AI Visibility Scorecard
Attributing Contributor Roles in Open Source Software
whodoesthe.dev · Technology
Borderline visible. AI bots can crawl Attributing Contributor Roles in Open Source Software, 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 10 times
Meta AI · Claude · Apple Intelligence
#1,603,547 of 2,706,565 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Attributing Contributor Roles in Open Source Software
from our crawl and measurement
Attributing Contributor Roles in Open Source Software describes itself simply: "OCEAN's goal is to understand the health of the open source communities." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
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 4.4/10, Attributing Contributor Roles in Open Source Software is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Attributing Contributor Roles in Open Source Software
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/whodoesthe-dev
Cite this score: Engagemii (2026). "AEO Score for Attributing Contributor Roles in Open Source Software." Retrieved from https://engagemii.com/aeo/brands/whodoesthe-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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