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AI Visibility Scorecard

Meshtastic Tools - Node Map, Gateway, MQTT Monitor & CLI Tools

Name: Meshtastic Tools - Node Map, Gateway, MQTT Monitor & CLI Tools - AI Visibility Score
Creator: Engagemii
Published: 2026-08-01T09:31:12.610Z
License: https://creativecommons.org/licenses/by/4.0/

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meshtastictools.com · Technology

At 2.9/10, Meshtastic Tools - Node Map, Gateway, MQTT Monitor & CLI Tools is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

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Monitoring for AI engine activity

In the Engagemii AEO index

#2,326,233 of 2,623,328 in Technology for AI visibility

2.9

/10

AEO Score

About Meshtastic Tools - Node Map, Gateway, MQTT Monitor & CLI Tools

from our crawl and measurement

"Open-source tools for Meshtastic mesh networks." That is how Meshtastic Tools introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.

Our crawl found structured data on the page (WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.

Industry · Technology

Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

No inbound links found yet.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

No Reddit mentions 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 2.9/10, Meshtastic Tools - Node Map, Gateway, MQTT Monitor & CLI Tools is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for Meshtastic Tools - Node Map, Gateway, MQTT Monitor & CLI Tools: Tech & Electronics

Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?

Tech buyers are the most research-intensive shoppers on the internet.

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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/meshtastictools

Cite this score: Engagemii (2026). "AEO Score for Meshtastic Tools - Node Map, Gateway, MQTT Monitor & CLI Tools." Retrieved from https://engagemii.com/aeo/brands/meshtastictools

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.