AI Visibility Scorecard
stanford-lambda.gitlab.io
stanford-lambda.gitlab.io · Technology
Somewhat visible. AI bots can read stanford-lambda.gitlab.io, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#181,486 of 2,707,444 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About stanford-lambda.gitlab.io
from our crawl and measurement
"Haskell is taught and used throughout the course, though much of the material is applicable to other languages." That is how stanford-lambda.gitlab.io introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
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
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
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 5.9/10, stanford-lambda.gitlab.io has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Haskell?
Haskell is a pure, lazy language with strong typing. We think this combination of features makes it one of the most elegant programming languages in existence, giving it great expressive power and making it very easy to write and refactor code that does what you think it does. But you’ll have to take the class for us to convince you of this! Haskell is also a production-ready research language.
Is this your brand?
The exact fixes for stanford-lambda.gitlab.io
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.
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Source & Attribution
Scored by Engagemii on September 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stanford-lambda-gitlab-io
Cite this score: Engagemii (2026). "AEO Score for stanford-lambda.gitlab.io." Retrieved from https://engagemii.com/aeo/brands/stanford-lambda-gitlab-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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