# Artifact and container registries for small business buyers: what AI models recommend, October 2026

IT AI Recommendation Index, October 2026 Edition. Asked as "artifact repository" and as "container registry", six framings each, to fourteen models with search on, on behalf of a small B2B company. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://it-ai-index.com/developer/artifact-and-container-registries/smb/

**Standing:** GitHub Packages leads with 33% of first choices; verdict contested. 63 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | GitHub Packages | 33% | 10% | 60 |
| 2 | GitLab Package Registry | 8% | 0% | 10 |
| 3 | JFrog Artifactory | 6% | 57% | 40 |
| 4 | Harbor | 5% | 28% | 40 |
| 5 | Sonatype Nexus Repository | 5% | 0% | 14 |
| 6 | Docker Hub | 5% | 63% | 35 |
| 7 | Cloudsmith | 3% | 26% | 19 |
| 8 | AWS CodeArtifact | 2% | 0% | 16 |
| 9 | Google Artifact Registry | 0% | 9% | 33 |
| 10 | Azure Container Registry | 0% | 11% | 27 |
| 11 | AWS ECR | 0% | 15% | 13 |
| 12 | Amazon ECR | 0% | 17% | 12 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: GitHub Packages, JFrog Artifactory; alternatives AWS CodeArtifact, Nexus Repository
- GPT-5.4 mini: GitHub Packages, GitLab Package Registry; alternatives AWS CodeArtifact
- Gemini 3.5 Flash: GitHub Packages, GitLab Package Registry; alternatives AWS CodeArtifact, Cloudsmith, Google Artifact Registry
- Perplexity Sonar: Sonatype Nexus Repository; alternatives Azure Artifacts, Cloudsmith
- Grok 4.1 Fast: AWS CodeArtifact; alternatives GitHub Packages, Sonatype Nexus Repository OSS
- Mistral Small: CloudRepo, Packagecloud
- DeepSeek V4 Flash: JFrog Artifactory, Sonatype Nexus Repository; alternatives GitHub Packages, GitLab Packages
- Llama 4 Maverick: JitPack; alternatives Azure Artifacts, Packagecloud
- Qwen 3.7 Flash: GitHub Packages, GitLab Package Registry; alternatives Azure Artifacts, Sonatype Nexus Repository
- Kimi K2: Cloudsmith, GitHub Packages; alternatives Sonatype Nexus Repository
- GLM 4.7 FlashX: Nexus Repository; alternatives CloudRepo, GitHub Packages, Harbor, ProGet
- MiniMax M2.5: no first choice
- GPT-6 Luna: GitHub Packages; alternatives AWS CodeArtifact, Cloudsmith
- Muse Glimmer 30B: GitHub Packages; alternatives Cloudsmith, Dist, Sonatype Nexus Repository

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- itechguides.com: 31 answers, 39 citations
- cloudrepo.io: 30 answers, 42 citations
- gitnux.org: 25 answers, 37 citations
- harness.io: 24 answers, 30 citations
- jfrog.com: 21 answers, 34 citations
- zipdo.co: 19 answers, 29 citations
- thectoclub.com: 19 answers, 19 citations
- ohmyops.dev: 18 answers, 18 citations

Pages named in the most answers:

- https://cloudrepo.io/articles/best-artifactory-alternatives (20 answers)
- https://harness.io/blog/best-artifact-repository-tools (19 answers)
- https://thectoclub.com/tools/best-artifact-repository-tools (19 answers)
- https://ohmyops.dev/tools/container-registry-small-teams (18 answers)
- https://blog.railway.com/p/best-container-registries-2026 (16 answers)
- https://ciopages.com/buyer-guides/container-registry-artifact-management (15 answers)
- https://imaginarycloud.com/blog/best-artifact-repository-tools (14 answers)
- https://zipdo.co/best/artifact-software (14 answers)
- https://guptadeepak.com/tools/top-8-container-registries-2026 (12 answers)
- https://itechguides.com/best/artifact-repository-software (12 answers)

## Warned against

- Docker Hub: 22 of 35 labels negative. "Avoid Docker Hub's Free Tier for active team development. The rate limits will eventually cause intermittent pipeline failures" (Gemini 3.5 Flash, comparative prompt)
- JFrog Artifactory: 23 of 40 labels negative. "Verdict: Avoid unless you have a dedicated platform team and a budget specifically for managing a massive variety of non-container artifacts." (GLM 4.7 FlashX, negative prompt)
- Harbor: 11 of 40 labels negative. "Avoid for small teams: ... Harbor (too much ops overhead unless compliance requires it)" (DeepSeek V4 Flash, comparative prompt)
- GitHub Packages: 6 of 60 labels negative. "you can pull from Docker Hub / GitHub Container Registry for dev/testing, but you should never build production images directly from unproven community tags" (Muse Glimmer 30B, negative prompt)

## 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, October 2026 Edition, it-ai-index.com.