AI Visibility Scorecard
Frumle
frumle.com · Technology
Borderline visible. AI bots can crawl Frumle, 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
#1,350,543 of 2,704,685 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
13
AI Adoption
iBasic · 13/100
About Frumle
from our crawl and measurement
"Frumle is an AI-powered API documentation CLI and developer portal at frumle.com. It scans your codebase and generates living API docs with AI search, code generation, collaboration, Agent." That is how Frumle introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication), 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
Fair
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 4.7/10, Frumle is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to use Frumle in 3-steps?
Stop wasting weeks on manual documentation. Frumle automates the entire process in three simple steps, allowing your team to focus on shipping code while our AI handles the mapping, searching, and security.Install FrumleUse our lightweight CLI packages to integrate Frumle directly into your existing development environment.Run "Frumle"Execute a single command to analyze your codebase.
Is this your brand?
The exact fixes for Frumle
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 Frumle.
Source & Attribution
Scored by Engagemii on September 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/frumle
Cite this score: Engagemii (2026). "AEO Score for Frumle." Retrieved from https://engagemii.com/aeo/brands/frumle
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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