AI VISIBILITY SCOREAS OF 2026-08-01 · ENGAGEMII INDEX
5.9/ 10

1.1 since Jun 2026

#257,468 OF 2,692,930 IN TECHNOLOGY

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

Musa Labs Hackathon

Musa Labs Hackathon

Unclaimed

summerofcode.ai · Technology

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

AI engines read this profile 5 times

Claude · Meta AI · Apple Intelligence

#257,468 of 2,692,930 in Technology for AI visibility

6

AEO Visibility

i

Borderline · 5.9/10

60

Muse Index Score

i

AI agent readiness

Agent-ready · 60/100

14

AI Adoption

i

Basic · 14/100

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About Musa Labs Hackathon

from our crawl and measurement

Musa Labs Hackathon is a New York, NY business whose own site puts it this way: "Join the premier multi-agent AI hackathon series powered by Microsoft Azure. Build intelligent systems that transform cities." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (Organization, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.

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

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

8

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

10

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

7

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

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 5.9/10, Musa Labs Hackathon has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

What are multi-agent systems?

Multi-agent systems are AI solutions where multiple intelligent agents work together to solve complex problems. These agents can have different roles, expertise, and capabilities, allowing them to collaborate more effectively than single-agent approaches.

Do I need prior experience with Azure?

While prior experience with Azure is helpful, it's not required. We'll provide workshops and resources to help you get started with Azure AI services. Basic programming knowledge is recommended.

Who can participate in the hackathon?

The hackathon is open to developers, data scientists, AI enthusiasts, and innovators of all skill levels across the United States. Participants must be at least 18 years old.

Do I need to have a team to participate?

You can register as an individual or as a team. We'll have team formation activities for those who register individually and want to join a team.

Is there a registration fee?

No, participation in the Musa Capital Multi-Agent Hackathon is completely free.

Will there be mentors available during the hackathon?

Yes, we'll have Azure experts and industry mentors available throughout the hackathon to help teams with their projects.

Is this your brand?

The exact fixes for Musa Labs Hackathon

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Picked for Musa Labs Hackathon: 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/summerofcode-ai

Cite this score: Engagemii (2026). "AEO Score for Musa Labs Hackathon." Retrieved from https://engagemii.com/aeo/brands/summerofcode-ai

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

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