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Instead of GitLab Package Registry
GitLab Package Registry alternatives
GitLab Package Registry gives teams a place to publish packages that downstream projects can use as dependencies. It can serve private or public registries, supports multiple package types in a project, and works with GitLab CI/CD to build or import packages using CI_JOB_TOKEN authentication. Generally available formats include Generic packages, Helm, Maven, npm, NuGet and PyPI; Composer and Conan are beta, while Debian, Go and Ruby gems are experiments. The Free plan costs nothing/month, with limits including five users per top-level group, 400 monthly compute minutes and 10 GiB adjustable storage. Premium costs $29 per user/month billed annually.
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Comet
Free plan APILinuxMac+3Teams tracking experiments and evaluating generative AI applications — Comet centers on AI experiment tracking and LLM observability, evaluation and tracing rather than package publishing.
Free plan · paid from $19/user/mo Visit site - 2
Weights & Biases
Free plan AndroidAPIiPhone+5AI teams needing experiment tracking and model governance — Weights & Biases adds experiment tracking, AI application monitoring, and a registry for versioned models and datasets.
Free plan · paid from $60/mo · 30-day trial Visit site - 3
ClearML
Free plan APILinuxMac+3Teams managing AI infrastructure across varied environments — ClearML combines AI development tools with GPU infrastructure management and GenAI deployment, beyond GitLab’s package registry and CI/CD.
Free plan · paid from $15/user/mo Visit site - 4
MLRun
Free plan APILinuxMac+3Teams orchestrating machine-learning and generative-AI lifecycles — MLRun automates ML and LLM workflows and provides a feature store, rather than focusing on package hosting.
Open source · 14-day trial Visit site - 5
TensorBoard
Free plan APILinuxMac+3TensorFlow users inspecting training behavior — TensorBoard visualizes and profiles TensorFlow experiments instead of publishing dependencies for downstream projects.
Free plan Visit site - 6
Trackio
Free plan APILinuxMac+3Python experiment tracking with local or self-hosted logs — Trackio is a lightweight experiment-tracking library with a dashboard and flexible log storage, not a package registry.
Free plan Visit site - 7
ZenML
Free plan APILinuxMac+3Python teams orchestrating AI and machine-learning pipelines — ZenML orchestrates Python pipelines and versions step results, while GitLab Package Registry publishes dependency packages.
Free plan · paid from $999/mo Visit site - 8
Innoslate
Free plan APISelf-hostedWeb+1 - 9
ONES
Free plan APISelf-hostedWeb - 10
Rally Software
Free plan APISelf-hostedWeb - 11
Tuleap
Free plan APILinuxSelf-hosted+1 - 12
SAP Cloud ALM
Free plan APIWeb - 13
Azure Test Plans
Free trial APIExtensionLinux+4 - 14
IBM Targetprocess
Free trial APIWeb - 15
Digital.ai TeamForge
Paid APILinuxSelf-hosted+1 - 16
Kovair ALM
Paid AndroidAPIiPhone+2 - 17
TechExcel ProjectOne ALM
Free trial AndroidiPhoneSelf-hosted+2 - 18
TechExcel DevSuite
Free trial Self-hostedWebWindows - 19
Orcanos
Paid APIWeb - 20
SAP Extended Enterprise Content Management by OpenText
by SAP Extended Enterprise Content Management by OpenTextPaid AndroidiPhoneLinux+4 - 21
IBM Engineering Lifecycle Management
Paid Web - 22
Codebeamer
Paid Web - 23
Perforce ALM (formerly Helix ALM)
Paid LinuxMacWeb+1 - 24
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PTC RV&S
Paid LinuxWebWindows - 26
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OpenText Portfolio & Strategy
Paid Web - 28
Polarion QA
Paid Web - 29 4.2 Visit site
Readers may look elsewhere when they need formats GitLab does not support, such as Conda, CRAN, RPM or Swift, or when their work centers on machine-learning experiments, model lifecycles or AI infrastructure rather than package publishing. GitLab’s registry runs on GitLab.com, Self-Managed and Dedicated, with API administration and project-role access controls. Compare each alternative’s focus, deployment choices and price with those registry and CI/CD needs; also consider whether its experiment tracking, model or dataset management, orchestration and monitoring fit the workflow better.
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