AI Visibility Scorecard
GitHub
openpreference.org · Technology
Borderline visible. AI bots can crawl GitHub, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
#1,499,757 of 2,707,091 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 61% of Technology companies
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About GitHub
from openpreference.org
Open standards for portable, user-controlled preferences. Specifications for the Open Preference Initiative. - openpreference/opi
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
Weak
Little domain authority yet.
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 4/10, GitHub is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to participate?
OPI is a volunteer effort, and contributions are welcome from anyone. Read a spec and open a GitHub issue with questions, corrections, or disagreements. Propose changes by following the process in CONTRIBUTING.md. Report issues using the templates in .github/ISSUE_TEMPLATE/ for substantive concerns, editorial fixes, or open questions. Implement the specs experimentally in any language, and link your work back here.
Is this your brand?
The exact fixes for GitHub
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/openpreference-org
Cite this score: Engagemii (2026). "AEO Score for GitHub." Retrieved from https://engagemii.com/aeo/brands/openpreference-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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