Four of fourteen models named Sonatype Nexus Repository first on the direct prompt; two named GitHub Packages. Sonatype Nexus Repository was named by thirteen of the fourteen models and GitHub Packages by fourteen and Sonatype Nexus Repository carries 38 labels and GitHub Packages 64, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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; every quote names the model and the prompt it came from. Both figures come from the artifact and container registries page.
Across every category in the November 2026 Edition, Sonatype Nexus Repository and GitHub Packages were named in the same answer eighty-one times, of the 117 answers naming Sonatype Nexus Repository and the 163 naming GitHub Packages. In those answers GitHub Packages took the first choice twenty-two times and Sonatype Nexus Repository twenty-nine.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | GP | GP | GP | |||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | GP | |||||
| Perplexity Sonar | GP | |||||
| Grok 4.20 | GP | GP | GP | |||
| Mistral Small | GP | |||||
| DeepSeek V4 Flash | GP | GP | ||||
| Llama 4 Maverick | GP | |||||
| Qwen 3.7 Flash | GP | GP | ||||
| Kimi K2 | GP | GP | ||||
| GLM 4.7 FlashX | GP | |||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | GP | |||||
| Muse Glimmer 30B | GP |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid Nexus OSS for containers unless you have time to tune it.” DeepSeek V4 Flash · negative prompt · hard negative
“though it may require more setup and maintenance than JFrog or cloud-native options” Mistral Small · paraphrase prompt · soft negative
“The Best All-Around Free Solution: Sonatype Nexus Repository OSS ... widely considered the industry standard for cost-conscious companies.” Qwen 3.7 Flash · budget prompt · first choice
“Sonatype Nexus Repository Community Edition or Harbor are the best choices due to their comprehensive feature sets and zero cost” Mistral Small · budget prompt · first choice
“The best artifact repository for a company with a limited budget is Sonatype Nexus Community Edition, which is free and self-hosted.” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“public registries like Docker Hub, GitHub Container Registry (GHCR), or Google Artifact Registry are convenient, they pose high risks” Qwen 3.7 Flash · negative prompt · hard negative
“only if you're very GitHub-centric and your package format needs are modest, since it is narrower in scope” GPT-5.4 mini · direct prompt · soft negative
“you should still: Ensure they are properly configured and not publicly exposed unless necessary.” Mistral Small · negative prompt · soft negative
“start with GitHub Packages (free with your plan) and migrate to JFrog Artifactory once you outgrow it” DeepSeek V4 Flash · direct prompt · first choice
“Top Recommendation: Azure Container Registry (ACR) or GitHub Container Registry (GHCR)” Kimi K2 · paraphrase prompt · first choice
“Start with GitHub Packages / GitLab if your stack is standard.” Gemini 3.5 Flash · direct prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.