Kubernetes Ml Deployment MLOps Tools

There are 59 kubernetes ml deployment tools tracked. 6 score above 70 (verified tier). The highest-rated is dstackai/dstack at 90/100 with 2,062 stars and 149,507 monthly downloads. 6 of the top 10 are actively maintained.

Get all 59 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=mlops&subcategory=kubernetes-ml-deployment&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	dstackai/dstack dstack is an open-source control plane for running development, training,...	90	Verified	2,062	Python
2	skypilot-org/skypilot Run, manage, and scale AI workloads on any AI infrastructure. Use one system...	83	Verified	9,569	Python
3	m3dev/gokart Gokart solves reproducibility, task dependencies, constraints of good code,...	79	Verified	336	Python
4	ray-project/kuberay A toolkit to run Ray applications on Kubernetes	74	Verified	2,370	Go
5	volcano-sh/volcano A Cloud Native Batch System (Project under CNCF)	74	Verified	5,375	Go
6	kubeflow/kale Kubeflow’s superfood for Data Scientists	74	Verified	674	Python
7	run-house/kubetorch Distribute and run AI workloads on Kubernetes magically in Python, like...	65	Established	1,172	Python
8	clearml/clearml-server ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment...	64	Established	448	Python
9	secretflow/kuscia Kuscia(Kubernetes-based Secure Collaborative InfrA) is a K8s-based...	63	Established	137	Go
10	containers/omlmd OCI Artifact for ML model & metadata	62	Established	79	Python
11	kubeflow/arena A CLI for Kubeflow.	61	Established	809	Go
12	caraml-dev/merlin Kubernetes-friendly ML model management, deployment, and serving.	58	Established	183	Go
13	kubeflow/blog Kubeflow blog based on fastpages	58	Established	32	Jupyter Notebook
14	nebius/soperator Run Slurm in Kubernetes	58	Established	368	Go
15	raids-lab/crater Crater is a cloud-native AI training & inference platform.	57	Established	162	TypeScript
16	Meesho/BharatMLStack BharatMLStack is an open-source, end-to-end machine learning infrastructure...	56	Established	675	Go
17	kubeflow/kubeflow Machine Learning Toolkit for Kubernetes	55	Established	15,511	—
18	jay-johnson/deploy-to-kubernetes Deploy a distributed AI stack to a multi-host or single-host Kubernetes...	54	Established	83	Shell
19	microsoft/pai Resource scheduling and cluster management for AI	51	Established	2,685	JavaScript
20	SeldonIO/seldon-server Machine Learning Platform and Recommendation Engine built on Kubernetes	51	Established	1,477	Java
21	kubernetes-retired/kube-batch A batch scheduler of kubernetes for high performance workload, e.g. AI/ML,...	51	Established	1,092	Go
22	apache/submarine Submarine is Cloud Native Machine Learning Platform.	51	Established	705	Java
23	KusionStack/kusion Declarative Intent Driven Platform Orchestrator for Internal Developer...	50	Established	1,281	Go
24	burakince/mlflow Mlflow Docker Image	49	Emerging	26	Python
25	aws-samples/machine-learning-using-k8s Train and Deploy Machine Learning Models on Kubernetes using Amazon EKS	48	Emerging	169	—
26	kubeflow/example-seldon Example for end-to-end machine learning on Kubernetes using Kubeflow and Seldon Core	48	Emerging	172	Jupyter Notebook
27	katanaml/katana-skipper Simple and flexible ML workflow engine	48	Emerging	423	Python
28	deployKF/deployKF deployKF builds machine learning platforms on Kubernetes. We combine the...	47	Emerging	465	Shell
29	polyaxon/mloperator Machine learning operator & controller for Kubernetes	46	Emerging	94	Go
30	kubedl-io/kubedl Run your deep learning workloads on Kubernetes more easily and efficiently.	46	Emerging	531	Go
31	kleveross/ormb Docker for Your ML/DL Models Based on OCI Artifacts	45	Emerging	474	Go
32	kleveross/klever-model-registry Cloud Native Machine Learning Model Registry	45	Emerging	82	Go
33	microsoft/hivedscheduler Kubernetes Scheduler for Deep Learning	44	Emerging	264	Go
34	treebeardtech/kubeflow-bootstrap 🪐 1-click Kubeflow using ArgoCD	44	Emerging	72	Shell
35	provectus/sak-kubeflow 🚀 Deploy Kubeflow on AWS EKS with Terraform 🤖	44	Emerging	64	HCL
36	kleveross/klever Cloud Native ML/DL Platform	43	Emerging	133	—
37	Lightning-AI/ecosystem-ci Automate issue discovery for your projects against Lightning nightly and releases.	42	Emerging	46	Python
38	k3ai/k3ai A lightweight tool to get an AI Infrastructure Stack up in minutes not days....	40	Emerging	125	Go
39	m3dev/kannon Kannon is a wrapper for the gokart library that allows gokart tasks to be...	38	Emerging	26	Python
40	slai-labs/get-beam Run GPU inference and training jobs on serverless infrastructure that scales...	37	Emerging	102	Shell
41	kf5i/k3ai K3ai is a lightweight, fully automated, AI infrastructure-in-a-box solution...	37	Emerging	102	PowerShell
42	ParadigmAI/paradigm Hassle-free ML Pipelines on Kubernetes	33	Emerging	39	Python
43	kf5i/k3ai-core K3ai-core is the core library for the GO installer. Go installer will...	33	Emerging	24	Go
44	robolaunch/robot-operator Kubernetes Robot Operator for ROS/2 Based Robots	32	Emerging	30	Go
45	h2oai/h2o-kubernetes H2O Open Source Kubernetes operator and a command-line tool to ease...	32	Emerging	25	Rust
46	lambdazy/lzy Platform for a hybrid execution of ML workflows that transparently...	31	Emerging	72	Java
47	AICoE/thanos-openshift Thanos on OpenShift	31	Emerging	11	—
48	Roulbac/pulumi-eks-ml An infrastructure library for building scalable Machine Learning platforms on AWS.	31	Emerging	10	Python
49	AICoE/openshift_kubeflow_workshop Kubeflow on OpenShift	30	Emerging	14	Python
50	heyfey/vodascheduler GPU scheduler for elastic/distributed deep learning workloads in Kubernetes...	29	Experimental	34	Go
51	perlogix/dama a simplified machine learning container platform that helps teams get...	29	Experimental	77	Go
52	combinator-ml/combinator Combinator.ml's central repo, documentation and website	29	Experimental	30	Makefile
53	PapiHack/gai-demo Demo project of my talk for Galsen AI Dakar community on How to Deploy &...	28	Experimental	10	Python
54	ccheshirecat/volant Modular orchestration engine for microvms	28	Experimental	39	C
55	egdaemon/eg The only developer focused ci/cd platform.	27	Experimental	11	Go
56	ashishpatel26/Kubeflow-installation-on-windows-10 Kubeflow installation on windows 10/11	24	Experimental	17	—
57	ArdentMC/ai-streamliner The AI Streamliner Project	24	Experimental	24	Batchfile
58	hyper-ml/hyperML Frictionless Machine Learning on Kubernetes	20	Experimental	15	Go
59	myelintek/primehub-controller 🎮 PrimeHub Controller	16	Experimental	11	Go