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AI Visibility Scorecard
The Open Source Software Community
fluidproject.org · Technology
Somewhat visible. AI bots can read The Open Source Software Community, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude · Apple Intelligence
#419,856 of 2,641,175 in Technology for AI visibility
5.6
/10
AEO Score
About The Open Source Software Community
from our crawl and measurement
"Mellon Foundation and with continued funding support through grants from The William + Flora Hewlett Foundation.The Inclusive Design Research Centre205 Richmond St." That is how The Open Source Software Community introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including Meta AI and ClaudeBot (Anthropic).
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
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
0
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 Authority
5
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
4
Forum and community discussion.
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 5.6/10, The Open Source Software Community has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Open Source Software Community
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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/fluidproject-org
Cite this score: Engagemii (2026). "AEO Score for The Open Source Software Community." Retrieved from https://engagemii.com/aeo/brands/fluidproject-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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