Artifact and container registries for small business buyers
Asked as “artifact repository”, and as “container registry”, on behalf of a small B2B company. 63 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. 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: how the two compare.
Standing · first-choice share
33%
Contested · GitLab Package Registry 8%
33GitHub Packages08GitLab Package Registry06JFrog Artifactory52others
33% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Artifact Registry is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
JFrog Artifactory vs Amazon ECRJFrog Artifactory vs Azure Container RegistryJFrog Artifactory vs GitHub PackagesJFrog Artifactory vs Sonatype LifecycleSonatype 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 GitHub PackagesSonatype Nexus Repository vs Sonatype LifecycleAmazon Elastic Container Registry vs CloudsmithAmazon Elastic Container Registry vs Amazon ECRAmazon Elastic Container Registry vs Azure Container RegistryAmazon Elastic Container Registry vs GitHub PackagesAmazon Elastic Container Registry vs Sonatype LifecycleCloudsmith vs Amazon ECRCloudsmith vs Azure Container RegistryCloudsmith vs GitHub PackagesCloudsmith vs Sonatype LifecycleAmazon ECR vs Azure Container RegistryAmazon ECR vs GitHub PackagesAmazon ECR vs Sonatype LifecycleAzure Container Registry vs GitHub PackagesAzure Container Registry vs Sonatype LifecycleGitHub Packages vs Sonatype Lifecycle
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
G01
02
03
04
05
06
07A08
G09
A10
A11
A12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01GitHub Packages33%
02GitLab Package Registry8%
GitLab Package Registry8%03JFrog Artifactory6%
JFrog Artifactory6%04Harbor5%
Harbor5%05Sonatype Nexus Repository5%
Sonatype Nexus Repository5%06Docker Hub5%
Docker Hub5%07Cloudsmith3%
Cloudsmith3%08AWS CodeArtifact2%
09Google Artifact Registry0%
10Azure Container Registry0%
11AWS ECR0%
12Amazon ECR0%
What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Docker Hub63%
22 of 35 labels negative · 13 of 14 models · 5 hard 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 Artifactory57%
23 of 40 labels negative · 12 of 14 models · 5 hard 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
Harbor28%
11 of 40 labels negative · 7 of 14 models · 3 hard negative
“**Avoid for small teams:** ... Harbor (too much ops overhead unless compliance requires it)” DeepSeek V4 Flash, comparative prompt
GitHub Packages
10%
6 of 60 labels negative · 5 of 14 models
“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
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 999 links across 213 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
31 answers · 39 citations · 10 models
vendor site · CloudRepo30 answers · 42 citations · 12 models
vendor site · Gitnux25 answers · 37 citations · 11 models
vendor site · Harness24 answers · 30 citations · 10 models
vendor site · JFrog21 answers · 34 citations · 10 models
vendor site · ZipDo.co19 answers · 29 citations · 9 models
19 answers · 19 citations · 9 models
18 answers · 18 citations · 10 models
vendor site · GitHub16 answers · 23 citations · 7 models
vendor site · Railway16 answers · 16 citations · 9 models
vendor site · Sonatype15 answers · 30 citations · 8 models
vendor site · SourceForge15 answers · 21 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
20 answers · 11 models
19 answers · 9 models
19 answers · 9 models
18 answers · 10 models
16 answers · 9 models
15 answers · 9 models
14 answers · 10 models
14 answers · 8 models
12 answers · 8 models
12 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “artifact and container registries”, “artifact repository”, “best artifact repository”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| GitHub parent site GitHub Packages 33% | 33% | 104 | 1,500,000 | 31,479 | ||||
| Sonatype sonatype.com Sonatype Nexus Repository OSS 6%, Sonatype Nexus Repository 5%, Sonatype Nexus Repository Community Edition 3%, Sonatype Nexus Repository OSS / Community Edition 2% | 16% | 68 | 720 | 38 | 71,814 company | $1,879 | 7 | 5 |
| GitLab parent site GitLab Package Registry 8% | 8% | 16 | 90,500 | 4,844 | ||||
| JFrog Artifactory jfrog.com | 6% | 136 | 2,900 | 172 | 38,697 | $37 | 120 | 1 |
| Harbor goharbor.io | 5% | 116 | 74,000 | 331,918 | 3,420 | |||
| DigitalOcean parent site DigitalOcean Container Registry 5% | 5% | 9 | 74,000 | 942 | ||||
| Docker Hub docker.com | 5% | 74 | 49,500 | 230 | 1,141,297 | 16 | ||
| Cloudsmith cloudsmith.com | 3% | 62 | 1,300 | 25 | 3,190 | $982 | 34 | |
| AWS parent site AWS CodeArtifact 2% | 2% | 47 | 368,000 | 114,001 | ||||
| Verdaccio | 2% | 1,000 | 21 |
Google's top ten for the three searches hold 21 sites; 5 of them are among the sites the models cited here (harness.io, itechguides.com, jfrog.com, sonatype.com, sourceforge.net). The first result for “artifact and container registries” is docs.cloud.google.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best artifact repository for a small B2B company?”Paraphrase“Which container registry would you recommend to a small business that sells to other businesses?”Comparative“What are the top artifact and container registries for a small team and how do they differ?”Budget-constrained“What is the best artifact repository for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an artifact repository. What should we look at?”Negative“Which artifact and container registries should a small business avoid or be cautious about?”
Claude Haiku 4.5GitHub Packages, JFrog Artifactoryagainst: Maven Central, PyPI, npm RegistryDocker Hub, GitHub PackagesChangedDistGitHub Packages, Sonatype Nexus Repository OSSagainst: Artifactoryno first choiceagainst: Docker Hub
Two alternatives
AWS CodeArtifact, Nexus RepositoryOne alternative
Amazon ECRFour alternatives
Gitea, Harbor, JFrog Artifactory, Sonatype Nexus RepositoryFour alternatives
AWS CodeArtifact, CloudRepo, Dist, Google Artifact RegistryGPT-5.4 miniGitHub Packages, GitLab Package Registryagainst: JFrog Artifactory, Sonatype LifecycleDocker Hub, GitHub PackagesChangedGitHub Packagesagainst: Docker HubSonatype Nexus Repository Community Editionno first choiceagainst: Docker Hub, GitHub, PyPI, npm public registry
One alternative
AWS CodeArtifactThree alternatives
Amazon ECR, Azure Container Registry, Google Artifact RegistryFive alternatives
Amazon ECR, Azure Container Registry, GitLab Container Registry, Harbor, JFrog ArtifactoryTwo alternatives
Apache Archiva, JFrog Artifactory Open SourceGemini 3.5 FlashGitHub Packages, GitLab Package Registryagainst: JFrog Artifactory, Sonatype Nexus Repository OSSGitHub PackagesChangedagainst: HarborGitHub Packagesagainst: Docker Hub, JFrog ArtifactoryGitHub Packages, GitLab Package Registryagainst: JFrog ArtifactoryCloudsmith, GitHub Packages, GitLab Package Registryagainst: JFrog Artifactory, Sonatype Nexus OSSagainst: AWS ECR, Azure Container Registry, Docker Hub, GCP Artifact Registry, GitHub Packages, Harbor, JFrog Artifactory SaaS, Self-Hosted GitLab Registry, Sonatype Nexus OSS
Three alternatives
AWS CodeArtifact, Cloudsmith, Google Artifact RegistryFour alternatives
Amazon Elastic Container Registry, Azure Container Registry, Docker Hub, Google Artifact RegistryFour alternatives
Amazon Elastic Container Registry, GitLab Container & Package Registry, Google Artifact Registry, Sonatype Nexus RepositoryFive alternatives
AWS CodeArtifact, Google Artifact Registry, Harbor, Sonatype Nexus Repository Manager, VerdaccioThree alternatives
AWS CodeArtifact, ECR, Google Artifact RegistryPerplexity SonarSonatype Nexus Repositoryagainst: JFrog ArtifactoryHarborChangedagainst: JFrog Container RegistryGoogle Artifact RegistrySonatype Nexus Repository Community Editionagainst: JFrog Artifactoryno first choicenothing named
Two alternatives
Azure Artifacts, CloudsmithThree alternatives
Amazon ECR, Azure Container Registry, DigitalOcean Container RegistryFive alternatives
Cloudsmith, Docker Hub, Harbor, ProGet, VerdaccioTwo alternatives
AWS CodeArtifact, CloudRepoGrok 4.1 FastAWS CodeArtifactGitHub PackagesChangedagainst: Docker Hub, HarborGitHub Packagesagainst: Harbor, JFrog ArtifactorySonatype Nexus Repository OSSagainst: JFrog Artifactory OSSno first choiceagainst: AWS ECR, Artifactory, Azure Container Registry, Docker Hub, GitHub Packages, Google Artifact Registry, Harbor, Maven Central, PyPI, Sonatype Nexus OSS, npm
Two alternatives
GitHub Packages, Sonatype Nexus Repository OSSThree alternatives
AWS ECR, Azure Container Registry, Google Artifact RegistryThree alternatives
Amazon ECR, Docker Hub, Google Artifact RegistryThree alternatives
GitHub Packages, GitLab, HarborMistral SmallCloudRepo, Packagecloudagainst: Azure ArtifactsDigitalOcean Container Registry, HarborChangedHarborHarbor, Nexus OSSno first choiceagainst: Cloudsmith, JFrog Artifactoryagainst: Docker Hub
Three alternatives
Amazon Elastic Container Registry, Azure Container Registry, Google Artifact RegistryEight alternatives
Amazon ECR, Cloudsmith, Docker Hub, GitHub Packages, Google Artifact Registry, JFrog Artifactory, Railway, VerdaccioOne alternative
VerdaccioDeepSeek V4 FlashJFrog Artifactory, Sonatype Nexus Repositoryagainst: CloudsmithGitHub PackagesChangedGitHub Packages, GitLab Container Registry + Package Registryagainst: Docker Hub, Harbor, JFrog ArtifactorySonatype Nexus Repositoryagainst: Artifactory, Cloudsmith, JFrog Artifactory OSSno first choiceagainst: Docker Hub, Docker Registry on bare metal, GitHub Packages, Google Artifact Registry, Harbor, JFrog Artifactory, Sonatype Nexus Repository OSS
Two alternatives
GitHub Packages, GitLab PackagesThree alternatives
Amazon ECR, Azure Container Registry, HarborThree alternatives
AWS ECR, Azure Container Registry, Google Artifact RegistryThree alternatives
AWS CodeArtifact, GitHub Packages, GitLab Package RegistryFour alternatives
AWS CodeArtifact, Cloudsmith, GitHub Packages, ProGetLlama 4 MaverickJitPackDigitalOcean Container RegistryChangedno first choicePkglyno first choiceagainst: ACR, Artifact Registry, Docker Hub, ECR, Harbor, JFrog Artifactory
Two alternatives
Azure Artifacts, PackagecloudOne alternative
HarborFour alternatives
CloudRepo, Cloudsmith, JitPack, VerdaccioQwen 3.7 FlashGitHub Packages, GitLab Package Registryagainst: JFrog ArtifactoryGitHub PackagesChangedagainst: Docker HubGitHub Packages, GitLab Package Registryagainst: Docker HubGitHub Packagesagainst: JFrog Artifactory, PackagecloudJFrog Artifactoryagainst: Amazon S3, Azure Blob Storage, Docker Registry v2, Google Container Registry, docker.io
Two alternatives
Azure Artifacts, Sonatype Nexus RepositoryThree alternatives
ACR, ECR, JFrog ArtifactoryTwo alternatives
Amazon Elastic Container Registry, HarborSix alternatives
Cloudsmith, GitLab Packages, Harbor, ProGet, Sonatype Nexus Repository OSS, VerdaccioFive alternatives
GitHub Packages, GitLab Ultimate, Harbor, JFrog Platform, Sonatype Nexus RepositoryKimi K2Cloudsmith, GitHub Packagesagainst: JFrog ArtifactoryGitHub PackagesChangedGitHub Packages, GitLab Package Registryagainst: Docker Hub, JFrog ArtifactorySonatype Nexus Repository OSSJFrog Artifactory, Sonatype Nexus Cloudagainst: Harbor, Nexus OSSagainst: Docker Hub
One alternative
Sonatype Nexus RepositoryThree alternatives
AWS ECR, Azure Container Registry, DigitalOcean Container RegistryFour alternatives
AWS ECR, Azure Container Registry, Google Artifact Registry, Sonatype Nexus RepositoryTwo alternatives
GitLab Package Registry, HarborFive alternatives
ACR, ECR, GCR, GitHub Packages, GitLab RegistryGLM 4.7 FlashXNexus Repositoryagainst: JFrog Artifactory, PulpGitHub PackagesChangedGitHub Packagesagainst: JFrog ArtifactorySonatype Nexus Repository OSSagainst: Cloudsmithno first choiceagainst: Amazon ECR, Azure Container Registry, Docker Hub, Google Artifact Registry, JFrog Artifactory
Four alternatives
CloudRepo, GitHub Packages, Harbor, ProGetOne alternative
HarborSix alternatives
ACR, Artifact Registry, Dist, Docker Hub, ECR, HarborFour alternatives
GitHub Packages, GitLab Packages, Harbor, ReposiliteMiniMax M2.5no first choiceDigitalOcean Container Registry, Google Container RegistryChangedagainst: Amazon ECRDocker Hubagainst: DistributionVerdacciono first choiceagainst: Docker Hub, Google Container Registry, Harbor
One alternative
GitHub PackagesFour alternatives
Amazon ECR, Azure Container Registry, Google Artifact Registry, JFrog ArtifactoryTwo alternatives
GitHub Packages, Nexus Repository OSSGPT-6 LunaGitHub Packagesagainst: JFrog ArtifactoryDocker HubChangedGitHub Packagesagainst: Cloudsmith, Docker Hub, JFrog ArtifactoryGitHub Packages, GitLabno first choiceagainst: Docker Hub, GitHub Packages, Google Container Registry
Two alternatives
AWS CodeArtifact, CloudsmithThree alternatives
Amazon ECR, Artifact Registry, Azure Container RegistryFour alternatives
Amazon ECR, Azure Container Registry, GitLab Container Registry + Package Registry, Google Artifact RegistryOne alternative
Sonatype Nexus Repository Community EditionTwo alternatives
AWS CodeArtifact, Your existing code-hosting platform's package registryMuse Glimmer 30BGitHub Packagesagainst: JFrog ArtifactoryGitHub Container Registry, GHCRChangedagainst: Docker HubGitHub Packagesagainst: Docker HubSonatype Nexus Repository OSS / Community EditionGitHub Packagesagainst: Docker Hub, GitHub Packages, Harbor, JFrog Artifactory, Sonatype Lifecycle
Three alternatives
Cloudsmith, Dist, Sonatype Nexus RepositorySeven alternatives
AWS ECR, Azure Container Registry, DigitalOcean Container Registry, Google Artifact Registry, Harbor, JFrog Artifactory, QuayFive alternatives
Amazon Elastic Container Registry, GitLab Container Registry, Google Artifact Registry, Harbor, JFrog ArtifactorySix alternatives
Artifact Depot, Dist, GitHub Packages, JFrog Artifactory OSS, Nexspence — Universal Artifact Repository Manager, RepsyFour alternatives
AWS CodeArtifact, Google Artifact Registry, JFrog Artifactory, Sonatype Nexus RepositoryBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:05 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:51 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:38 | yes | 9 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:40 | yes | 15 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:48 | yes | 21 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:38 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:50 | yes | 23 | 40 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:01 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:53 | yes | 5 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:28 | yes | 18 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:18 | yes | 13 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:51 | yes | 5 | 32 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:19 | yes | 4 | 9 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:56 | yes | 23 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:45 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:55 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:26 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:15 | yes | 40 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:17 | yes | 24 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:32 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:11 | yes | 23 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:05 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:08 | yes | 9 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:35 | yes | 18 | 42 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:50 | yes | 23 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:31 | yes | 13 | 85 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:26 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:55 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:01 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:48 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:15 | yes | 17 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:13 | yes | 24 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:17 | yes | 18 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:51 | yes | 15 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:38 | yes | 24 | 67 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:02 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:09 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:34 | yes | 15 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:21 | yes | 5 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:02 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:43 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:14 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:01 | yes | 5 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:36 | yes | 11 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:48 | yes | 15 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:28 | yes | 20 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:09 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:30 | yes | 21 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:24 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:48 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:39 | yes | 15 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:55 | yes | 19 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:42 | yes | 13 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:39 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:47 | yes | 14 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:51 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:33 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:50 | yes | 12 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:29 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:30 | yes | 12 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:35 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:11 | yes | 22 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:08 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:11 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:05 | yes | 10 | 49 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:16 | yes | 19 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:57 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:56 | yes | 4 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:17 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:45 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:07 | yes | 2 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:11 | yes | 12 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:12 | yes | 23 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:31 | yes | 24 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:27 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:37 | yes | 25 | 58 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:47 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:01 | yes | 10 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:31 | yes | 22 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:41 | yes | 22 | 62 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:02 | yes | 22 | 47 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:58 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:27 | yes | 18 | 36 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
AWS Elastic Container Registry (ECR) read as Amazon Elastic Container Registry
AWS Elastic Container Registry, ECR read as Amazon Elastic Container Registry
Azure ACR read as Azure Container Registry
GitHub Container Registry read as GitHub Packages
GitHub Container Registry (GHCR) read as GitHub Packages
GitHub Container Registry (GHCR) + GitHub Packages read as GitHub Packages
GitHub Container Registry (GHCR) / GitHub Packages read as GitHub Packages
GitHub Container Registry (`ghcr.io`) read as GitHub Packages
GitHub Container Registry `ghcr.io` read as GitHub Packages
GitHub Packages & GitHub Container Registry (GHCR) read as GitHub Packages
GitHub Packages / GHCR (ghcr.io) read as GitHub Packages
GitHub Packages / GitHub Container Registry (GHCR) read as GitHub Packages
GitHub Packages/GHCR read as GitHub Packages
Google Container Registry (GCR) / Artifact Registry read as Google Artifact Registry
JFrog read as JFrog Artifactory
Unresolved, counted raw
Distribution (Docker Registry)
Docker Registry on bare metal
Docker Registry v2
GitHub Container Registry, GHCR
GitLab Registry
JFrog Artifactory SaaS
JFrog Cloud
JFrog Platform
Nexspence — Universal Artifact Repository Manager
Nexus Repository Manager (OSS)
Nexus v3+
Pkgly
Pulp
Self-Hosted GitLab Registry
Sonatype Cloud
Sonatype Nexus Cloud
Sonatype Nexus Repository Manager (OSS / Community Edition)
Your existing code-hosting platform's package registry
docker.io (Docker Hub)
npm public registry
npmjs.org
Discontinued, still offered
No shut-down product was recommended here.