AI VISIBILITY SCOREAS OF 2026-07-31 · ENGAGEMII INDEX
7.1/ 10

#11,457 OF 920,771 IN EDUCATION

SCORE HISTORY BEGINS 2026-07-31

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

Docs by LangChain

Docs by LangChain

Unclaimed

docs.langchain.com · Education

Well-positioned for AI search. The breakdown below shows where Docs by LangChain is still leaving points on the table.

AI engines read this profile 9 times

Claude · Apple Intelligence · ChatGPT · Meta AI

#11,457 of 920,771 in Education for AI visibility

7

AEO Visibility

i

Visible · 7.1/10

35

Muse Index Score

i

AI agent readiness

Basic · 35/100

12

AI Adoption

i

Basic · 12/100

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About Docs by LangChain

from our crawl and measurement

Docs by LangChain is a business whose own site puts it this way: "Documentation IndexFetch the complete documentation index at: /llms.txtUse this file to discover all available pages before exploring further.Skip to main contentInterrupt is coming to NYC." Measured against the twelve signals AI engines rely on, it scores 7.2 out of 10, a strong showing.

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

AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).

Industry · Education
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

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

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

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

AI Discoverability

3

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 Authority

6

Established authority for your domain.

Reference Presence

10

Recognized in AI knowledge graphs.

News & Press

5

Press and news coverage.

Community

7

Forum and community discussion.

Social Mentions

8

Social discussion and mentions.

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 7.1/10, Docs by LangChain has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Docs by LangChain

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Picked for Docs by LangChain: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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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/docs-langchain

Cite this score: Engagemii (2026). "AEO Score for Docs by LangChain." Retrieved from https://engagemii.com/aeo/brands/docs-langchain

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

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