Artifact and container registries
Asked as “artifact repository”, and as “container registry”, on behalf of a mid-market B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
28%
Contested · JFrog Artifactory 22%
28Sonatype Nexus Repository22JFrog Artifactory08Amazon ECR42others
28% of first choices, contested.
Since October 2026▲+6Since October 2026: 22% → 28%, +6 points. Inside the 11-point floor: within noise.Sonatype Nexus Repository held the lead, +6 points on 22%, inside the 11-point floor.
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.
Small businessGitHub Packages50%Clear leader▲+17Since October 2026: 33% → 50%, +17 points. Past the 11-point floor: movement.Standing →Mid-market
Sonatype Nexus Repository28%Contested▲+6Since October 2026: 22% → 28%, +6 points. Inside the 11-point floor: within noise.This pageEnterprise
JFrog Artifactory51%Clear leader▲+5Since October 2026: 46% → 51%, +5 points. Inside the 11-point floor: within noise.Standing →
Sonatype Nexus Repository28%Contested▲+6Since October 2026: 22% → 28%, +6 points. Inside the 11-point floor: within noise.This pageEnterpriseJFrog Artifactory51%Clear leader▲+5Since October 2026: 46% → 51%, +5 points. Inside the 11-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Sonatype Nexus Repository28%5%38accepted challenger▲+6Since October 2026: 22% → 28%, +6 points. Inside the 11-point floor: within noise.22% → 28%
Sonatype Nexus Repository28%5%38accepted challenger▲+6Since October 2026: 22% → 28%, +6 points. Inside the 11-point floor: within noise.22% → 28%02JFrog Artifactory22%14%57accepted challenger▲+8Since October 2026: 14% → 22%, +8 points. Inside the 11-point floor: within noise.14% → 22%
JFrog Artifactory22%14%57accepted challenger▲+8Since October 2026: 14% → 22%, +8 points. Inside the 11-point floor: within noise.14% → 22%03Amazon ECR8%7%14accepted challenger=heldSince October 2026: 8% → 8%, ±0 points. Inside the 11-point floor: within noise.8% → 8%
04GitHub Packages5%9%64accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%
05
Harbor5%5%42accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%
Harbor5%5%42accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%06Azure Container Registry5%6%35accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%
07Google Artifact Registry Lab in the set5%10%41accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%
08
Cloudsmith3%4%26accepted challenger▼−5Since October 2026: 8% → 3%, −5 points. Inside the 11-point floor: within noise.8% → 3%
Cloudsmith3%4%26accepted challenger▼−5Since October 2026: 8% → 3%, −5 points. Inside the 11-point floor: within noise.8% → 3%09Amazon Elastic Container Registry3%0%13accepted challenger▼−7Since October 2026: 10% → 3%, −7 points. Inside the 11-point floor: within noise.10% → 3%
10
Sonatype Lifecycle3%0%13accepted challenger▼−2Since October 2026: 5% → 3%, −2 points. Inside the 11-point floor: within noise.5% → 3%
Sonatype Lifecycle3%0%13accepted challenger▼−2Since October 2026: 5% → 3%, −2 points. Inside the 11-point floor: within noise.5% → 3%11
GitLab Package Registry2%10%21accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
GitLab Package Registry2%10%21accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%Show the four products at 0%, ordered by negative rate
15
Docker Hub0%52%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Docker Hub0%52%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14AWS ECR0%25%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
13Azure Artifacts0%5%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12AWS CodeArtifact0%0%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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 one time of 4; the other thirteen models two 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
Sonatype Nexus Repository vs HarborSonatype Nexus Repository vs Azure Container RegistrySonatype Nexus Repository vs Google Artifact RegistrySonatype Nexus Repository vs CloudsmithJFrog Artifactory vs Amazon ECRJFrog Artifactory vs GitHub PackagesJFrog Artifactory vs HarborJFrog Artifactory vs Azure Container RegistryJFrog Artifactory vs Google Artifact RegistryJFrog Artifactory vs CloudsmithAmazon ECR vs GitHub PackagesAmazon ECR vs HarborAmazon ECR vs Azure Container RegistryAmazon ECR vs Google Artifact RegistryAmazon ECR vs CloudsmithGitHub Packages vs HarborGitHub Packages vs Azure Container RegistryGitHub Packages vs Google Artifact RegistryGitHub Packages vs CloudsmithHarbor vs Azure Container RegistryHarbor vs Google Artifact RegistryHarbor vs CloudsmithAzure Container Registry vs Google Artifact RegistryAzure Container Registry vs CloudsmithGoogle Artifact Registry vs Cloudsmith
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 →
0102A03
G04
05A06
G07
08A09
1011A12
A13
A14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Sonatype Nexus Repository28%
Sonatype Nexus Repository28%02JFrog Artifactory22%
JFrog Artifactory22%03Amazon ECR8%
04GitHub Packages5%
05Harbor5%
Harbor5%06Azure Container Registry5%
07Google Artifact Registry5%
08Cloudsmith3%
Cloudsmith3%09Amazon Elastic Container Registry3%
10Sonatype Lifecycle3%
Sonatype Lifecycle3%11GitLab Package Registry2%
GitLab Package Registry2%12AWS CodeArtifact0%
13Azure Artifacts0%
14AWS ECR0%
15Docker Hub0%
Docker Hub0%What they warned about
Two 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 4.20, DeepSeek V4 Flash, 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 Hub52%
17 of 33 labels negative · 12 of 14 models · 8 hard negative
“Unverified Public Registries (e.g., Standard Docker Hub) ... they pose high risks because they allow anyone to push images.” Qwen 3.7 Flash, negative prompt
GitHub Packages
9%
6 of 64 labels negative · 6 of 14 models · 1 hard negative
“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
JFrog Artifactory14%
8 of 57 labels negative · 6 of 14 models · 1 hard negative
“Avoid JFrog for mid-market unless you specifically need its 60+ format support” Kimi K2, direct prompt
Google Artifact Registry
10%
4 of 41 labels negative · 4 of 14 models · 1 hard negative
“public registries like Docker Hub, GitHub Container Registry (GHCR), or Google Artifact Registry ... they pose high risks” Qwen 3.7 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
70 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. 759 links across 193 sites, every framing counted. Ranked by the number of answers carrying the site or page. 50 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · GitHub31 answers · 62 citations · 10 models
vendor site · Sonatype20 answers · 35 citations · 9 models
vendor site · JFrog17 answers · 26 citations · 7 models
17 answers · 17 citations · 10 models
17 answers · 17 citations · 10 models
vendor site · CloudRepo15 answers · 24 citations · 7 models
15 answers · 17 citations · 8 models
15 answers · 15 citations · 10 models
vendor site · Harness14 answers · 17 citations · 8 models
vendor site · G214 answers · 15 citations · 9 models
vendor site · SourceForge12 answers · 13 citations · 8 models
12 answers · 12 citations · 7 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.
18 answers · 8 models
17 answers · 10 models
15 answers · 9 models
15 answers · 10 models
14 answers · 8 models
13 answers · 7 models
12 answers · 7 models
10 answers · 7 models
9 answers · 4 models
8 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Sonatype sonatype.com Sonatype Nexus Repository 28%, Sonatype Lifecycle 3% | 32% | 121 | 720 | 38 | 71,814 company | $1,879 | 7 | 5 |
| JFrog Artifactory jfrog.com JFrog Artifactory 22%, JFrog Container Registry 3% | 25% | 155 | 2,900 | 172 | 38,697 | $37 | 120 | 1 |
| Amazon parent site Amazon ECR 8%, Amazon Elastic Container Registry 3% | 12% | 40 | 151,000,000 | 1,380,939 | ||||
| GitHub github.io GitHub Packages 5% | 5% | 135 | 1,500,000 | 31,479 | 3,010 | |||
| Harbor goharbor.io | 5% | 111 | 74,000 | 331,918 | 3,420 | |||
| Azure azure.com Azure Container Registry 5%, Azure Artifacts 0% | 5% | 90 | 301,000 | 47,904 | ||||
| Google Cloud google.cn Google Artifact Registry 5% | 5% | 102 | 165,000 | 7,596 | ||||
| Cloudsmith cloudsmith.com | 3% | 65 | 1,300 | 25 | 3,190 | $982 | 34 | |
| GitLab parent site GitLab Package Registry 2% | 2% | 45 | 90,500 | 4,844 | ||||
| Artifactory | 2% | 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, 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 mid-market B2B company?”Paraphrase“Which container registry would you recommend to a mid-sized B2B company?”Comparative“What are the top artifact and container registries and how do they differ?”Budget-constrained“What is the best artifact repository for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an artifact repository. What should we look at?”Negative“Which artifact and container registries should I avoid or be cautious about?”
Claude Haiku 4.5Artifactory, Nexus RepositoryJFrog Container RegistryChangedno first choiceNexus Repository OSSno first choiceagainst: Docker Hub
Three alternatives
AWS CodeArtifact, GitHub Packages, GitLab Package RegistryFour alternatives
AWS ECR, Azure Container Registry, GitHub Packages, HarborThree alternatives
Cloudsmith, Harbor, JFrog ArtifactoryThree alternatives
Apache Archiva, Artifactory Open Source, GitHub PackagesGPT-5.4 miniSonatype Nexus Repositoryagainst: GitHub PackagesAmazon ECR, Azure Container Registry, Google Artifact RegistryChangedno first choiceagainst: Google Container RegistrySonatype Nexus Repositoryno first choiceagainst: Container Registry
Two alternatives
AWS CodeArtifact, JFrog ArtifactoryOne alternative
JFrog ArtifactoryOne alternative
JFrog ArtifactoryGemini 3.5 FlashGitHub Packages, GitLab Package RegistryAmazon Elastic Container Registry, Azure Container Registry, Google Artifact RegistryChangedagainst: Docker Hub, JFrog Artifactoryno first choiceagainst: Docker HubSonatype Nexus Repositoryno first choiceagainst: Docker Hub, Docker Registry API v1, Google Container Registry, Kubernetes Legacy Registry, Public GHCR, Public Quay.io
Six alternatives
AWS CodeArtifact, Azure Artifacts, Cloudsmith, ECR, JFrog Artifactory, Sonatype Nexus RepositoryThree alternatives
CNCF Harbor, GitHub Packages, GitLab Package RegistryTen alternatives
AWS CodeArtifact, AWS Container Registry, Azure Artifacts, Azure Container Registry, GitHub Packages, GitLab Package Registry, Google Artifact Registry, Harbor, JFrog Artifactory, Sonatype Nexus RepositorySix alternatives
AWS CodeArtifact, AWS ECR, Azure Artifacts, GitHub Packages, GitLab Package Registry, Google Artifact RegistryPerplexity SonarCloudsmithAmazon ECRChangedagainst: Docker Hubno first choiceSonatype Nexus Repositoryagainst: Cloudsmithno first choiceagainst: Docker Hub
Four alternatives
AWS CodeArtifact, GitHub Packages, JFrog Artifactory, Sonatype Nexus RepositoryFive alternatives
Azure Container Registry, GitHub Packages, Google Artifact Registry, Harbor, JFrog ArtifactoryTen alternatives
Amazon ECR, Azure Container Registry, Cloudsmith, Docker Hub, GitHub Packages, GitLab Package Registry, Google Artifact Registry, Harbor, JFrog Artifactory, Sonatype Nexus RepositoryThree alternatives
AWS CodeArtifact, GitHub Packages, HarborGrok 4.20JFrog ArtifactoryGoogle Artifact RegistryChangedagainst: Docker Hub, JFrog Artifactoryno first choiceSonatype Nexus Repositoryagainst: JFrog ArtifactoryJFrog Artifactory, Sonatype Lifecycleagainst: ACR, Amazon ECR Public, Artifactory, Docker Hub, ECR, GCR, GitHub Packages, GitLab public, Google Artifact Registry public buckets, Nexus, Quay.io, exposed Docker Registry v2
Eight alternatives
AWS CodeArtifact, Azure Artifacts, Cloudsmith, GHCR, GitHub Packages, Harbor, ProGet, Sonatype LifecycleThree alternatives
Amazon Elastic Container Registry, Azure Container Registry, HarborEight alternatives
AWS, Cloudsmith, GCP Artifact Registry, GitHub Packages, GitLab Packages, Harbor, Reposilite, VerdaccioFive alternatives
AWS CodeArtifact, Azure Artifacts, Cloudsmith, GitHub Packages, HarborMistral SmallJFrog ArtifactoryJFrog ArtifactoryHeldagainst: Sonatype Nexus RepositoryGoogle Artifact RegistryHarbor, Sonatype Nexus Repositoryagainst: JFrog Artifactoryno first choiceagainst: Amazon ECR, Azure Container Registry, Docker Hub, GitHub Packages, Google Artifact Registry, Harbor
Six alternatives
AWS CodeArtifact, Azure Artifacts, Cloudsmith, Google Artifact Registry, Harbor, Sonatype Nexus RepositoryTwo alternatives
Amazon Elastic Container Registry, GitHub PackagesFive alternatives
Amazon Elastic Container Registry, Azure Artifacts, Azure Container Registry, Docker Hub, JFrog ArtifactoryDeepSeek V4 FlashGitHub Packages, JFrog ArtifactoryAmazon ECRChangedagainst: Docker Hub, GitLab Package RegistryJFrog Artifactory, Sonatype Nexus RepositorySonatype Nexus Repositoryagainst: JFrog ArtifactoryJFrog Artifactoryagainst: AWS ECR, Azure Container Registry, Docker Hub, Google Artifact Registry, JFrog Artifactory, Sonatype Nexus Repository
Five alternatives
AWS CodeArtifact, Azure Artifacts, Cloudsmith, Google Artifact Registry, Sonatype Nexus RepositoryThree alternatives
GitHub Packages, Harbor, JFrog ArtifactorySeven alternatives
Amazon Elastic Container Registry, Azure Artifacts, Azure Container Registry, Cloudsmith, GitHub Packages, Google Artifact Registry, HarborThree alternatives
AWS CodeArtifact, GitHub Packages, GitLab Package RegistryFive alternatives
AWS CodeArtifact, Azure Artifacts, Cloudsmith, GitHub Packages, Sonatype LifecycleLlama 4 MaverickJFrog ArtifactoryJFrog ArtifactoryHeldno first choiceSonatype Nexus Repositoryno first choiceagainst: DockerHub, Quay.io, gcr.io, ghcr.io
Four alternatives
Amazon Elastic Container Registry, GitHub Packages, Google Artifact Registry, Sonatype Nexus RepositoryThree alternatives
Amazon Elastic Container Registry, GitHub Packages, HarborThree alternatives
CloudRepo, GitHub Packages, JFrog ArtifactoryQwen 3.7 FlashJFrog Artifactoryno first choiceChangedagainst: Harborno first choiceSonatype Nexus Repositoryagainst: AWS ECRJFrog Artifactory, Sonatype Lifecycleagainst: Docker Hub, GitHub Packages, Google Artifact Registry
Five alternatives
AWS ECR, Azure Container Registry, GitLab Package Registry, Google Artifact Registry, Sonatype LifecycleSeven alternatives
Amazon ECR, Azure Container Registry, Cloudsmith, GitHub Packages, GitLab Package Registry, Google Artifact Registry, JFrog ArtifactorySeven alternatives
Amazon ECR, Azure Container Registry, Docker Hub, Google Artifact Registry, Harbor, JFrog Artifactory, Sonatype LifecycleFour alternatives
GitHub Packages, GitLab Package Registry, Harbor, JFrog ArtifactoryKimi K2Sonatype Nexus Repositoryagainst: JFrog ArtifactoryAzure Container Registry, GitHub PackagesChangedagainst: AWS ECR, Google Artifact Registryno first choiceArtifact KeeperJFrog Artifactoryagainst: ACR, Azure Artifacts, ECR, GARagainst: Docker Hub, GitHub Packages, PyPI, RubyGems, ghcr.io, npm Registry
Two alternatives
Cloudsmith, GitHub PackagesEight alternatives
Amazon Elastic Container Registry, Azure Container Registry, Docker Hub, GitHub Packages, Google Artifact Registry, Harbor, JFrog Artifactory, Sonatype Nexus RepositoryThree alternatives
Azure Artifacts, GitHub Packages, Sonatype Nexus RepositoryFour alternatives
Cloudsmith, Harbor, JFrog Cloud, Sonatype LifecycleGLM 4.7 FlashXSonatype Nexus RepositoryAmazon Elastic Container Registry, HarborChangedagainst: GitLab Package Registryno first choiceSonatype Nexus RepositoryJFrog Artifactory, Sonatype Nexus Repositoryagainst: Docker Hub
Two alternatives
Harbor, JFrog ArtifactoryTwo alternatives
Azure Container Registry, Google Artifact RegistryFive alternatives
GitHub Packages, GitLab Package Registry, Harbor, Reposilite, VerdaccioOne alternative
CloudsmithMiniMax M2.5Sonatype Nexus RepositoryHarbor, JFrog Container RegistryChangedno first choiceSonatype Nexus Repositoryno first choiceagainst: Docker Hub, PyPI, RubyGems, npm
Four alternatives
AWS CodeArtifact, GitHub Packages, Google Artifact Registry, JFrog ArtifactoryThree alternatives
Amazon ECR, GitHub, GitLab Package RegistryTen alternatives
Amazon Elastic Container Registry, Artifact Hub, Azure Container Registry, Cloudsmith, Docker Hub, GitHub Packages, Google Artifact Registry, Harbor, JFrog Artifactory, Sonatype Nexus RepositoryThree alternatives
Cloudsmith, GitHub Packages, JFrog ArtifactoryGPT-6 LunaCloudsmithAmazon ECRChangedno first choiceSonatype Nexus Repositoryno first choiceagainst: Docker Hub
Three alternatives
AWS CodeArtifact, JFrog Artifactory, Sonatype Nexus RepositoryThree alternatives
Artifact Registry, Azure Container Registry, GitHub PackagesEight alternatives
Amazon ECR, Azure Container Registry, Docker Hub, GitHub Packages, Google Artifact Registry, Harbor, JFrog Artifactory, Sonatype Nexus RepositoryTwo alternatives
AWS CodeArtifact, GitHub PackagesMuse Glimmer 30BJFrog ArtifactoryAmazon ECRChangedno first choiceagainst: Container RegistrySonatype Nexus Repositoryagainst: JFrog Artifactoryno first choiceagainst: Docker Hub, GitHub Packages, Quay.io
Two alternatives
Cloudsmith, Sonatype Nexus RepositoryFour alternatives
Azure Container Registry, Google Artifact Registry, Harbor, JFrog ArtifactoryFour alternatives
Artifact Keeper, GitHub Packages, Nexspence, ReposiliteBold 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.
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 | 2026-11-01 11:40 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:06 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:02 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:10 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:00 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:38 | yes | 20 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:55 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:41 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:41 | yes | 19 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:46 | yes | 22 | 53 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:39 | yes | 10 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:04 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:45 | yes | 14 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:39 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:05 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:22 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 18:53 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:00 | yes | 5 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:28 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:59 | yes | 22 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:09 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:14 | yes | 5 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:23 | yes | 15 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:42 | yes | 9 | 85 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:44 | yes | 5 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:45 | yes | 4 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:12 | yes | 13 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:23 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:33 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:09 | no | 0 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:44 | yes | 10 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:49 | yes | 5 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:14 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:35 | yes | 25 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:17 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:10 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:11 | yes | 17 | 58 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:07 | yes | 19 | 92 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:15 | yes | 10 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:46 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:23 | yes | 14 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:44 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:57 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:26 | no | 0 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:30 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:58 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:18 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:51 | yes | 21 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:33 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:00 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:37 | yes | 17 | 66 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:15 | yes | 21 | 317 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:17 | yes | 5 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:17 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:59 | yes | 13 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:43 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:00 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:58 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:47 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:58 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:23 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:21 | yes | 21 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:47 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:01 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:46 | yes | 23 | 84 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:02 | yes | 15 | 124 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:13 | yes | 5 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:25 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:36 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:47 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:29 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:01 | yes | 5 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 19:13 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:45 | yes | 5 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:05 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 25 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:35 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:41 | yes | 5 | 19 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:09 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:25 | yes | 24 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:55 | yes | 25 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 6 | 10 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:05 | yes | 25 | 33 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
Azure Container Registry, 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 & GitHub Container Registry (GHCR) read as GitHub Packages
GitLab Community Edition (Self-Hosted) read as GitLab Package Registry
GitLab Container Registry read as GitLab Package Registry
GitLab Package & Container Registry read as GitLab Package Registry
Google Cloud Artifact Registry read as Google Artifact Registry
JFrog Artifactory / JFrog Container Registry read as JFrog Artifactory
Sonatype Nexus Community Edition read as Sonatype Nexus Repository
Sonatype Nexus Repository Community Edition read as Sonatype Nexus Repository
Sonatype Nexus Repository OSS read as Sonatype Nexus Repository
Sonatype Nexus Repository OSS (Open Source Edition) read as Sonatype Nexus Repository
Unresolved, counted raw
AWS Container Registry (ECR)
Amazon ECR – AWS Elastic Container Registry
Apt-Cacher-NG
Artifactory Open Source
Athens
Devpi
Distribution
Docker Registry API v1
Docker Registry/Harbor
GitLab Pkg Reg
GitLab public
Gitea Packages
Google Artifact Registry public buckets
JFrog Cloud
Kubernetes Legacy Registry (`k8s.gcr.io`)
Nexspence
Public GHCR
Public Quay.io
Pulp
Red Hat Quay.io
Sonatype Nexus Repository Manager
exposed Docker Registry v2
Discontinued, still offered
No shut-down product was recommended here.