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A fast and comprehensive Python package for cheminformatics fingerprints.

A fast and comprehensive Python package for cheminformatics fingerprints.

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chemfp.com · Technology

Somewhat visible. AI bots can read A fast and comprehensive Python package for cheminformatics fingerprints., but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Claude · Apple Intelligence

#627,612 of 2,635,955 in Technology for AI visibility

5.3

/10

AEO Score

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About A fast and comprehensive Python package for cheminformatics fingerprints.

from our crawl and measurement

"chemfp is the package you’ve been looking for, if you work with binary cheminformatics fingerprints in Python." That is how A fast and comprehensive Python package for cheminformatics fingerprints. introduces itself. Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure. It is passable on a partly stated business identity. What holds it back is credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow and structured data describing the business.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.

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

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

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 5.3/10, A fast and comprehensive Python package for cheminformatics fingerprints. has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for A fast and comprehensive Python package for cheminformatics fingerprints.

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Weekly ChatGPT & Claude citation tracking

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Picked for A fast and comprehensive Python package for cheminformatics fingerprints.: 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/chemfp

Cite this score: Engagemii (2026). "AEO Score for A fast and comprehensive Python package for cheminformatics fingerprints.." Retrieved from https://engagemii.com/aeo/brands/chemfp

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

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