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AI Visibility Scorecard

Welcome to the Builder's Guide to the LND Galaxy!

Welcome to the Builder's Guide to the LND Galaxy!

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docs.lightning.engineering · Technology

Somewhat visible. AI bots can read Welcome to the Builder's Guide to the LND Galaxy!, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#46,938 of 2,808,083 in Technology for AI visibility

6.8

/10

AEO Score

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About Welcome to the Builder's Guide to the LND Galaxy!

from our crawl and measurement

Welcome to the Builder's Guide to the LND Galaxy! is a business whose own site puts it this way: "This repository is designed as a home for those looking to learn about the Lightning Network, use and build on LND, Lightning Terminal, Loop, Pool as well as those developing their own." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a workable page structure. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

Away from its own site, other sites link to it, the domain reads as established, people discuss it in places AI engines read and it comes up on Reddit. There is some, but not much, sign that press coverage is thin. Beyond that, AI engines do not yet recognise it as a distinct business.

AI crawlers have visited once 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 · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

4

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

10

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

10

Inbound links from other sites.

Domain Trust

5

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

1

Press and news coverage.

Community

7

Forum and community discussion.

Reddit

6

Reddit mentions and discussion.

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 6.8/10, Welcome to the Builder's Guide to the LND Galaxy! has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Welcome to the Builder's Guide to the LND Galaxy!

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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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-lightning-engineering

Cite this score: Engagemii (2026). "AEO Score for Welcome to the Builder's Guide to the LND Galaxy!." Retrieved from https://engagemii.com/aeo/brands/docs-lightning-engineering

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

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