AI Visibility Scorecard
Portal:Toolforge
toolforge.org · Technology
Somewhat visible. AI bots can read Portal:Toolforge, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 837 times
Meta AI · ChatGPT · Claude · Amazon Alexa
#47,761 of 2,705,965 in Technology for AI visibility
7
AEO Visibility
iVisible · 6.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Portal:Toolforge
from our crawl and measurement
Portal:Toolforge is a business whose own site puts it this way: "You might be looking for the Lists of Toolforge tools." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 22 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
Sitemaps and entity links AI can follow.
Off-page authority
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
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Good
Forum and community discussion.
Social Mentions
Strong
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 6.5/10, Portal:Toolforge has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Portal:Toolforge
Which AI engines already crawl you
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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 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/toolforge-org
Cite this score: Engagemii (2026). "AEO Score for Portal:Toolforge." Retrieved from https://engagemii.com/aeo/brands/toolforge-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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