All MLOps Tools

2,112 tools ranked by quality score

Showing 1–100 of 2,112

#	Tool	Score	Tier	Category	Stars	Language
1	mlflow/mlflow The open source AI engineering platform. MLflow enables teams of all sizes...	87	Verified	mlops-end-to-end	24,762	Python
2	ray-project/ray Ray is an AI compute engine. Ray consists of a core distributed runtime and...	86	Verified	ml-platform-builder	41,767	Python
3	apache/airflow Apache Airflow - A platform to programmatically author, schedule, and...	85	Verified	mlops-workflow-orchestration	44,620	Python
4	great-expectations/great_expectations Always know what to expect from your data.	84	Verified	ml-platform-builder	11,270	Python
5	feast-dev/feast The Open Source Feature Store for AI/ML	84	Verified	model-inference-serving	6,793	Python
6	kedro-org/kedro-viz Visualise your Kedro data and machine-learning pipelines and track your experiments.	83	Verified	ml-platform-builder	743	JavaScript
7	mlrun/mlrun MLRun is an open source MLOps platform for quickly building and managing...	82	Verified	mlops-workflow-orchestration	1,656	Python
8	polyaxon/traceml Engine for ML/Data tracking, visualization, explainability, drift detection,...	82	Verified	ml-platform-builder	530	Python
9	wandb/wandb The AI developer platform. Use Weights & Biases to train and fine-tune...	81	Verified	ml-platform-builder	10,897	Python
10	clearml/clearml ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment...	81	Verified	mlops-workflow-orchestration	6,565	Python
11	zenml-io/zenml ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.	80	Verified	autonomous-agent-frameworks	5,266	Python
12	skypilot-org/skypilot Run, manage, and scale AI workloads on any AI infrastructure. Use one system...	80	Verified	kubernetes-ml-deployment	9,569	Python
13	openlit/openlit Open source platform for AI Engineering: OpenTelemetry-native LLM...	78	Verified	llm-observability-monitoring	2,281	Python
14	kedro-org/kedro Kedro is a toolbox for production-ready data science. It uses software...	77	Verified	mlops-framework-directories	10,786	Python
15	dstackai/dstack dstack is an open-source control plane for running development, training,...	77	Verified	kubernetes-ml-deployment	2,062	Python
16	Eventual-Inc/Daft High-performance data engine for AI and multimodal workloads. Process...	77	Verified	question-answering-systems	5,301	Rust
17	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	76	Verified	llm-inference-serving	1,762	C++
18	bentoml/BentoML The easiest way to serve AI apps and models - Build Model Inference APIs,...	76	Verified	llm-inference-serving	8,516	Python
19	Netflix/metaflow Build, Manage and Deploy AI/ML Systems	74	Verified	agent-framework-sdks	9,936	Python
20	ovg-project/kvcached Virtualized Elastic KV Cache for Dynamic GPU Sharing and Beyond	74	Verified	kv-cache-optimization	804	Python
21	argoproj-labs/hera Hera makes Python code easy to orchestrate on Argo Workflows through native...	73	Verified	mlops-workflow-orchestration	881	Python
22	datachain-ai/datachain Analytics, Versioning and ETL for multimodal data: video, audio, PDFs, images	73	Verified	llm-orchestration-platforms	2,729	Python
23	kserve/kserve Standardized Distributed Generative and Predictive AI Inference Platform for...	73	Verified	llm-evaluation-platforms	5,200	Go
24	argoproj/argo-workflows Workflow Engine for Kubernetes	73	Verified	mlops-workflow-orchestration	16,517	Go
25	mozilla/bugbug Platform for Machine Learning projects on Software Engineering	73	Verified	ai-literacy-education	558	Python
26	flyteorg/flytekit Extensible Python SDK for developing Flyte tasks and workflows. Simple to...	73	Verified	ml-platform-builder	313	Python
27	statmike/vertex-ai-mlops Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations	73	Verified	mlops-workflow-orchestration	683	Jupyter Notebook
28	kubeflow/pipelines Machine Learning Pipelines for Kubeflow	73	Verified	mlops-workflow-orchestration	4,099	Python
29	kubeshop/testkube ☸️ Testkube is a Test Orchestration Platform for Cloud Native Applications	71	Verified	ai-test-automation	1,573	Go
30	Avaiga/taipy Turns Data and AI algorithms into production-ready web applications in no time.	71	Verified	ml-platform-builder	19,118	Python
31	ray-project/kuberay A toolkit to run Ray applications on Kubernetes	71	Verified	kubernetes-ml-deployment	2,370	Go
32	Labelbox/labelbox-python The data factory for next gen AI	71	Verified	ml-platform-builder	146	Python
33	kubeflow/kale Kubeflow’s superfood for Data Scientists	71	Verified	kubernetes-ml-deployment	674	Python
34	evidentlyai/evidently Evidently is an open-source ML and LLM observability framework. Evaluate,...	71	Verified	llm-observability-monitoring	7,298	Jupyter Notebook
35	kubeflow/trainer Distributed AI Model Training and LLM Fine-Tuning on Kubernetes	71	Verified	llm-inference-serving	2,050	Go
36	volcano-sh/volcano A Cloud Native Batch System (Project under CNCF)	71	Verified	kubernetes-ml-deployment	5,375	Go
37	mosecorg/mosec A high-performance ML model serving framework, offers dynamic batching and...	70	Verified	apple-silicon-llm-inference	893	Python
38	kitops-ml/kitops An open source DevOps tool from the CNCF for packaging and versioning AI/ML...	70	Verified	mlops-end-to-end	1,313	Go
39	polyaxon/haupt Lineage metadata API, artifacts streams, sandbox, API, and spaces for Polyaxon	70	Verified	mlops-workflow-orchestration	451	Python
40	combust/mleap MLeap: Deploy ML Pipelines to Production	70	Verified	ml-api-deployment	1,536	Scala
41	deepflowio/deepflow eBPF Observability - Distributed Tracing and Profiling	69	Established	llm-observability-monitoring	3,783	Go
42	claimed-framework/claimed The goal of CLAIMED is to enable low-code/no-code rapid prototyping style...	68	Established	ml-experiment-tracking	2,316	Jupyter Notebook
43	maximhq/bifrost Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load...	68	Established	llm-orchestration-routing	2,853	Go
44	opensolon/solon 🔥 Java enterprise application development framework for full scenario:...	68	Established	java-mcp-servers	2,712	Java
45	clearml/clearml-serving ClearML - Model-Serving Orchestration and Repository Solution	67	Established	model-inference-serving	161	Python
46	Kiln-AI/Kiln Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents,...	67	Established	llm-observability-platforms	4,699	Python
47	neptune-ai/neptune-client 📘 The experiment tracker for foundation model training	67	Established	llm-learning-resources	620	Python
48	decodingai-magazine/personalized-recommender-course 👕 Open-source course on architecting, building and deploying a real-time...	67	Established	—	640	Jupyter Notebook
49	weibaohui/k8m 一款轻量级、跨平台的 Mini Kubernetes AI...	67	Established	kubernetes-ai-dashboards	794	Go
50	tensorchord/Awesome-LLMOps An awesome & curated list of best LLMOps tools for developers	67	Established	—	5,698	Shell
51	m3dev/gokart Gokart solves reproducibility, task dependencies, constraints of good code,...	67	Established	kubernetes-ml-deployment	336	Python
52	netdata/netdata The fastest path to AI-powered full stack observability, even for lean teams.	67	Established	anomaly-detection-systems	78,047	C
53	FedML-AI/FedML FEDML - The unified and scalable ML library for large-scale distributed...	66	Established	lightweight-agent-frameworks	4,010	Python
54	OpenSTEF/openstef Automated Machine Learning pipelines. Builds the Open Short Term Energy...	66	Established	energy-sector-forecasting	135	HTML
55	AgnostiqHQ/covalent Pythonic tool for orchestrating machine-learning/high...	65	Established	chemical-property-ml	856	Python
56	neptune-ai/neptune-query Read-only API for fetching metadata tracked with the Neptune logging client.	65	Established	ml-platform-builder	4	Python
57	mlflow-oidc/mlflow-oidc-auth MLflow Tracking Server OIDC Auth plugin	65	Established	mlops-workflow-orchestration	103	Python
58	autotraderuk/fastapi-mlflow Deploy mlflow models as JSON APIs with minimal new code	65	Established	—	21	Python
59	flyteorg/flyte Dynamic, resilient AI orchestration. Coordinate data, models, and compute as...	64	Established	ai-workflow-orchestration	6,884	Go
60	kubeflow/katib Automated Machine Learning on Kubernetes	64	Established	kubernetes-llm-serving	1,666	Python
61	lakehq/sail LakeSail's computation framework with a mission to unify batch processing,...	64	Established	model-inference-serving	1,183	Rust
62	ml-tooling/opyrator 🪄 Turns your machine learning code into microservices with web API,...	63	Established	ml-api-deployment	3,138	Python
63	controlplaneio-fluxcd/flux-operator GitOps on Autopilot Mode	63	Established	kubernetes-container-orchestration	548	Go
64	runpod/containers 🐳 \| Dockerfiles for the Runpod container images used for our official templates.	63	Established	diffusion-deployment-infrastructure	225	Jupyter Notebook
65	aws-samples/mlops-e2e MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline...	63	Established	mlops-end-to-end	158	TypeScript
66	dotimplement/HealthChain Open-source SDK for healthcare AI: FHIR endpoints, EHR integration, and...	63	Established	healthcare-ai-diagnostics	182	Python
67	getindata/kedro-vertexai Kedro Plugin to support running workflows on GCP Vertex AI Pipelines	63	Established	ml-platform-builder	38	Python
68	systemd/mkosi 💽 Build Bespoke OS Images	63	Established	disk-imaging-tools	1,798	Python
69	Netflix/metaflow-service :rocket: Metadata tracking and UI service for Metaflow!	63	Established	mlops-workflow-orchestration	227	Python
70	run-house/kubetorch Distribute and run AI workloads on Kubernetes magically in Python, like...	62	Established	kubernetes-ml-deployment	1,172	Python
71	Netflix/maestro Maestro: Netflix’s Workflow Orchestrator	62	Established	mlops-workflow-orchestration	3,735	Java
72	PaddlePaddle/Serving A flexible, high-performance carrier for machine learning models（『飞桨』服务化部署框架）	61	Established	model-inference-serving	925	C++
73	datajuicer/data-juicer Data processing for and with foundation models! 🍎 🍋 🌽 ➡️ ➡️🍸 🍹 🍷	61	Established	llm-data-labeling	6,051	Python
74	raminmohammadi/MLOps Machine Learning In Production (MLOps)	61	Established	mlops-workflow-orchestration	278	Jupyter Notebook
75	awslabs/awsome-distributed-training Collection of best practices, reference architectures, model training...	61	Established	aws-bedrock-applications	402	Shell
76	txn2/kubefwd Bulk port forwarding Kubernetes services for local development.	61	Established	kubernetes-container-orchestration	4,066	Go
77	databricks/mlops-stacks This repo provides a customizable stack for starting new ML projects on...	61	Established	mlops-workflow-orchestration	659	Python
78	SeldonIO/MLServer An inference server for your machine learning models, including support for...	61	Established	model-inference-serving	875	Python
79	kubeflow/arena A CLI for Kubeflow.	61	Established	kubernetes-ml-deployment	809	Go
80	clearml/clearml-server ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment...	61	Established	kubernetes-ml-deployment	448	Python
81	meta-pytorch/torchx TorchX is a universal job launcher for PyTorch applications. TorchX is...	61	Established	gradient-descent-optimizers	421	Python
82	tensorchord/envd 🏕️ Reproducible development environment for humans and agents	61	Established	mlops-end-to-end	2,189	Go
83	k8sgpt-ai/k8sgpt Giving Kubernetes Superpowers to everyone	60	Established	local-llm-deployment	7,529	Go
84	tencentmusic/cube-studio cube...	60	Established	llm-internals-visualization	4,882	Python
85	Meesho/BharatMLStack BharatMLStack is an open-source, end-to-end machine learning infrastructure...	60	Established	kubernetes-ml-deployment	675	Go
86	ML-TANGO/TANGO public repo for TANGO (Target Aware No-code neural network Generation and...	60	Established	ml-platform-builder	152	Python
87	secretflow/kuscia Kuscia(Kubernetes-based Secure Collaborative InfrA) is a K8s-based...	60	Established	kubernetes-ml-deployment	137	Go
88	SeldonIO/seldon-core An MLOps framework to package, deploy, monitor and manage thousands of...	60	Established	mlops-workflow-orchestration	4,733	Go
89	kserve/website User documentation for KServe.	60	Established	generic-project-templates	109	MDX
90	vitalops/datatune Agentic data transformation on infinite amounts of data	59	Established	agent-framework-patterns	143	Python
91	kubeflow/sdk Universal Python SDK to run AI workloads on Kubernetes	59	Established	llm-provider-sdks	84	Python
92	kubeai-project/kubeai AI Inference Operator for Kubernetes. The easiest way to serve ML models in...	59	Established	kubernetes-llm-serving	1,161	Go
93	omegaml/omegaml MLOps simplified. One-stop AI delivery platform, all the features you need.	59	Established	llm-evaluation-platforms	106	Python
94	ATOMScience-org/AMPL The ATOM Modeling PipeLine (AMPL) is an open-source, modular, extensible...	59	Established	chemical-property-ml	144	Jupyter Notebook
95	fmind/mlops-python-package A comprehensive Python package template to kickstart and standardize your...	58	Established	mlops-workflow-orchestration	1,398	Jupyter Notebook
96	oracle/accelerated-data-science ADS is the Oracle Data Science Cloud Service's python SDK supporting, model...	58	Established	data-science-bootcamps	123	Python
97	techiescamp/mlops-for-devops MLOps for DevOps Engineers - A hands-on, project-based guide to Machine...	58	Established	mlops-end-to-end	237	Python
98	pixie-io/pixie Instant Kubernetes-Native Application Observability	58	Established	anomaly-detection-systems	6,374	C++
99	ramitsurana/awesome-kubernetes A curated list for awesome kubernetes sources :ship::tada:	58	Established	mlops-framework-directories	15,832	Shell
100	polyaxon/polyaxon MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle	58	Established	mlops-workflow-orchestration	3,698	—

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