AI Visibility Scorecard
Physlib
physlean.com · Technology
Borderline visible. AI bots can crawl Physlib, 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 3 times
Claude
#1,921,978 of 2,707,329 in Technology for AI visibility
88
AI Naming Predictability
iLikely to be named · 88/100
4
AEO Visibility
iNear-invisible · 3.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
2
AI Adoption
iBasic · 2/100
About Physlib
from our crawl and measurement
Physlib is a business whose own site puts it this way: "An open-source community project to digitalize results from physics into Lean 4. Formerly PhysLean & Lean-QuantumInfo." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once 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
Strong
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
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 3.9/10, Physlib is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why formalize physics?
01Make it easier to find and reference existing results across physics.02Enable AI and machine learning to automate discovery of new results.03Check papers and results for mathematical correctness automatically.04Create new avenues through which physics can be taught and explored.05Open new ways to interface between theory and computer programs.06Build a shared, standardized foundation for the whole physics.
Is this your brand?
The exact fixes for Physlib
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Physlib.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/physlean
Cite this score: Engagemii (2026). "AEO Score for Physlib." Retrieved from https://engagemii.com/aeo/brands/physlean
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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