AI visibility score
5.1/ 10Fair

#846,356 of 2,707,397 in Technology

As of 2026-08-02 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

GitHub

GitHub

Unclaimed

aicode.guide · Technology

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

AI engines read this profile 3 times

Claude · Apple Intelligence

#846,356 of 2,707,397 in Technology for AI visibility

5

AEO Visibility

i

Borderline · 5.1/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

16

AI Adoption

i

Basic · 16/100

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About GitHub

from our crawl and measurement

GitHub describes itself simply: "AI Code Guide is a roadmap to start coding with AI - automata/aicodeguide." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).

Industry · Technology
Last scored · Aug 2, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Fair

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

AI Discoverability

Strong

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Fair

Established authority for your domain.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

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 5.1/10, GitHub has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

AI coding? Vibe coding? Agentic coding?

All those terms are pretty similar. But basically AI coding is about using AI models (specially LLMs these days) and all the tooling around it to help you write software. It's also called "AI for code generation" or "code gen" for short, and there's an entire fascinating field of research and engineering, that dates back to 1950's when we used Lisp to generate code.

How can I use it?

You can use AI coding in many different ways, but in summary: AI is your copilot: you use AI models to augment yourself, to boost your productivity.

How I prompt for coding? AKA How I vibe code?

Before mid or end-2025, it was really common to LLMs hallucinate and enter in endless cycles to fix errors. Nowadays the models are really good, but it's still interesting to follow basic principles when using them to code: Do not ask everything in one prompt.

What to do when the dreaded "rate limit" message hits?

Switch to a different model. There are at least two different reasons this can happen. You can make a heavy request that exceeds the model's input/output token limit. Or, if the server cluster it's running on is having a bad day, you may be throttled to reduce the load. The error messages you get are often not transparent about this. You can find a more detailed explanation here.

How do I set up project-wide rules?

You can define rules or conventions that will be applied to your project by "injecting" them in the context of the LLM. Each editor have some ways to do it: For almost any agent except Claude Code, create an AGENTS.md file in the root folder of your project.

Is this your brand?

✓

The exact fixes for GitHub

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Which AI engines already crawl you

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Picked for GitHub: 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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Free signup unlocks the full article plus your personalized AEO fix list for GitHub.

Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/aicode-guide

Cite this score: Engagemii (2026). "AEO Score for GitHub." Retrieved from https://engagemii.com/aeo/brands/aicode-guide

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

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