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AI Visibility Scorecard
Wikisource, the free library
en.wikisource.org · Nonprofits
Well-positioned for AI search. The breakdown below shows where Wikisource, the free library is still leaving points on the table.
AI engines read this profile 22 times
Meta AI · Claude · Apple Intelligence · ChatGPT
#652 of 775,175 in Nonprofits for AI visibility
7
AEO Visibility
iVisible · 7.3/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Wikisource, the free library
from our crawl and measurement
"632,786 texts in English Site index Community portal News Sandbox Wikisource, The Free Library, is a Wikimedia Foundation project to create a growing free content library of source texts." That is how Wikisource, the free library introduces itself. To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.3 out of 10.
Our crawl found structured data on the page (Article) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 17 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 Authority
7
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
7
Press and news coverage.
Community
8
Forum and community discussion.
Social Mentions
8
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 7.3/10, Wikisource, the free library has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Wikisource, the free library
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/en-wikisource-org
Cite this score: Engagemii (2026). "AEO Score for Wikisource, the free library." Retrieved from https://engagemii.com/aeo/brands/en-wikisource-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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