Artifact and container registries · October 2026 Edition
Sonatype Nexus Repository vs GitHub Packages
Five of fourteen models named Sonatype Nexus Repository first on the direct prompt; one named GitHub Packages. Sonatype Nexus Repository was named by eleven of the fourteen models and GitHub Packages by twelve and Sonatype Nexus Repository carries 20 labels and GitHub Packages 42, so the shares are not directly comparable.
Named in one category this edition.
GitHub Packages
accepted challengerNamed in one category this edition.
First-choice share11%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%24%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 16; printed, not drawn.
Labels2042A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Sonatype Nexus Repository reading right to left. Rank and label count are printed, not drawn.Cloudsmith was named alongside these two in ten of the fourteen direct answers. JFrog Artifactory vs Sonatype Nexus Repository · JFrog Artifactory vs GitHub Packages · Sonatype Nexus Repository vs Amazon Elastic Container Registry
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Sonatype Nexus RepositoryFirst choices, of fourteen modelsGitHub PackagesDirect511 against Sonatype Nexus Repository · 1 against GitHub Packages
Paraphrase00
Comparative00
Budget-constrained12
Scale-constrained102 against GitHub Packages
Negative007 against GitHub Packages
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Sonatype Nexus Repository and GitHub Packages were named in the same answer thirty-seven times, of the 75 answers naming Sonatype Nexus Repository and the 120 naming GitHub Packages. In those answers GitHub Packages took the first choice eight times and Sonatype Nexus Repository nine.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Sonatype Nexus Repository and GitHub Packages stood in it.
| Model | DirectGP | ParaphraseGP | ComparativeGP | Budget-constrainedGP | Scale-constrainedGP | NegativeGP |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | GP | |||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | GP | GP | GP | GP | GP | |
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | GP | GP | GP | ||
| Mistral Small | GP | GP | ||||
| DeepSeek V4 Flash | | GP | GP | GP | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | GP | GP | ||||
| Kimi K2 | GP | GP | GP | GP | ||
| GLM 4.7 FlashX | | GP | | GP | ||
| MiniMax M2.5 | | GP | GP | |||
| GPT-6 Luna | | GP | GP | |||
| Muse Glimmer 30B | | | GP |
Sonatype Nexus RepositoryGP GitHub Packages first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sonatype Nexus Repository on the left and GitHub Packages on the right.The direct prompt
The plain question, one answer per model, grouped by where Sonatype Nexus Repository and GitHub Packages stood in it.
Sonatype Nexus Repository first, GitHub Packages not the choice
5 of 14 modelsGitHub Packages was named in the answer but not as the choice, or not at all.GPT-5.4 miniSonatype Nexus Repository alternatives: AWS CodeArtifact, JFrog Artifactory
DeepSeek V4 FlashSonatype Nexus Repository alternatives: Azure Artifacts, Cloudsmith
GLM 4.7 FlashXSonatype Nexus Repository alternatives: Cloudsmith, Harbor, JFrog Artifactory
MiniMax M2.5Sonatype Nexus Repository alternatives: AWS CodeArtifact, Cloudsmith, JFrog Artifactory
Muse Glimmer 30BSonatype Nexus Repository alternatives: CloudRepo, Cloudsmith, JFrog Artifactory
GitHub Packages first, Sonatype Nexus Repository an alternative
1 of 14 modelsSonatype Nexus Repository was named in the answer but not as the choice, or not at all.Kimi K2GitHub Packages alternatives: AWS CodeArtifact, Azure Artifacts, Sonatype Nexus Repository
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarJFrog Artifactory alternatives: Cloudsmith, Sonatype Nexus Repository
GPT-6 LunaCloudsmith alternatives: AWS CodeArtifact, JFrog Artifactory, Sonatype Nexus Repository
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Gemini 3.5 FlashCloudsmith alternatives: AWS CodeArtifact, Azure Artifacts, GitLab Package Registry, Google Artifact Registry, Sonatype Lifecycle
Grok 4.1 FastCloudsmith alternatives: AWS CodeArtifact
Mistral SmallCloudsmith alternatives: AWS, Google Cloud, Packagecloud
Llama 4 MaverickCloudsmith alternatives: Packagecloud
Qwen 3.7 FlashJFrog Artifactory alternatives: AWS CodeArtifact, Azure Artifacts, Sonatype Lifecycle
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
GitHub Packages leads by twenty-nine points.
GitHub Packages33%#1 of 12
Sonatype Nexus Repository5%#5 of 12Mid-marketThe figures above
The order flips: Sonatype Nexus Repository leads at mid-market.
Sonatype Nexus Repository11%#2 of 16GitHub Packages5%#7 of 16
The full mid-market standing →Enterprise
Sonatype Nexus Repository leads by twenty-one points.
Sonatype Nexus Repository21%#2 of 13GitHub Packages0%#12 of 13
The full enterprise standing →What the models said about Sonatype Nexus Repository
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Limited integrations vs. leaders; self-host adds ops overhead.” Grok 4.1 Fast · direct prompt · soft negative
“Enterprise-grade artifact repository manager that allows development teams to store, organize, and distribute software components... Both are viable for a 500-person company.” Muse Glimmer 30B · scale prompt · first choice
“the best artifact repository for a company with a limited budget is Sonatype Nexus Repository (Community Edition)” GLM 4.7 FlashX · budget prompt · first choice
“For most mid-market B2B companies, Sonatype Nexus Repository Pro is the strongest all-around recommendation” DeepSeek V4 Flash · direct prompt · first choice
What the models said about GitHub Packages
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“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
Also compared
JFrog Artifactory vs Sonatype Nexus RepositoryJFrog Artifactory vs GitHub PackagesSonatype Nexus Repository vs Amazon Elastic Container RegistrySonatype Nexus Repository vs CloudsmithSonatype Nexus Repository vs Amazon ECRSonatype Nexus Repository vs Azure Container RegistrySonatype Nexus Repository vs Sonatype LifecycleAmazon Elastic Container Registry vs GitHub PackagesCloudsmith vs GitHub PackagesAmazon ECR vs GitHub PackagesAzure Container Registry vs GitHub PackagesGitHub Packages vs Sonatype LifecycleAll twenty-eight head-to-head pages and the full artifact registries standing
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.