# JFrog Artifactory vs GitHub Packages: which do AI models recommend for artifact registries, October 2026

IT AI Recommendation Index, October 2026 Edition, Artifact and container registries. Two of fourteen models named JFrog Artifactory first on the direct prompt; one named GitHub Packages. Page: https://it-ai-index.com/developer/artifact-and-container-registries/jfrog-artifactory-vs-github-packages/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| JFrog Artifactory | 14% | #1 of 16 | 23% | 48 | 14 of 14 |
| GitHub Packages | 5% | #7 of 16 | 24% | 42 | 12 of 14 |

## The direct prompt, model by model

- Perplexity Sonar: jfrog artifactory first (first choices: JFrog Artifactory) (alternatives: Cloudsmith, Sonatype Nexus Repository)
- Qwen 3.7 Flash: jfrog artifactory first (first choices: JFrog Artifactory) (alternatives: AWS CodeArtifact, Azure Artifacts, Sonatype Lifecycle)
- Kimi K2: github packages first (first choices: GitHub Packages) (alternatives: AWS CodeArtifact, Azure Artifacts, Sonatype Nexus Repository)
- GPT-5.4 mini: neither first, one named (first choices: Sonatype Nexus Repository) (alternatives: AWS CodeArtifact, JFrog Artifactory)
- GLM 4.7 FlashX: neither first, one named (first choices: Sonatype Nexus Repository) (alternatives: Cloudsmith, Harbor, JFrog Artifactory)
- MiniMax M2.5: neither first, one named (first choices: Sonatype Nexus Repository) (alternatives: AWS CodeArtifact, Cloudsmith, JFrog Artifactory)
- GPT-6 Luna: neither first, one named (first choices: Cloudsmith) (alternatives: AWS CodeArtifact, JFrog Artifactory, Sonatype Nexus Repository)
- Muse Glimmer 30B: neither first, one named (first choices: Sonatype Nexus Repository) (alternatives: CloudRepo, Cloudsmith, JFrog Artifactory)
- Claude Haiku 4.5: neither named
- Gemini 3.5 Flash: neither named (first choices: Cloudsmith) (alternatives: AWS CodeArtifact, Azure Artifacts, GitLab Package Registry, Google Artifact Registry, Sonatype Lifecycle)
- Grok 4.1 Fast: neither named (first choices: Cloudsmith) (alternatives: AWS CodeArtifact)
- Mistral Small: neither named (first choices: Cloudsmith) (alternatives: AWS, Google Cloud, Packagecloud)
- DeepSeek V4 Flash: neither named (first choices: Sonatype Nexus Repository) (alternatives: Azure Artifacts, Cloudsmith)
- Llama 4 Maverick: neither named (first choices: Cloudsmith) (alternatives: Packagecloud)

## What the models said about JFrog Artifactory

- "Note: Avoid JFrog Artifactory if you have a tight budget." (Gemini 3.5 Flash, budget prompt, hard negative)
- "generally not recommended for mid-market B2B companies" (Gemini 3.5 Flash, direct prompt, hard negative)
- "Avoid for limited budgets - costs escalate quickly" (Kimi K2, budget prompt, hard negative)
- "JFrog Artifactory is positioned as a universal repository manager that supports a wide range of artifact types... Both are viable for a 500-person company." (Muse Glimmer 30B, scale prompt, first choice)
- "Artifact registries like JFrog Artifactory and Google Artifact Registry are more comprehensive, supporting a broader range of package formats" (Mistral Small, comparative prompt, first choice)
- "JFrog is widely considered the top choice for mid-market companies today... It is the safest bet for a growing mid-market engineering team." (Qwen 3.7 Flash, direct prompt, first choice)

## What the models said about GitHub Packages

- "avoid direct, unrestricted use of public community images from Docker Hub, GitHub Container Registry, npm/PyPI, Artifact Hub" (Muse Glimmer 30B, negative prompt, hard negative)
- "GitHub Packages does not natively support PyPI (Python). If your team writes a significant amount of Python, GitHub Packages will not be a complete solution." (Gemini 3.5 Flash, direct prompt, soft negative)
- "Cons: Often less mature in terms of advanced proxying, virtual repositories, and advanced binary management compared to dedicated tools." (Gemini 3.5 Flash, scale prompt, soft negative)
- "For most small to medium companies, GitHub Packages is often the best choice if you're already using GitHub" (Claude Haiku 4.5, budget prompt, first choice)
- "The Best "All-in-One" Option: GitHub Packages / GitLab Package Registry" (Gemini 3.5 Flash, budget prompt, first choice)
- "Top Recommendation: GitHub Packages" (Kimi K2, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.