KitOps Compatible Tools
KitOps ModelKits integrate seamlessly with the tools your team already uses for model development, CI/CD, registry management, and production deployment.
Built on Open Container Initiative (OCI) standards, KitOps works anywhere containers do — across cloud, on-prem, or local environments.
⚡ KitOps is trusted by teams using GitLab, MLFlow, Weights & Biases, Jupyter, Hugging Face, Kubernetes, KServe, Red Hat OpenShift, and more!
The KitOps community has built some great integrations:
- Import directly from Hugging Face
- Example workflows for CI/CD platforms
- Outputting ModelKits directly from MLFlow
- Deploying to any Kubernetes distribution
- Working with ML in KServe
🗄️ KitOps Compliant OCI Registries (A-Z)
The most fully-featured model registry integration for ModelKits is the Jozu Hub, however, many users find it easiest to store their ModelKits in an existing enterprise container registry:
- Amazon Elastic Container Registry (ECR)
- Azure Container Registry
- Docker Hub
- GitHub Packages Container Registry
- GitLab Container Registry
- Google Artifact Registry
- Harbor
- IBM Cloud Container Registry
- JFrog Artifactory
- Jozu Hub
- Red Hat Quay.io
- Sonatype Nexus
- Zed Registry
🤖 KitOps Compatible MLOps Tools (A-Z)
KitOps works with nearly all ML pipeline tools, AI model deployment tools, and open source MLOps tools:
- Amazon SageMaker
- Azure ML
- Clear ML
- Comet ML
- Databricks
- DataRobot
- Domino
- DvC
- Google Vertex
- Google Kubernetes Service (GKS)
- Google Container Platform (GCP)
- Hugging Face
- Jupyter notebooks
- Kubeflow
- Marimo
- MLFlow
- ModelScan
- Neptune.ai
- NVIDIA Triton and Run.ai
- OctoML
- Prefect
- Ray
- Red Hat InstructLab
- Red Hat OpenShift AI
- Seldon
- Tensorflow Hub
- Weights & Biases
- ZenML
🏭 KitOps Compatible Serving Platforms (A-Z)
KitOps works perfectly with any serving platform that accepts containers:
- Amazon Elastic Kubernetes Service (EKS)
- Amazon Elastic Compute Cloud (EC2)
- Amazon Fargate
- Amazon Lambda
- Azure Kubernetes Service (AKS)
- Azure Cloud
- IBM Cloud
- Kubernetes
- Kserve
- Red Hat OpenShift
- VMware
🛠️ KitOps Compatible Pipeline & Storage Tools (A-Z)
Thanks to its OCI-compatibility, KitOps works nearly any tool:
- Amazon S3
- Argo CD
- BitBucket Pipelines
- Circle CI
- Dagger
- Flux CI/CD
- Git
- Git LFS
- GitHub Actions
- GitLab Pipelines
- Jenkins CI/CD
- Kubeflow
- Spinnaker
- Tekton
- Travis CI
🤩 Community Feedback
If you've used KitOps with a product or project we've missed, please open an issue in our GitHub repository.
For help please join our Discord community.