AI Visibility Scorecard
LibrePhoenix’s Tech Nest
librephoenix.com · Technology
Borderline visible. AI bots can crawl LibrePhoenix’s Tech Nest, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 13 times
Claude · Meta AI · Apple Intelligence · Perplexity
#721,810 of 2,706,130 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 77% of Technology companies
5
AEO Visibility
iBorderline · 4.6/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About LibrePhoenix’s Tech Nest
from our crawl and measurement
LibrePhoenix’s Tech Nest is a business whose own site puts it this way: "Nerdy content about free and open source software, mainly focusing on NixOS, Emacs, Vim, tiling window managers and gaming." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
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
Fair
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
Good
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.6/10, LibrePhoenix’s Tech Nest is crawlable but under-signaled - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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/librephoenix
Cite this score: Engagemii (2026). "AEO Score for LibrePhoenix’s Tech Nest." Retrieved from https://engagemii.com/aeo/brands/librephoenix
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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