AI visibility score
4.9/ 10Fair

▲ 0.9 since Jun 2026

#1,075,960 of 2,707,790 in Technology

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Josh's Toolbox

Josh's Toolbox

Unclaimed

joshstoolbox.com · Technology

Borderline visible. AI bots can crawl Josh's Toolbox, 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

#1,075,960 of 2,707,790 in Technology for AI visibility

5

AEO Visibility

i

Borderline · 4.9/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

4

AI Adoption

i

Basic · 4/100

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About Josh's Toolbox

from our crawl and measurement

Home works in Technology. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.

On the page itself the strengths are clear: a clear heading structure. It is passable on a partly stated business identity, basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and structured data describing the business.

Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Technology
Last scored · Aug 1, 2026

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

Good

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

Fair

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

AI Discoverability

Fair

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Good

Inbound links from other sites.

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 4.9/10, Josh's Toolbox is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Iteration 11: What If I Have a Lot of Friends?

There is one major limitation that you run into when designing a low overhead ingress server. I briefly mentioned ports earlier, but let’s talk about them in a bit more detail. A connection between two machines is defined by four pieces of information: the IPs of the two machines and the ports each is using. Ports are just a number, a 16-bit number to be precise.

Iteration 12: Do You Know What You Are Doing Claude?

While making the previous change, Claude made an unrelated change that actually would’ve broken things. And with that maneuver, Claude hands me the lead. Josh 🟨Claude76

Iteration 13: Do I Know What I Am Doing?

I realized that like the UDP knobs, we’d want similar knobs to turn for TCP. When a UDP connection is opened, conntrack by default tracks that connection for 30 seconds. When a TCP connection is opened, conntrack tracks it till it closes, or if never sees that, for 5 DAYS.

Iteration 14: Are We There Yet?

I promise we’re almost out of iterations. This iteration was a simple request from me to further expand the module’s documentation on kernel parameter configuration. Josh 🟨Claude68

Where Does That Leave Us?

And that brings us to the final version. I have not reviewed it, or even tested it. I figure that should take me a few hours, but at the time of writing this blog post, I haven’t invested it. DO NOT USE IT. (Besides, you don’t even know my super special and awesome way I plan to expose WireGuard credentials.) But, this post isn’t about the tool we created, at least not solely.

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Picked for Josh's Toolbox: How-To

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/joshstoolbox

Cite this score: Engagemii (2026). "AEO Score for Josh's Toolbox." Retrieved from https://engagemii.com/aeo/brands/joshstoolbox

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

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