AI Visibility Scorecard
run.house · Technology
Somewhat visible. AI bots can read GitHub, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 19 times
Meta AI · Claude · Apple Intelligence · ShapBot
#100,222 of 2,704,887 in Technology for AI visibility
87
5
AEO Visibility
iBorderline · 5.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
from our crawl and measurement
"Distribute and run AI workloads on Kubernetes magically in Python, like PyTorch for ML infra. - run-house/kubetorch." That is how GitHub introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, other sites link to it, AI engines recognise it as a distinct business and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, there is no press coverage to draw on and it does not come up on Reddit.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic) and Meta AI. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Fair
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.
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
Good
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 5.4/10, GitHub has a working base to build on - fixable, and the signals above are where to start.
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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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Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/run-house
Cite this score: Engagemii (2026). "AEO Score for GitHub." Retrieved from https://engagemii.com/aeo/brands/run-house
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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