AI VISIBILITY SCOREAS OF 2026-07-31 · ENGAGEMII INDEX
3.8/ 10

1.2 since Jul 2026

#1,882,177 OF 2,694,761 IN TECHNOLOGY

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Jen Kim — Independent researcher building MindCap

Jen Kim — Independent researcher building MindCap

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linuxgrrrl.com · Technology

Borderline visible. AI bots can crawl Jen Kim — Independent researcher building MindCap, 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 2 times

Claude

#1,882,177 of 2,694,761 in Technology for AI visibility

4

AEO Visibility

i

Near-invisible · 3.8/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

4

AI Adoption

i

Basic · 4/100

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About Jen Kim — Independent researcher building MindCap

from our crawl and measurement

Jen Kim Independent researcher building MindCap describes itself simply: "Independent researcher building MindCap, a knowledge graph that reveals the narrative arc of your attention and curiosity across the feeds you scroll: the story your own mind has been." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.

On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.

Off the page, almost no other sites link to it, 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. None of that can be fixed on the page: it has to be earned.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Technology
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 3.8/10, Jen Kim — Independent researcher building MindCap is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Jen Kim — Independent researcher building MindCap: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/linuxgrrrl

Cite this score: Engagemii (2026). "AEO Score for Jen Kim — Independent researcher building MindCap." Retrieved from https://engagemii.com/aeo/brands/linuxgrrrl

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

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