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AI Visibility Scorecard

AFSC GAP Tools for Python

Name: AFSC GAP Tools for Python - AI Visibility Score
Creator: Engagemii
Published: 2026-08-10T04:50:42.093Z
License: https://creativecommons.org/licenses/by/4.0/

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pyafscgap.org · Technology

Borderline visible. AI bots can crawl AFSC GAP Tools for Python, 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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AI engines read this profile 1 times

Claude

#949,311 of 2,633,480 in Technology for AI visibility

4.9

/10

AEO Score

About AFSC GAP Tools for Python

from our crawl and measurement

AFSC GAP Tools for Python describes itself simply: "Open source Python tools for bottom trawl surveys data from the NOAA Alaska Fisheries Science Center Groundfish Assessment Program (NOAA AFSC GAP)." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Technology

Last scored · Aug 10, 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

Established authority for your domain.

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 4.9/10, AFSC GAP Tools for Python 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 AFSC GAP Tools for Python: 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 10, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/pyafscgap-org

Cite this score: Engagemii (2026). "AEO Score for AFSC GAP Tools for Python." Retrieved from https://engagemii.com/aeo/brands/pyafscgap-org

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