Artifact and container registries for enterprise buyers
Asked as “artifact repository”, and as “container registry”, on behalf of an enterprise B2B company. 68 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
40%
Contested · Sonatype Nexus Repository 21%
40JFrog Artifactory21Sonatype Nexus Repository07Azure Container Registry32others
40% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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 three times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
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 →
01
02A03
G04
A05
06A07
A08
09A10
11G12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01JFrog Artifactory40%
JFrog Artifactory40%02Sonatype Nexus Repository21%
Sonatype Nexus Repository21%03Azure Container Registry7%
04Google Artifact Registry4%
05Amazon Elastic Container Registry4%
06Harbor1%
Harbor1%07AWS ECR1%
08Azure Artifacts1%
09Cloudsmith0%
Cloudsmith0%10AWS CodeArtifact0%
11Sonatype Lifecycle0%
Sonatype Lifecycle0%12GitHub Packages0%
13Docker Hub0%
Docker Hub0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, 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 Hub82%
14 of 17 labels negative · 12 of 14 models · 8 hard negative
“Practical enterprise guidance is therefore to avoid direct production pulls from Docker Hub / GitHub Container Registry public images and any other public source.” Muse Glimmer 30B, negative prompt
JFrog Artifactory14%
9 of 65 labels negative · 8 of 14 models · 3 hard negative
“JFrog Artifactory (the market leader) is actually a poor fit for your requirement” MiniMax M2.5, budget prompt
GitHub Packages
43%
10 of 23 labels negative · 8 of 14 models · 2 hard negative
“avoid direct production pulls from Docker Hub / GitHub Container Registry public images and any other public source” Muse Glimmer 30B, negative prompt
Azure Container Registry
19%
6 of 31 labels negative · 5 of 14 models
“Authorization bypass through user-controlled key in Microsoft Container Registry allows an unauthorized attacker to elevate privileges over a network... Score: 10 Critical” 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
74 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. 1118 links across 250 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.
vendor site · JFrog41 answers · 84 citations · 13 models
vendor site · Sonatype37 answers · 95 citations · 13 models
vendor site · Harness27 answers · 47 citations · 10 models
20 answers · 21 citations · 10 models
20 answers · 20 citations · 10 models
18 answers · 28 citations · 8 models
vendor site · Safeguard17 answers · 23 citations · 10 models
vendor site · Railway17 answers · 17 citations · 11 models
vendor site · CloudRepo16 answers · 36 citations · 11 models
vendor site · G215 answers · 20 citations · 10 models
15 answers · 16 citations · 10 models
15 answers · 15 citations · 9 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.
24 answers · 11 models
23 answers · 12 models
20 answers · 10 models
20 answers · 10 models
17 answers · 11 models
14 answers · 8 models
14 answers · 10 models
14 answers · 9 models
14 answers · 7 models
14 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 |
|---|---|---|---|---|---|---|---|---|
| JFrog Artifactory jfrog.com JFrog Artifactory 40%, JFrog Artifactory / JFrog Container Registry 3%, JFrog Artifactory Enterprise X / Enterprise+ 3%, JFrog Container Registry 1% | 47% | 136 | 2,900 | 172 | 38,697 | $37 | 120 | 1 |
| Sonatype sonatype.com Sonatype Nexus Repository 21%, Sonatype Lifecycle 0% | 21% | 121 | 720 | 38 | 71,814 company | $1,879 | 7 | 5 |
| Azure Container Registry | 7% | 301,000 | 47,904 | |||||
| Amazon parent site Amazon Elastic Container Registry 4%, Amazon ECR 1% | 6% | 29 | 151,000,000 | 1,380,939 | ||||
| Google Cloud parent site Google Artifact Registry 4% | 4% | 99 | 165,000 | 7,596 | ||||
| Harbor goharbor.io | 1% | 116 | 74,000 | 331,918 | 3,420 | |||
| AWS parent site AWS ECR 1%, AWS CodeArtifact 0% | 1% | 47 | 368,000 | 114,001 | ||||
| Azure Artifacts | 1% | 301,000 | 47,904 | |||||
| CloudRepo cloudrepo.io | 1% | 17 | 20 | 0 | 707 | |||
| Artifactory | 1% | 8,100 | 575 |
Google's top ten for the three searches hold 21 sites; 4 of them are among the sites the models cited here (harness.io, itechguides.com, jfrog.com, sonatype.com). 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 an enterprise B2B company?”Paraphrase“Which container registry would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade artifact and container registries and how do they differ?”Budget-constrained“What is the best artifact repository for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an artifact repository. What should we look at?”Negative“Which artifact and container registries should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5JFrog Artifactory, Sonatype Nexus RepositoryJFrog ArtifactoryChangedagainst: Docker Hubno first choiceSonatype Nexus Repositoryagainst: JFrog Artifactoryno first choiceagainst: Docker Hub
Four alternatives
AWS CodeArtifact, Cloudsmith, Google Artifact Registry, Microsoft Azure ArtifactsThree alternatives
Amazon ECR, Google Artifact Registry, Microsoft Azure Container RegistryOne alternative
CloudRepoGPT-5.4 miniJFrog ArtifactoryAWS ECR, Azure Container Registry, Google Artifact RegistryChangedJFrog Artifactoryagainst: Docker HubJFrog Artifactory Enterprise X / Enterprise+against: Sonatype Nexus Repositoryno first choicenothing named
Three alternatives
AWS CodeArtifact, Google Artifact Registry, Sonatype Nexus RepositoryThree alternatives
Harbor, JFrog Artifactory, Sonatype Nexus RepositoryFive alternatives
Amazon Elastic Container Registry, Azure Container Registry, Google Artifact Registry, Harbor, Sonatype Nexus RepositoryOne alternative
AWS CodeArtifactGemini 3.5 FlashJFrog ArtifactoryAmazon Elastic Container Registry, Azure Container Registry, JFrog ArtifactoryChangedagainst: Docker HubJFrog Artifactoryagainst: Amazon Elastic Container Registry, Azure Container Registry, GitHub Packages, GitLab Container/Dependency RegistryJFrog Artifactoryagainst: AWS CodeArtifact, Cloudsmith, Sonatype Cloud, Sonatype LifecycleGitHub, GitLab Ultimateagainst: Amazon Elastic Container Registry, Azure Container Registry, GitHub Packages, GitLab Container Registry, Google Artifact Registry, Harbor, Public Docker Hub, PyPI, public npm
Seven alternatives
AWS, Azure, Cloudsmith, GCP, GitHub, GitLab Packages, Sonatype LifecycleFive alternatives
GitHub Packages, GitLab Container Registry, Google Artifact Registry, Harbor, Sonatype Nexus RepositoryFour alternatives
Cloudsmith, Google Artifact Registry, Harbor, Sonatype Nexus RepositoryFour alternatives
CloudRepo, GitHub Packages, GitLab Package Registry, Inedo ProGetFour alternatives
AWS CodeArtifact, Google Artifact Registry, JFrog Artifactory, Sonatype LifecyclePerplexity SonarJFrog ArtifactoryAzure Container Registry, JFrog ArtifactoryChangedJFrog Artifactoryagainst: VerdaccioSonatype Nexus Repositoryagainst: JFrog Artifactoryno first choicenothing named
One alternative
Sonatype Nexus RepositoryTwo alternatives
Harbor, Mirantis Secure RegistryFour alternatives
Azure Artifacts, Google Artifact Registry, Harbor, Sonatype Nexus RepositoryOne alternative
CloudRepoGrok 4.1 FastJFrog ArtifactoryJFrog ArtifactoryHeldagainst: Docker HubJFrog Artifactory, Sonatype Nexus RepositoryJFrog Artifactory, Sonatype Nexus Repositoryagainst: AWS CodeArtifact, Azure Artifacts, Cloudsmith, GitHub Packages, Google Artifact RegistryJFrog Artifactoryagainst: AWS ECR Public, Azure Container Registry, Docker Hub, Google Artifact Registry
Four alternatives
AWS CodeArtifact, Azure Artifacts, Harbor, Sonatype Nexus RepositoryFive alternatives
AWS ECR, Azure Container Registry, Google Artifact Registry, Harbor, Red Hat QuaySix alternatives
AWS CodeArtifact, Azure Container Registry, Google Artifact Registry, Harbor, Inedo ProGet, Red Hat QuaySeven alternatives
AWS CodeArtifact, Azure Artifacts, Cloudsmith, Google Artifact Registry, Harbor, Quay, Sonatype Nexus RepositoryMistral SmallJFrog Artifactory, Sonatype Nexus RepositoryAmazon Elastic Container Registry, Azure Container Registry, Google Artifact RegistryChangedGoogle Artifact Registry, JFrog ArtifactoryJFrog Artifactoryagainst: CloudRepono first choicenothing named
Three alternatives
Docker Hub, Harbor, JFrog ArtifactoryFour alternatives
Amazon Elastic Container Registry, Azure Artifacts, Azure Container Registry, HarborDeepSeek V4 FlashJFrog Artifactory, Sonatype Nexus RepositoryHarborChangedJFrog Artifactoryagainst: GitHub Packages, GitLab Container RegistrySonatype Nexus Repositoryagainst: Google Artifact Registry, JFrog ArtifactoryArtifactoryagainst: CoreOS Quay, Docker Hub, GHCR, Google Container Registry, Helm's old ChartMuseum, Maven Central, Portus / ClearContainer registries, PyPI, Quay.io, crates.io, npm
One alternative
CloudsmithTwo alternatives
Amazon Elastic Container Registry, Red Hat QuayFive alternatives
Amazon Elastic Container Registry, Azure Container Registry, Google Artifact Registry, Harbor, Sonatype Nexus RepositoryTwo alternatives
CloudRepo, CloudsmithFive alternatives
Artifact Registry, Azure Artifacts, Cloudsmith, CodeArtifact, NexusLlama 4 MaverickAzure ArtifactsAmazon Elastic Container RegistryChangedArtifactoryCloudRepo, JFrog ArtifactorySecureStoragainst: Amazon Elastic Container Registry, Azure Container Registry, Docker Hub, Google Artifact Registry, JFrog Artifactory
One alternative
PackagecloudTwo alternatives
Cloudsmith, Docker HubOne alternative
Google Artifact RegistryTwo alternatives
JFrog Artifactory, Sonatype Nexus RepositoryQwen 3.7 FlashJFrog ArtifactoryVMware Tanzu Registry ServicesChangedJFrog Artifactoryagainst: Docker HubJFrog Artifactoryagainst: Cloud Storageno first choiceagainst: Docker Hub Public, GitHub Packages, Maven Central, NuGet, PyPI, npm
Three alternatives
AWS CodeArtifact, Azure Artifacts, Sonatype LifecycleFour alternatives
ACR, ECR, GCR, JFrog ArtifactoryFour alternatives
Amazon Elastic Container Registry, GitHub Packages, Google Artifact Registry, HarborTwo alternatives
GitHub Packages, Sonatype Nexus RepositoryKimi K2JFrog ArtifactoryJFrog Artifactory / JFrog Container RegistryChangedJFrog ArtifactorySonatype Nexus Repositoryagainst: GitHub Packages, GitLab, JFrog ArtifactoryJFrog Artifactoryagainst: GitHub Packagesagainst: Docker Hub, Google Container Registry
Two alternatives
Cloudsmith, Sonatype Nexus RepositoryFour alternatives
AWS ECR, Azure Container Registry, Google Artifact Registry, HarborSix alternatives
AWS ECR, Azure Container Registry, GitHub Packages, Google Artifact Registry, Harbor, Sonatype Nexus RepositoryOne alternative
HarborTwo alternatives
Cloudsmith, Sonatype Nexus RepositoryGLM 4.7 FlashXJFrog Artifactory, Sonatype Nexus RepositoryJFrog ArtifactoryChangedJFrog ArtifactorySonatype Nexus Repositoryno first choiceagainst: Docker Hub, GitHub Packages, Google Container Registry, JFrog Artifactory
One alternative
CloudsmithFour alternatives
Amazon ECR, Azure Container Registry, Google Artifact Registry, HarborSix alternatives
AWS ECR, Azure Container Registry, Cloudsmith, Google Artifact Registry, Harbor, Sonatype Nexus RepositoryThree alternatives
Azure Artifacts, Cloudsmith, JFrog ArtifactoryMiniMax M2.5JFrog Artifactory, Sonatype Nexus RepositoryJFrog Container RegistryChangedJFrog Artifactory, Sonatype Nexus Repositoryagainst: CloudsmithInedo ProGetagainst: AWS CodeArtifact, JFrog Artifactory, Sonatype LifecycleJFrog Artifactory Enterprise X / Enterprise+, Sonatype Nexus Repositoryagainst: Docker Hub
Three alternatives
Docker Trusted Registry, Mirantis Secure Registry, Red Hat QuayFive alternatives
AWS ECR, Azure Container Registry, GitHub Packages, Google Artifact Registry, HarborTwo alternatives
AWS CodeArtifact, Google Artifact RegistryGPT-6 LunaJFrog ArtifactoryAmazon ECR, Azure Container Registry, Google Artifact RegistryChangedJFrog Artifactoryagainst: GitLab Package and Container RegistryJFrog Artifactoryagainst: AWS CodeArtifactJFrog Artifactoryagainst: Azure Container Registry, Docker Hub, GitHub Packages, Google Artifact Registry, Google Container Registry, Sonatype Nexus Repository
Three alternatives
AWS CodeArtifact, Cloudsmith, Sonatype Nexus RepositoryOne alternative
JFrog ArtifactorySeven alternatives
Amazon ECR, Azure Container Registry, Cloudsmith, Google Artifact Registry, Harbor, Red Hat Quay, Sonatype Nexus RepositoryOne alternative
Sonatype LifecycleThree alternatives
AWS CodeArtifact, Cloudsmith, Sonatype Nexus RepositoryMuse Glimmer 30BSonatype Nexus RepositoryJFrog Artifactory / JFrog Container RegistryChangedJFrog ArtifactorySonatype Nexus Repositoryagainst: JFrog ArtifactoryJFrog Artifactoryagainst: Azure Container Registry, Docker Hub, GitHub Packages, JFrog Artifactory
Two alternatives
AWS CodeArtifact, JFrog ArtifactoryFour alternatives
Amazon ECR, Azure Container Registry, Harbor, Mirantis Secure RegistryFive alternatives
Amazon Elastic Container Registry, ECR, Azure Container Registry, ACR, Google Artifact Registry, Harbor, Sonatype Nexus RepositoryOne alternative
CloudRepoBold 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 00:31 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:59 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:03 | yes | 10 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:11 | yes | 16 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:16 | yes | 25 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:06 | yes | 12 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:18 | yes | 22 | 40 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:09 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:04 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:06 | yes | 19 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:07 | yes | 21 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:05 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:32 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:40 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:33 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:57 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:33 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:50 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:52 | yes | 22 | 50 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:15 | no | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:38 | yes | 21 | 38 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:49 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:33 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:37 | yes | 19 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:51 | yes | 23 | 49 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:55 | yes | 5 | 39 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:54 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:38 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:55 | yes | 14 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:54 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:37 | yes | 22 | 39 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:32 | yes | 15 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:37 | yes | 20 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:41 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:31 | yes | 20 | 66 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:38 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:26 | yes | 13 | 42 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:44 | yes | 17 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:18 | yes | 21 | 113 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:11 | yes | 14 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:42 | yes | 8 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:52 | yes | 23 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:56 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:45 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:41 | yes | 19 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:47 | yes | 17 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:21 | yes | 24 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:56 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:48 | yes | 23 | 74 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:02 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:29 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:47 | yes | 20 | 64 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:00 | yes | 23 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:56 | yes | 21 | 63 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:03 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:25 | yes | 20 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:57 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:25 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:33 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:01 | yes | 17 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:23 | yes | 19 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:46 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:43 | yes | 23 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:38 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:33 | yes | 10 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:41 | yes | 24 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:01 | yes | 20 | 43 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:06 | yes | 15 | 25 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:23 | yes | 4 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:36 | yes | 23 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:49 | yes | 26 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:51 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:16 | yes | 16 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:20 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:03 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:37 | yes | 5 | 23 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:54 | yes | 25 | 91 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:21 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:06 | yes | 15 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:31 | yes | 24 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:56 | yes | 25 | 162 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:26 | yes | 24 | 75 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:42 | yes | 5 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:02 | yes | 23 | 39 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
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.io) read as GitHub Packages
GitHub Packages/GHCR read as GitHub Packages
JFrog read as JFrog Artifactory
Sonatype read as Sonatype Lifecycle
Unresolved, counted raw
8gears
AWS ECR Public
Alibaba Cloud Container Registry (ACR)
Amazon Elastic Container Registry, ECR
Azure Container Registry, ACR
Cloud Storage (S3/Blob)
CoreOS Quay
Docker Hub Public
Docker Trusted Registry (DTR)
GitLab Container/Dependency Registry
GitLab Package and Container Registry
Google Container Registry legacy
Harbor-based Managed Services
Helm's old ChartMuseum
Iron Bank
Microsoft Azure Artifacts
Microsoft Azure Container Registry
Portus / ClearContainer registries
Public Docker Hub
SecureStor
Sonatype Cloud
Sonatype Nexus Firewall
VMware Tanzu Harbor
VMware Tanzu Registry Services (powered by Harbor)
crates.io
public npm
Discontinued, still offered
No shut-down product was recommended here.