AI Visibility Scorecard
Hyperlambda
hyperlambda.dev · Technology
Somewhat visible. AI bots can read Hyperlambda, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#846,131 of 2,705,907 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
19
AI Adoption
iBasic · 19/100
About Hyperlambda
from our crawl and measurement
Build Full Stack Apps and AI Agents From Plain English, 100% Open Source describes itself simply: "An open source AI app builder you self-host. Full-stack apps and AI agents from plain English, compiled to a whitelisted AST that runs only what you permit." Its AI visibility score is 5.1 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 (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
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 5.1/10, Hyperlambda has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
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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 September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hyperlambda-dev
Cite this score: Engagemii (2026). "AEO Score for Hyperlambda." Retrieved from https://engagemii.com/aeo/brands/hyperlambda-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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