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AI Visibility Scorecard

Toolforge admin console

Name: Toolforge admin console - AI Visibility Score
Creator: Engagemii
Published: 2026-07-31T19:00:11.231Z
License: https://creativecommons.org/licenses/by/4.0/

Unclaimed

toolsadmin.wikimedia.org · Technology

Well-positioned for AI search. The breakdown below shows where Toolforge admin console is still leaving points on the table.

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AI engines read this profile 6 times

Claude · ChatGPT · Apple Intelligence

#18,285 of 2,640,508 in Technology for AI visibility

7.1

/10

AEO Score

About Toolforge admin console

from our crawl and measurement

"Toggle navigation Home Tools Login Wikimedia Toolforge Wikimedia Toolforge is a free cloud hosting platform for Wikimedia contributors." That is how Toolforge admin console introduces itself. To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.1 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).

Industry · Technology

Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Authority

Established authority for your domain.

Reference Presence

Recognized in AI knowledge graphs.

News & Press

Press and news coverage.

Community

Forum and community discussion.

Social Mentions

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 7.1/10, Toolforge admin console has a working base to build on - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for Toolforge admin console: AEO & AI Search

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/toolsadmin-wikimedia-org

Cite this score: Engagemii (2026). "AEO Score for Toolforge admin console." Retrieved from https://engagemii.com/aeo/brands/toolsadmin-wikimedia-org

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.