AI Visibility Scorecard
FOSS for All
fossforall.org · Technology
Borderline visible. AI bots can crawl FOSS for All, 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 9 times
Claude · Meta AI · ShapBot
#859,979 of 2,705,698 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About FOSS for All
from our crawl and measurement
FOSS for All is a business whose own site puts it this way: "Free and Open Source Software for All이라는 슬로건처럼, 개발자뿐만 아니라 디자이너, 번역가, 기획자 등 직 …소식2026년 오픈소스 AI·SW 개발자 커뮤니티 지원사업2026-07-262026년 7월 25일 토요일, 한국과학기술회관 아나이스홀에서 2026 오픈소스 AI·SW 커뮤니티 발대식이 열렸습니다." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
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
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
Fair
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 4.2/10, FOSS for All is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for FOSS for All
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fossforall-org
Cite this score: Engagemii (2026). "AEO Score for FOSS for All." Retrieved from https://engagemii.com/aeo/brands/fossforall-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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