All MLOps Tools

599 tools ranked by quality score

Showing 1–100 of 599

#	Tool	Score	Tier	Category	Stars	Language
1	ray-project/ray Ray is an AI compute engine. Ray consists of a core distributed runtime and...	99	Verified	ml-platform-builder	41,767	Python
2	apache/airflow Apache Airflow - A platform to programmatically author, schedule, and...	98	Verified	mlops-workflow-orchestration	44,620	Python
3	feast-dev/feast The Open Source Feature Store for AI/ML	97	Verified	model-inference-serving	6,793	Python
4	clearml/clearml ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment...	94	Verified	mlops-workflow-orchestration	6,565	Python
5	great-expectations/great_expectations Always know what to expect from your data.	94	Verified	ml-platform-builder	11,270	Python
6	zenml-io/zenml ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.	91	Verified	autonomous-agent-frameworks	5,266	Python
7	Eventual-Inc/Daft High-performance data engine for AI and multimodal workloads. Process...	90	Verified	question-answering-systems	5,301	Rust
8	mlflow/mlflow The open source AI engineering platform. MLflow enables teams of all sizes...	90	Verified	mlops-end-to-end	24,762	Python
9	bentoml/BentoML The easiest way to serve AI apps and models - Build Model Inference APIs,...	89	Verified	llm-inference-serving	8,516	Python
10	mlrun/mlrun MLRun is an open source MLOps platform for quickly building and managing...	88	Verified	mlops-workflow-orchestration	1,656	Python
11	openlit/openlit Open source platform for AI Engineering: OpenTelemetry-native LLM...	86	Verified	llm-observability-monitoring	2,281	Python
12	datachain-ai/datachain Analytics, Versioning and ETL for multimodal data: video, audio, PDFs, images	86	Verified	llm-orchestration-platforms	2,729	Python
13	evidentlyai/evidently Evidently is an open-source ML and LLM observability framework. Evaluate,...	84	Verified	llm-observability-monitoring	7,298	Jupyter Notebook
14	wandb/wandb The AI developer platform. Use Weights & Biases to train and fine-tune...	84	Verified	ml-platform-builder	10,897	Python
15	dstackai/dstack dstack is an open-source control plane for running development, training,...	83	Verified	kubernetes-ml-deployment	2,062	Python
16	combust/mleap MLeap: Deploy ML Pipelines to Production	83	Verified	ml-api-deployment	1,536	Scala
17	skypilot-org/skypilot Run, manage, and scale AI workloads on any AI infrastructure. Use one system...	83	Verified	kubernetes-ml-deployment	9,569	Python
18	Avaiga/taipy Turns Data and AI algorithms into production-ready web applications in no time.	81	Verified	ml-platform-builder	19,118	Python
19	kedro-org/kedro Kedro is a toolbox for production-ready data science. It uses software...	80	Verified	mlops-framework-directories	10,786	Python
20	kedro-org/kedro-viz Visualise your Kedro data and machine-learning pipelines and track your experiments.	80	Verified	ml-platform-builder	743	JavaScript
21	argoproj-labs/hera Hera makes Python code easy to orchestrate on Argo Workflows through native...	79	Verified	mlops-workflow-orchestration	881	Python
22	Netflix/metaflow Build, Manage and Deploy AI/ML Systems	77	Verified	agent-framework-sdks	9,936	Python
23	argoproj/argo-workflows Workflow Engine for Kubernetes	76	Verified	mlops-workflow-orchestration	16,517	Go
24	flyteorg/flytekit Extensible Python SDK for developing Flyte tasks and workflows. Simple to...	76	Verified	ml-platform-builder	313	Python
25	kubeflow/pipelines Machine Learning Pipelines for Kubeflow	76	Verified	mlops-workflow-orchestration	4,099	Python
26	kserve/kserve Standardized Distributed Generative and Predictive AI Inference Platform for...	76	Verified	llm-evaluation-platforms	5,200	Go
27	nndeploy/nndeploy 一款简单易用和高性能的AI部署框架 \| An Easy-to-Use and High-Performance AI Deployment Framework	75	Verified	llm-inference-serving	1,762	C++
28	volcano-sh/volcano A Cloud Native Batch System (Project under CNCF)	74	Verified	kubernetes-ml-deployment	5,375	Go
29	Labelbox/labelbox-python The data factory for next gen AI	74	Verified	ml-platform-builder	146	Python
30	FedML-AI/FedML FEDML - The unified and scalable ML library for large-scale distributed...	74	Verified	lightweight-agent-frameworks	4,010	Python
31	ovg-project/kvcached Virtualized Elastic KV Cache for Dynamic GPU Sharing and Beyond	73	Verified	kv-cache-optimization	804	Python
32	m3dev/gokart Gokart solves reproducibility, task dependencies, constraints of good code,...	72	Verified	kubernetes-ml-deployment	336	Python
33	deepflowio/deepflow eBPF Observability - Distributed Tracing and Profiling	72	Verified	llm-observability-monitoring	3,783	Go
34	ml-tooling/opyrator 🪄 Turns your machine learning code into microservices with web API,...	71	Verified	ml-api-deployment	3,138	Python
35	maximhq/bifrost Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load...	71	Verified	llm-orchestration-routing	2,853	Go
36	opensolon/solon 🔥 Java enterprise application development framework for full scenario:...	71	Verified	java-mcp-servers	2,712	Java
37	mosecorg/mosec A high-performance ML model serving framework, offers dynamic batching and...	71	Verified	apple-silicon-llm-inference	893	Python
38	OpenSTEF/openstef Automated Machine Learning pipelines. Builds the Open Short Term Energy...	71	Verified	energy-sector-forecasting	135	HTML
39	polyaxon/traceml Engine for ML/Data tracking, visualization, explainability, drift detection,...	71	Verified	ml-platform-builder	530	Python
40	netdata/netdata The fastest path to AI-powered full stack observability, even for lean teams.	70	Verified	anomaly-detection-systems	78,047	C
41	polyaxon/haupt Lineage metadata API, artifacts streams, sandbox, API, and spaces for Polyaxon	70	Verified	mlops-workflow-orchestration	451	Python
42	neptune-ai/neptune-client 📘 The experiment tracker for foundation model training	70	Verified	llm-learning-resources	620	Python
43	Kiln-AI/Kiln Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents,...	70	Verified	llm-observability-platforms	4,699	Python
44	statmike/vertex-ai-mlops Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations	69	Established	mlops-workflow-orchestration	683	Jupyter Notebook
45	AgnostiqHQ/covalent Pythonic tool for orchestrating machine-learning/high...	69	Established	chemical-property-ml	856	Python
46	mozilla/bugbug Platform for Machine Learning projects on Software Engineering	69	Established	ai-literacy-education	558	Python
47	mlflow-oidc/mlflow-oidc-auth MLflow Tracking Server OIDC Auth plugin	68	Established	mlops-workflow-orchestration	103	Python
48	kubeflow/trainer Distributed AI Model Training and LLM Fine-Tuning on Kubernetes	67	Established	llm-inference-serving	2,050	Go
49	flyteorg/flyte Dynamic, resilient AI orchestration. Coordinate data, models, and compute as...	67	Established	ai-workflow-orchestration	6,884	Go
50	kubeflow/kale Kubeflow’s superfood for Data Scientists	67	Established	kubernetes-ml-deployment	674	Python
51	txn2/kubefwd Bulk port forwarding Kubernetes services for local development.	67	Established	kubernetes-container-orchestration	4,066	Go
52	ray-project/kuberay A toolkit to run Ray applications on Kubernetes	67	Established	kubernetes-ml-deployment	2,370	Go
53	dotimplement/HealthChain Open-source SDK for healthcare AI: FHIR endpoints, EHR integration, and...	65	Established	healthcare-ai-diagnostics	182	Python
54	kubeshop/testkube ☸️ Testkube is a Test Orchestration Platform for Cloud Native Applications	64	Established	ai-test-automation	1,573	Go
55	datajuicer/data-juicer Data processing for and with foundation models! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷	64	Established	llm-data-labeling	6,051	Python
56	dermatologist/pyomop Python package for managing OHDSI clinical data models. Includes support for...	63	Established	llm-data-labeling	60	Python
57	SeldonIO/seldon-core An MLOps framework to package, deploy, monitor and manage thousands of...	63	Established	mlops-workflow-orchestration	4,733	Go
58	clearml/clearml-serving ClearML - Model-Serving Orchestration and Repository Solution	63	Established	model-inference-serving	161	Python
59	weibaohui/k8m 一款轻量级、跨平台的 Mini Kubernetes AI...	63	Established	kubernetes-ai-dashboards	794	Go
60	k8sgpt-ai/k8sgpt Giving Kubernetes Superpowers to everyone	63	Established	local-llm-deployment	7,529	Go
61	getindata/kedro-vertexai Kedro Plugin to support running workflows on GCP Vertex AI Pipelines	63	Established	ml-platform-builder	38	Python
62	kitops-ml/kitops An open source DevOps tool from the CNCF for packaging and versioning AI/ML...	63	Established	mlops-end-to-end	1,313	Go
63	systemd/mkosi 💽 Build Bespoke OS Images	61	Established	disk-imaging-tools	1,798	Python
64	polyaxon/polyaxon MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle	61	Established	mlops-workflow-orchestration	3,698	—
65	Netflix/maestro Maestro: Netflix’s Workflow Orchestrator	61	Established	mlops-workflow-orchestration	3,735	Java
66	tencentmusic/cube-studio cube...	60	Established	llm-internals-visualization	4,882	Python
67	kubeflow/katib Automated Machine Learning on Kubernetes	60	Established	kubernetes-llm-serving	1,666	Python
68	lakehq/sail LakeSail's computation framework with a mission to unify batch processing,...	60	Established	model-inference-serving	1,183	Rust
69	logicalclocks/hopsworks Hopsworks - Data-Intensive AI platform with a Feature Store	60	Established	ml-experiment-tracking	1,288	Java
70	controlplaneio-fluxcd/flux-operator GitOps on Autopilot Mode	59	Established	kubernetes-container-orchestration	548	Go
71	kubeflow/kubeflow Machine Learning Toolkit for Kubernetes	59	Established	kubernetes-ml-deployment	15,511	—
72	SuperCowPowers/workbench Workbench: An easy to use Python API for creating and deploying AWS SageMaker Models	59	Established	sagemaker-ml-platforms	50	Python
73	neptune-ai/neptune-query Read-only API for fetching metadata tracked with the Neptune logging client.	59	Established	ml-platform-builder	4	Python
74	beam-cloud/beta9 Ultrafast serverless GPU inference, sandboxes, and background jobs	58	Established	kubernetes-llm-serving	1,602	Go
75	ramitsurana/awesome-kubernetes A curated list for awesome kubernetes sources :ship::tada:	58	Established	mlops-framework-directories	15,832	Shell
76	SkeneTechnologies/skene Product-Led Growth (PLG) analysis toolkit that detects tech stacks, plans...	58	Established	agent-orchestration-frameworks	27	Go
77	run-house/kubetorch Distribute and run AI workloads on Kubernetes magically in Python, like...	58	Established	kubernetes-ml-deployment	1,172	Python
78	omegaml/omegaml MLOps simplified. One-stop AI delivery platform, all the features you need.	58	Established	llm-evaluation-platforms	106	Python
79	pixie-io/pixie Instant Kubernetes-Native Application Observability	58	Established	anomaly-detection-systems	6,374	C++
80	clearml/clearml-server ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment...	57	Established	kubernetes-ml-deployment	448	Python
81	awslabs/awsome-distributed-training Collection of best practices, reference architectures, model training...	57	Established	aws-bedrock-applications	402	Shell
82	oracle/oci-mlflow The Oracle Cloud Infrastructure (OCI) MLflow plugin empowers users of OCI by...	57	Established	mlops-workflow-orchestration	29	Python
83	meta-pytorch/torchx TorchX is a universal job launcher for PyTorch applications. TorchX is...	57	Established	gradient-descent-optimizers	421	Python
84	claimed-framework/claimed The goal of CLAIMED is to enable low-code/no-code rapid prototyping style...	57	Established	ml-experiment-tracking	2,316	Jupyter Notebook
85	SeldonIO/MLServer An inference server for your machine learning models, including support for...	57	Established	model-inference-serving	875	Python
86	kubeflow/arena A CLI for Kubeflow.	57	Established	kubernetes-ml-deployment	809	Go
87	Tandemn-Labs/tandemn-tuna A hybrid router that uses Spot GPU instances to reduce costs and Serverless...	56	Established	mlops-end-to-end	22	Python
88	runpod/containers 🐳 \| Dockerfiles for the Runpod container images used for our official templates.	56	Established	diffusion-deployment-infrastructure	225	Jupyter Notebook
89	techiescamp/mlops-for-devops MLOps for DevOps Engineers - A hands-on, project-based guide to Machine...	56	Established	mlops-end-to-end	237	Python
90	vitalops/datatune Agentic data transformation on infinite amounts of data	56	Established	agent-framework-patterns	143	Python
91	Netflix/metaflow-service :rocket: Metadata tracking and UI service for Metaflow!	56	Established	mlops-workflow-orchestration	227	Python
92	aws-samples/mlops-e2e MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline...	56	Established	mlops-end-to-end	158	TypeScript
93	secretflow/kuscia Kuscia(Kubernetes-based Secure Collaborative InfrA) is a K8s-based...	56	Established	kubernetes-ml-deployment	137	Go
94	kserve/website User documentation for KServe.	56	Established	generic-project-templates	109	MDX
95	kubeflow/sdk Universal Python SDK to run AI workloads on Kubernetes	56	Established	llm-provider-sdks	84	Python
96	containers/omlmd OCI Artifact for ML model & metadata	55	Established	kubernetes-ml-deployment	79	Python
97	ATOMScience-org/AMPL The ATOM Modeling PipeLine (AMPL) is an open-source, modular, extensible...	55	Established	chemical-property-ml	144	Jupyter Notebook
98	kubesphere/kubesphere The container platform tailored for Kubernetes multi-cloud, datacenter, and...	55	Established	kubernetes-ai-dashboards	16,868	Go
99	raminmohammadi/MLOps Machine Learning In Production (MLOps)	54	Established	mlops-workflow-orchestration	278	Jupyter Notebook
100	oracle/accelerated-data-science ADS is the Oracle Data Science Cloud Service's python SDK supporting, model...	54	Established	data-science-bootcamps	123	Python

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