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AI Visibility Scorecard
Open Source
opensource.org.in · Technology
Well-positioned for AI search. The breakdown below shows where Open Source is still leaving points on the table.
AI engines read this profile 1 times
Claude
#18,285 of 2,639,192 in Technology for AI visibility
7.1
/10
AEO Score
About Open Source
from our crawl and measurement
Open Source describes itself simply: "Discover open source collaboration to innovate and share knowledge. Subscribe for updates on the latest in open source technology!." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.1 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
8
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
10
Recognized in AI knowledge graphs.
News & Press
9
Press and news coverage.
Community
8
Forum and community discussion.
Social Mentions
8
Social discussion and mentions.
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 7.1/10, Open Source has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Open Source
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opensource-org-in
Cite this score: Engagemii (2026). "AEO Score for Open Source." Retrieved from https://engagemii.com/aeo/brands/opensource-org-in
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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