Top 15% of Technology
See what's behind this score →5
-
Network Authority
iNot connected yet
Technology average 0.0
0 relationships · Technology average 4
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
Map of CPAN is a business whose own site puts it this way: "The Map of CPAN is a fun way to explore CPAN and find things you weren't even looking for." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
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
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.6/10, Map of CPAN is crawlable but under-signaled - fixable, and the signals above are where to start.
What’s this all about?
The Map of CPAN is really just meant to be a bit of fun. Search sites like search.cpan.org and the shiny new metacpan.org exist to help you find what you’re looking for. The Map of CPAN allows you to find things you weren’t looking for. Zoom in on things that catch your eye. Explore patterns. Follow links and dependency chains. Discover stuff. Surprise yourself. It’s about serendipity!
What do the colours mean?
Short story: Nothing. Longer story: The map was created by taking the names of all the distributions of Perl modules on CPAN and arranging them in alphabetical order. This has the effect of grouping together distributions that share the same top-level namespace. The long list of names (a single dimension) was then mapped onto a two dimensional plane using the Hilbert curve algorithm.
Is this your brand?
The exact fixes for Map of CPAN
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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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Scored by Engagemii on October 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mapofcpan-org
Cite this score: Engagemii (2026). "AEO Score for Map of CPAN." Retrieved from https://engagemii.com/aeo/brands/mapofcpan-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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