# JFrog Xray: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 15 judge labels across 2 categories by 11 of 12 models. Page: https://it-ai-index.com/vendors/jfrog-xray/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Software composition analysis | 0% | 18 | 8% | 13 |
| Container and Kubernetes security | 0% | 30 | 0% | 2 |

## What the models said for it

- "Registry‑centric security → JFrog Xray (if using JFrog)" (GLM 4.7 FlashX, Container security)
- "Already using JFrog Artifactory? → JFrog Xray" (DeepSeek V4 Flash, SCA)
- "Best For: Teams already using JFrog Artifactory" (Kimi K2, SCA)

## And against it

- "tight coupling with JFrog Artifactory that limits its value as a standalone tool, with limited remediation guidance ... and no reachability analysis, leading to higher false positive rates" (Claude Haiku 4.5, SCA)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.