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AI Visibility Scorecard
Plumber - CI/CD compliance without effort
r2devops.io · Technology
Somewhat visible. AI bots can read Plumber - CI/CD compliance without effort, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#46,937 of 2,810,206 in Technology for AI visibility
6.8
/10
AEO Score
About Plumber - CI/CD compliance without effort
from our crawl and measurement
"Continuously detect and fix the CI/CD security leaks attackers exploit across GitHub and GitLab. Grade your setup A-E, audit-ready for ISO 27001 and NIS2." That is how Plumber introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. What holds it back is credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Away from its own site, other sites link to it, people discuss it in places AI engines read and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
6
Forum and community discussion.
6
Reddit mentions and discussion.
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 6.8/10, Plumber - CI/CD compliance without effort has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Plumber - CI/CD compliance without effort
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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/r2devops-io
Cite this score: Engagemii (2026). "AEO Score for Plumber - CI/CD compliance without effort." Retrieved from https://engagemii.com/aeo/brands/r2devops-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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