AI Visibility Scorecard
Frumle
frumle.com · Technology
At 2.15/10, Frumle is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 25% in Technology for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Technology average 28
Top 80% of Technology
See what's behind this score →2.15
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →65
Muse Index Score
iAI agent readiness
Transactable · 65/100
Technology average 17
See what's behind this score →13
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 2.15 out of 10.
Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Frumle
- Website ·
- frumle.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.15/10, Frumle is near-invisible to AI engines today. That is 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.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Frumle.
Source & Attribution
Scored by Engagemii on November 9, 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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