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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Cloudsmith | 8% | #4 of 16 | 10% | 21 | 10 of 14 |
| GitHub Packages | 5% | #7 of 16 | 24% | 42 | 12 of 14 |

## The direct prompt, model by model

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

## What the models said about Cloudsmith

- "Skip cloud-hosted options (like JFrog Cloud or Cloudsmith)" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Cons: Can get expensive with high usage" (MiniMax M2.5, budget prompt, soft negative)
- "Cloudsmith - a natural fit for engineering teams at scaling startups and mid-size companies that want enterprise-grade artifact management" (Llama 4 Maverick, direct prompt, first choice)
- "Cloudsmith stands out as a particularly strong choice for engineering teams at scaling startups and mid-size companies" (Mistral Small, direct prompt, first choice)
- "Best Overall for SaaS & Multi-Language Stacks: Cloudsmith ... is the standout choice" (Gemini 3.5 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.