AI Visibility Scorecard
muforth
muforth.dev · Technology
Borderline visible. AI bots can crawl muforth, 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.
AI engines read this profile 7 times
Claude · Meta AI · Apple Intelligence · ShapBot
#722,306 of 2,705,505 in Technology for AI visibility
3
5
AEO Visibility
iBorderline · 4.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About muforth
from our crawl and measurement
"muforth is a simple and fast indirect-threaded Forth that is written in C, self-bootstrapping, and BSD-licensed." That is how muforth introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
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 2 times 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
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
Weak
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 4.6/10, muforth is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is muforth?
muforth is a small, simple, fast, indirect-threaded code (ITC) Forth intended for use as a cross-compiler for microcontrollers and other embedded devices. It is written in C and its core is very portable. Because of its Forth nature, it is naturally extensible, scriptable, and customizable. muforth is very well-suited to interactive coding, debugging, and exploration, and is a great tool for bringing up new hardware.
Why yet another Forth?
I initially wrote muforth because I wanted to try out some implementation ideas. The core language primitives are written in C, but initially muforth compiled Forth words via a simple native code compiler for the x86. I quickly realized that simplicity and portability were more important than speed. The current implementation is a straightforward indirect-threaded Forth – and it is quite fast!
Is this your brand?
The exact fixes for muforth
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/muforth-dev
Cite this score: Engagemii (2026). "AEO Score for muforth." Retrieved from https://engagemii.com/aeo/brands/muforth-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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