AI Visibility Scorecard
Portal:Toolforge
munin.toolserver.org · Technology
Somewhat visible. AI bots can read Portal:Toolforge, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 15 times
Meta AI · Claude · Amazon Alexa · ChatGPT
#11,303 of 2,704,519 in Technology for AI visibility
97
AI Naming Predictability
iAI names companies like this often · 97/100
Technology average 28
Top 1% of Technology
See what's behind this score →6
-
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
About Portal:Toolforge
from our crawl and measurement
"You might be looking for the Lists of Toolforge tools." That is how Portal:Toolforge introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 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 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
- Company ·
- Portal:Toolforge
- Website ·
- munin.toolserver.org
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 2, 2026
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
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 6.1/10, 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
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/munin-toolserver-org
Cite this score: Engagemii (2026). "AEO Score for Portal:Toolforge." Retrieved from https://engagemii.com/aeo/brands/munin-toolserver-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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