AI Visibility Scorecard
HTTP Status Lab
httpstatuslab.com · Technology
Borderline visible. AI bots can crawl HTTP Status Lab, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,543,252 of 2,705,019 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About HTTP Status Lab
from our crawl and measurement
HTTP Status Code Cheat Sheet for Developers and Testers is a business whose own site puts it this way: "Learn HTTP status codes with examples, API testing notes, common comparisons, and an interactive quiz." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
Our crawl found structured data on the page (FAQPage), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
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 4.5/10, HTTP Status Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What Should You Validate?
Real API scenarios mapped to the status codes you should assert against.Login API200Successful login with valid credentials400Missing required fields401Invalid credentials429Too many login attempts500Unexpected server failureCreate User API201User created successfully400Invalid payload409Duplicate email or username422Validation errors500Server failureFile Upload API200Successful upload (returning body)201Successful.
Is this your brand?
The exact fixes for HTTP Status Lab
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 HTTP Status Lab.
Source & Attribution
Scored by Engagemii on September 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/httpstatuslab
Cite this score: Engagemii (2026). "AEO Score for HTTP Status Lab." Retrieved from https://engagemii.com/aeo/brands/httpstatuslab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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