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AI Visibility Scorecard

JMESPath — JMESPath 0.7.1 documentation

JMESPath — JMESPath 0.7.1 documentation

Unclaimed

jmespath.readthedocs.org · Nonprofits

Somewhat visible. AI bots can read JMESPath — JMESPath 0.7.1 documentation, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude

#9,351 of 621,863 in Nonprofits for AI visibility

6.6

/10

AEO Score

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About JMESPath — JMESPath 0.7.1 documentation

from our crawl and measurement

JMESPath JMESPath 0.7.1 documentation is a business whose own site puts it this way: "JMESPath allows you to declaratively specify how to extract elements from a JSON document." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 out of 10, readable in places and missing in others.

On the page it is passable on basic crawler access. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

Away from its own site, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business and people discuss it in places AI engines read. Beyond that, there is no press coverage to draw on and it does not come up on Reddit.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 131 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Nonprofits
Last scored · Jul 30, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

2

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

6

Established authority for your domain.

Entity Presence

10

Recognized in AI knowledge graphs.

News Mentions

0

No press coverage found yet.

Community

8

Forum and community discussion.

Reddit

0

No Reddit mentions 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 6.6/10, JMESPath — JMESPath 0.7.1 documentation has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for JMESPath — JMESPath 0.7.1 documentation

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Source & Attribution

Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for JMESPath — JMESPath 0.7.1 documentation." Retrieved from https://engagemii.com/aeo/brands/jmespath-readthedocs-org

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

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