# JFrog Container Registry: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/jfrog-container-registry

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Artifact and container registries](https://www.gane.ai/index/it/developer/artifact-and-container-registries/index.md) | 3% | 11 | 0% | 2 |

## What the models said for it

- "I'd suggest starting with either JFrog (if security/compliance is paramount) or Harbor" (MiniMax M2.5, Artifact registries)
- "Top Recommendation: JFrog Container Registry" (Claude Haiku 4.5, Artifact registries)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named JFrog Container Registry, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- distr.sh: 3
- g2.com: 3
- guptadeepak.com: 3
- lilachbullock.com: 3
- peerspot.com: 3
- slashdot.org: 3
- daily.dev: 2
- devopsschool.org: 2
- en.wikipedia.org: 2
- harness.io: 2

### Pages cited

- https://distr.sh/blog/container-image-registry-comparison: 3
- https://guptadeepak.com/tools/top-8-container-registries-2026: 3
- https://lilachbullock.com/best-container-registries: 3
- https://peerspot.com/categories/container-registry: 3
- https://daily.dev/blog/top-9-container-registries-2024-how-to-choose: 2
- https://devopsschool.org/tools/container-registry: 2
- https://shipyard.build/blog/container-registries: 2
- https://slashdot.org/software/container-registries: 2

## In its own words

What JFrog Container Registry's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Manage containers alongside Helm charts to easily deploy applications to production with full traceability. JFrog’s image layer-based container management optimizes consumption for faster transfers and scans while providing detailed visibility into the application layer. (https://jfrog.com/pricing)
- Hosting: 30 locations across 3 cloud providers, Amazon AWS, Microsoft Azure, Google Cloud

## What it publishes

Every page jfrog.com exposes, read 2026-09-29: 10009 addresses. By kind, pages and the last 90 days:

- blog: 959 pages, 0 in the last 90 days, latest 2021-04-07
- case study: 18 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 210 pages, 0 in the last 90 days, latest 2026-03-11
- conference or event: 43 pages, 1 in the last 90 days, latest 2026-07-28
- report or ebook: 91 pages, 0 in the last 90 days, latest undated
- comparison: 59 pages, 0 in the last 90 days, latest undated
- template or tool: 9 pages, 0 in the last 90 days, latest 2021-02-09
- glossary or explainer: 139 pages, 1 in the last 90 days, latest 2026-07-28
- podcast or video: 1 pages, 0 in the last 90 days, latest 2022-05-05
- news or press: 106 pages, 0 in the last 90 days, latest undated
- Recent: 2026-07-28 glossary or explainer: What is artifactory jfrog https://jfrog.com/blog/what-is-artifactory-jfrog
- Recent: 2026-07-28 conference or event: Jfrog to present at upcoming investor conferences 3 https://jfrog.com/press-room/jfrog-to-present-at-upcoming-investor-conferences-3
- Recent: 2026-03-11 webinar or virtual event: Webinar recap forrester tool consolidation future of appsec https://jfrog.com/blog/webinar-recap-forrester-tool-consolidation-future-of-appsec
- Recent: 2022-05-05 podcast or video: 8 of the best machine learning podcasts to listen to in 2022 https://jfrog.com/blog/8-of-the-best-machine-learning-podcasts-to-listen-to-in-2022
- Recent: 2021-04-07 blog: Npm flies with jfrog cli https://jfrog.com/blog/npm-flies-with-jfrog-cli
- Recent: 2021-02-09 template or tool: Cloud native ci cd the ultimate checklist https://jfrog.com/blog/cloud-native-ci-cd-the-ultimate-checklist

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.