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AI Visibility Scorecard

flakestat

Name: flakestat - AI Visibility Score
Creator: Engagemii
Published: 2026-09-16T13:34:31.632Z
License: https://creativecommons.org/licenses/by/4.0/

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flakestat.com · Technology

Borderline visible. AI bots can crawl flakestat, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#1,417,482 of 2,685,447 in Technology for AI visibility

AEO Visibility

Borderline · 4.4/10

Muse Index Score

AI agent readiness

Transactable · 60/100

AI Adoption

None detected · 0/100

About flakestat

from our crawl and measurement

flakestat: find flaky tests in any language describes itself simply: "Open-source CLI that detects flaky tests from JUnit XML in any language. Runs locally with no account and no data leaving your machine." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.

Our crawl found structured data on the page (SoftwareApplication, WebSite, Person), an llms.txt file for AI models and a sitemap.

Industry · Technology

Last scored · Sep 16, 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

Inbound links from other sites.

Domain Authority

Little domain authority yet.

Reference Presence

Not in AI knowledge graphs yet.

News & Press

No press coverage found yet.

Community

No community discussion yet.

Social Mentions

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 4.4/10, flakestat 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 flakestat: 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 September 16, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for flakestat." Retrieved from https://engagemii.com/aeo/brands/flakestat

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