AI Visibility Scorecard
Bernát Gábor — Python packaging, tox, virtualenv & open source
bernat.tech · Technology
Somewhat visible. AI bots can read Bernát Gábor — Python packaging, tox, virtualenv & open source, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence
#63,202 of 2,705,353 in Technology for AI visibility
6
AEO Visibility
iVisible · 6.4/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
8
AI Adoption
iBasic · 8/100
About Bernát Gábor — Python packaging, tox, virtualenv & open source
from our crawl and measurement
"Engineering notes from Bernát Gábor, PyPA maintainer of tox, virtualenv, pipx, filelock, and platformdirs. Python packaging, type hints, and supply chain security." That is how Bernát Gábor Python packaging, tox, virtualenv & open source introduces itself. Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, Person), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
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
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.4/10, Bernát Gábor — Python packaging, tox, virtualenv & open source has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Bernát Gábor — Python packaging, tox, virtualenv & open source
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bernat-tech
Cite this score: Engagemii (2026). "AEO Score for Bernát Gábor — Python packaging, tox, virtualenv & open source." Retrieved from https://engagemii.com/aeo/brands/bernat-tech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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