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AI Visibility Scorecard
Software Carpentry
software-carpentry.org · education management
Somewhat visible. AI bots can read Software Carpentry, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#4,050 of 362,144 in Nonprofits for AI visibility
6.6
/10
AEO Score
About Software Carpentry
from software-carpentry.org
Software Carpentry is a lesson program within The Carpentries teaching basic lab skills for research computing.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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
5
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
0
No press coverage found yet.
Community
7
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 6.6/10, Software Carpentry has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Software Carpentry
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Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/software-carpentry-org
Cite this score: Engagemii (2026). "AEO Score for Software Carpentry." Retrieved from https://engagemii.com/aeo/brands/software-carpentry-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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