AI Visibility Scorecard
Meta Open Source
opensource.facebook.com · Technology
Borderline visible. AI engines can read Meta Open Source, but Structured Data, Entity Clarity and E-E-A-T Signals are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 4 times
Claude
82
AI Naming Predictability
iNamed sometimes · 82/100
Technology average 28
Top 3% of Technology
See what's behind this score →5.3
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
2
About Meta Open Source
from our crawl and measurement
"The landing page of the official Meta Open Source website." That is how Meta Open Source introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.9 out of 10, readable in places, missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- Meta Open Source
- Website ·
- opensource.facebook.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
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 read your site and name it in answers. At 5.3/10, Meta Open Source is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Meta Open Source
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Meta Open Source.
Source & Attribution
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opensource-facebook
Cite this score: Engagemii (2026). "AEO Score for Meta Open Source." Retrieved from https://engagemii.com/aeo/brands/opensource-facebook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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