AI Visibility Scorecard
Opensource.com
opensource.com · Technology
Somewhat visible. AI bots can read Opensource.com, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 16 times
Amazon Alexa · ChatGPT · Claude · Meta AI
#34,149 of 2,707,789 in Technology for AI visibility
7
AEO Visibility
iVisible · 6.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Opensource.com
from our crawl and measurement
"Linux Downloads Frequently Asked Questions Search Home Page New developments at Opensource.com The community is hard at work on something new." That is how Opensource.com introduces itself. Its AI visibility score is 6.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 11 times in our tracking, including AmazonBot (Alexa AI), PerplexityBot and OAI-SearchBot (OpenAI).
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
Weak
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
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Fair
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Good
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 6.6/10, Opensource.com has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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Is this your brand?
The exact fixes for Opensource.com
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Opensource.com.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opensource
Cite this score: Engagemii (2026). "AEO Score for Opensource.com." Retrieved from https://engagemii.com/aeo/brands/opensource
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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