Artifact and container registries · October 2026 Edition
JFrog Artifactory vs GitHub Packages
Two of fourteen models named JFrog Artifactory first on the direct prompt; one named GitHub Packages. JFrog Artifactory was named by fourteen of the fourteen models and GitHub Packages by twelve and JFrog Artifactory carries 48 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 share14%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate23%24%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#7A position in a field of 16; printed, not drawn.
Labels4842A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, JFrog Artifactory 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 Amazon Elastic Container Registry · JFrog Artifactory vs Cloudsmith
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.
JFrog ArtifactoryFirst choices, of fourteen modelsGitHub PackagesDirect214 against JFrog Artifactory · 1 against GitHub Packages
Paraphrase00
Comparative201 against JFrog Artifactory
Budget-constrained024 against JFrog Artifactory
Scale-constrained702 against GitHub Packages
Negative002 against JFrog Artifactory · 7 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, JFrog Artifactory and GitHub Packages were named in the same answer eighty times, of the 154 answers naming JFrog Artifactory and the 120 naming GitHub Packages. In those answers GitHub Packages took the first choice twenty-two times and JFrog Artifactory twenty-three.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where JFrog Artifactory 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 |
JFrog ArtifactoryGP GitHub Packages first choice named as an alternative argued againstblank: not namedEach cell is one answer, JFrog Artifactory on the left and GitHub Packages on the right.The direct prompt
The plain question, one answer per model, grouped by where JFrog Artifactory and GitHub Packages stood in it.
JFrog Artifactory first, GitHub Packages not the choice
2 of 14 modelsGitHub Packages was named in the answer but not as the choice, or not at all.Perplexity SonarJFrog Artifactory alternatives: Cloudsmith, Sonatype Nexus Repository
Qwen 3.7 FlashJFrog Artifactory alternatives: AWS CodeArtifact, Azure Artifacts, Sonatype Lifecycle
GitHub Packages first, JFrog Artifactory not the choice
1 of 14 modelsJFrog Artifactory 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
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniSonatype Nexus Repository alternatives: AWS CodeArtifact, JFrog Artifactory
GLM 4.7 FlashXSonatype Nexus Repository alternatives: Cloudsmith, Harbor, JFrog Artifactory
MiniMax M2.5Sonatype Nexus Repository alternatives: AWS CodeArtifact, Cloudsmith, JFrog Artifactory
GPT-6 LunaCloudsmith alternatives: AWS CodeArtifact, JFrog Artifactory, Sonatype Nexus Repository
Muse Glimmer 30BSonatype Nexus Repository alternatives: CloudRepo, Cloudsmith, JFrog Artifactory
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
DeepSeek V4 FlashSonatype Nexus Repository alternatives: Azure Artifacts, Cloudsmith
Llama 4 MaverickCloudsmith alternatives: Packagecloud
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-seven points.
GitHub Packages33%#1 of 12
JFrog Artifactory6%#3 of 12Mid-marketThe figures above
The order flips: JFrog Artifactory leads at mid-market.
JFrog Artifactory14%#1 of 16GitHub Packages5%#7 of 16
The full mid-market standing →Enterprise
JFrog Artifactory leads by forty points.
JFrog Artifactory40%#1 of 13GitHub Packages0%#12 of 13
The full enterprise standing →What the models said about JFrog Artifactory
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“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
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 Amazon Elastic Container RegistryJFrog Artifactory vs CloudsmithJFrog Artifactory vs Amazon ECRJFrog Artifactory vs Azure Container RegistryJFrog Artifactory vs Sonatype LifecycleSonatype Nexus Repository vs GitHub PackagesAmazon 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.