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Index › Products › GitLab Package Registry · October 2026 Edition
GitLab · 1 category · Ranked

GitLab Package Registry

21Judge labels
7First choices
1Negative labels
9 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
8% in Artifact registries for small business buyers
Rank 12 of 89 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 10% of its 10 labels there were negative.
What the models named instead of GitLab Package Registry →
By buyer segmentRead the same way at every buyer size.
In artifact registries · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named GitLab Package Registry for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Artifact and container registriesDeveloper platform3%12 of 8910%10accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for GitLab Package Registry yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated GitLab Package Registry across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500101
GPT-5.4 mini00101
Gemini 3.5 Flash11013
Perplexity Sonar00000
Grok 4.1 Fast00101
Mistral Small00000
DeepSeek V4 Flash01001
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K210001
GLM 4.7 FlashX00101
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00101

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct5 labels3
Paraphrase0 labelsNone
Comparative3 labels2not counted in share
Budget-constrained8 labels3
Scale-constrained5 labels1
Negative0 labelsNone
First choiceAlternativeMentionNegative21 labels in all, every segment counted; 7 of the 9 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Start with GitLab Package Registry if you're not already locked into another platform - it's truly free with no hidden costs when self-hosted” Kimi K2 · Artifact registries · budget prompt · first choice
“the most cost-effective solution is to use their built-in package registries” Gemini 3.5 Flash · Artifact registries · budget prompt · first choice
“Strong Alternative If You Already Use GitLab: GitLab Package Registry” DeepSeek V4 Flash · Artifact registries · budget prompt · alternative
“Best for Ecosystem Integration (If Already Using GitLab or GitHub)” Gemini 3.5 Flash · Artifact registries · direct prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Cons: Often less mature in terms of advanced proxying, virtual repositories, and advanced binary management compared to dedicated tools.” Gemini 3.5 Flash · Artifact registries · scale prompt · soft negative

Named alongside

The products named in the same answers as GitLab Package Registry, over the 21 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and GitLab Package Registry was named but was not.
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ProductSame answerTook the first choice insteadHead to head
GitHub Packages18 of 210Not among the top eight
JFrog Artifactory14 of 212Not among the top eight
AWS CodeArtifact12 of 210Not among the top eight
Cloudsmith9 of 211Not among the top eight
Google Artifact Registry9 of 210Not among the top eight
Harbor8 of 210Not among the top eight
Azure Artifacts7 of 210Not among the top eight
Sonatype Nexus Repository OSS5 of 212Not among the top eight
Sonatype Nexus Repository5 of 211Not among the top eight
Sonatype Lifecycle5 of 210Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named GitLab Package Registry. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 16 of the 21 answers that named GitLab Package Registry and are not a share of its labels.

Domains cited

cloudrepo.io11
sonatype.com10
thectoclub.com9
imaginarycloud.com8
jfrog.com8
buildkite.com7
harness.io7
octopus.com6
docs.gitlab.comYour site5
github.com5

Seventy-one of the seventy-six domain citations in answers naming GitLab Package Registry came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

Where GitLab Package Registry stands in Google search beside where it stands in the models' answers.
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In search

Google, US estimates
Searches for its name, Google
320 a month (“gitlab package registry”)
AI search demand for its name, est.
22 a month
Its own site
It sits on GitLab's site (gitlab.com), so there are no site figures for it alone

In answers

This edition
Share of first choices
3%
rank 12 of 89 in artifact registries
Segment leader
14%
JFrog Artifactory
First choices
7 across its categories
Named in
21 answers
Its own site cited
in 16 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

Follow GitLab Package Registry

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

GitLab is the company behind GitLab Package Registry.
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In its own words

Stated by the vendor, not checked
Positioning
package repositories for GitLab, that allow you to install GitLab with a simple 'apt-get' command
For
coming from a manually downloaded Omnibus package
Not stated on the pages read
Price, starting price, free plan or trial, integrations, certifications, hosting, customers

What GitLab Package Registry's own pages state, read October 5, 2026: about.gitlab.com/upgrade-to-package-repository, about.gitlab.com/de-de/changes-to-packages-gitlab-com-what-you-need-to-know. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when GitLab Package Registry's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as GitLab Package Registry, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for GitLab Package Registry by email, built from the raw record of the edition. It shows:

  • where GitLab Package Registry is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name GitLab Package Registry, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at gitlab.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.