Trending MLOps Tools

Tools with the biggest quality score improvements over the last 14 days.

#	Tool	Change	Score	Tier	Category	Stars
1	prassanna-ravishankar/modalkit A powerful Python framework for deploying ML models on Modal with...	+15	39	Emerging	mlops-end-to-end	2
2	claimed-framework/claimed The goal of CLAIMED is to enable low-code/no-code rapid prototyping style...	+14	68	Established	ml-experiment-tracking	2,316
3	polyaxon/traceml Engine for ML/Data tracking, visualization, explainability, drift detection,...	+11	82	Verified	ml-platform-builder	530
4	fnauman/ts-agents CLI toolkit for time-series analysis with pluggable sandboxes, reusable...	+11	35	Emerging	ml-platform-builder	2
5	psalias2006/gpu-hot 🔥 Real-time NVIDIA GPU dashboard	+9	52	Established	llm-observability-monitoring	1,473
6	Netflix/maestro Maestro: Netflix’s Workflow Orchestrator	+8	62	Established	mlops-workflow-orchestration	3,735
7	geoalgo/slurmpilot Launching and monitoring Slurm experiments in Python	+8	54	Established	mlops-end-to-end	24
8	iterative/cml ♾️ CML - Continuous Machine Learning \| CI/CD for ML	+7	47	Emerging	mlops-workflow-orchestration	4,169
9	tensorchord/envd 🏕️ Reproducible development environment for humans and agents	+7	61	Established	mlops-end-to-end	2,189
10	RamiKrispin/ai-dev-2024-ml-workshop Materials for the AI Dev 2024 conference workshop "Deploy and Monitor ML...	+7	48	Emerging	mlops-end-to-end	95
11	gchq/Bailo Managing the lifecycle of machine learning to support scalability, impact,...	+7	57	Established	mlops-end-to-end	90
12	RamiKrispin/useR2024-pipeline-workshop Materials for the useR!2024 conference workshop "Deploy and Monitor ML...	+7	38	Emerging	mlops-end-to-end	57
13	nbicocchi/learn-microservices Advanced course on tools and practices aiming at designing, developing,...	+7	54	Established	mlops-end-to-end	27
14	sutro-sh/sutro Analyze and generate unstructured data using LLMs, from quick experiments to...	+7	40	Emerging	mlops-end-to-end	12
15	vuhuusy/data-lakehouse-platform Scalable real-time fraud detection platform built on modern Data Lakehouse...	+7	48	Emerging	mlops-end-to-end	10
16	tracebloc/client Deployable tracebloc client for running model training pipelines	+7	33	Emerging	mlops-end-to-end	8
17	neuro-inc/flow-template Apolo Platform Flow Template	+7	42	Emerging	mlops-end-to-end	7
18	kitops-ml/gh-kit-setup GitHub action for installing kit CLI	+7	42	Emerging	mlops-end-to-end	7
19	aayostem/drift-sentinel ⚙️ Production AWS/GCP/EKS infrastructure platform — Terraform, Kubernetes,...	+7	25	Experimental	mlops-end-to-end	5
20	Gervi-Hera-Vitr/sindri-labs AI Learning Trails published by Héra Munchkins of the Gervi Héra Vitr Organization.	+7	32	Emerging	mlops-end-to-end	3
21	FairozAhmadSheikh/MLOps_bootcamp MLOps_Complete_Bootcamp	+7	24	Experimental	mlops-end-to-end	3
22	hanzoai/console Unified LLM dev environment — debug, fine-tune, monitor	+7	31	Emerging	mlops-end-to-end	2
23	ashish-kamboj/mlops Repository contains the detail about ML model deployment and building...	+7	36	Emerging	mlops-end-to-end	2
24	tungngreen/PipelineScheduler PipelineScheduler optimizes workload distribution between servers and edge...	+7	47	Emerging	mlops-end-to-end	10
25	pipekit/talk-demos Code & docs for Pipekit's talks	+7	53	Established	mlops-end-to-end	27
26	nebari-dev/nebari-docs 📖 Documentation for Nebari	+7	56	Established	ml-platform-builder	21
27	kitops-ml/kitops An open source DevOps tool from the CNCF for packaging and versioning AI/ML...	+7	70	Verified	mlops-end-to-end	1,313
28	CerebriumAI/examples Examples for Cerebrium Serverless GPUs	+7	54	Established	mlops-end-to-end	522
29	RunLLM/aqueduct Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and...	+7	37	Emerging	llm-api-gateways	520
30	WeBankFinTech/Prophecis Prophecis is a one-stop cloud native machine learning platform.	+7	51	Established	ml-drift-detection	511
31	Azure/mlops-v2 Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy...	+7	57	Established	mlops-workflow-orchestration	616
32	artefactory/streamlit_prophet Streamlit app to train, evaluate and optimize a Prophet forecasting model.	+7	51	Established	demand-forecasting-systems	366
33	aporia-ai/mlplatform-workshop 🍫 Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more	+7	47	Emerging	mlops-workflow-orchestration	446
34	kleveross/ormb Docker for Your ML/DL Models Based on OCI Artifacts	+7	45	Emerging	kubernetes-ml-deployment	474
35	deployKF/deployKF deployKF builds machine learning platforms on Kubernetes. We combine the...	+7	47	Emerging	kubernetes-ml-deployment	465
36	fuzzylabs/awesome-open-mlops The Fuzzy Labs guide to the universe of open source MLOps	+7	45	Emerging	mlops-workflow-orchestration	476
37	thoughtworks/mlops-platforms Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML,...	+7	41	Emerging	mlops-workflow-orchestration	396
38	nogibjj/rust-mlops-template A work in progress to build out solutions in Rust for MLOPs	+7	51	Established	copilot-cli-enhancements	375
39	tencentmusic/cube-studio cube...	+7	60	Established	llm-internals-visualization	4,882
40	akuity/awesome-argo A curated list of awesome projects and resources related to Argo (a CNCF...	+7	55	Established	mlops-framework-directories	2,400
41	fmind/mlops-python-package A comprehensive Python package template to kickstart and standardize your...	+7	58	Established	mlops-workflow-orchestration	1,398
42	kubeai-project/kubeai AI Inference Operator for Kubernetes. The easiest way to serve ML models in...	+7	59	Established	kubernetes-llm-serving	1,161
43	RiccardoBiosas/awesome-MLSecOps A curated list of MLSecOps tools, articles and other resources on security...	+7	49	Emerging	prompt-engineering-resources	425
44	cortexlabs/cortex Production infrastructure for machine learning at scale	+7	45	Emerging	mojo-ml-frameworks	8,027
45	ramitsurana/awesome-kubernetes A curated list for awesome kubernetes sources :ship::tada:	+7	58	Established	mlops-framework-directories	15,832
46	kubeshop/testkube ☸️ Testkube is a Test Orchestration Platform for Cloud Native Applications	+7	71	Verified	ai-test-automation	1,573
47	PaddlePaddle/Serving A flexible, high-performance carrier for machine learning models（『飞桨』服务化部署框架）	+7	61	Established	model-inference-serving	925
48	middlewarehq/middleware ✨ Open-source DORA metrics platform for engineering teams ✨	+7	56	Established	data-analytics-platforms	1,559
49	sematic-ai/sematic An open-source ML pipeline development platform	+7	41	Emerging	ml-experiment-tracking	998
50	ploomber/ploomber The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️	+7	44	Emerging	ml-experiment-tracking	3,623
51	myelintek/primehub open-source MLOps platform	+7	52	Established	ml-experiment-tracking	411
52	george0st/qgate-model ML/AI meta-model, used in MLRun/Iguazio/Nuclio, see qgate-sln-	+7	40	Emerging	model-inference-serving	414
53	pytorch/serve Serve, optimize and scale PyTorch models in production	+7	51	Established	model-inference-serving	4,361
54	modelfoxdotdev/modelfox ModelFox makes it easy to train, deploy, and monitor machine learning models.	+7	41	Emerging	rust-onnx-runtime	1,472
55	databricks/mlops-stacks This repo provides a customizable stack for starting new ML projects on...	+7	61	Established	mlops-workflow-orchestration	659
56	iterative/mlem 🐶 A tool to package, serve, and deploy any ML model on any platform....	+7	40	Emerging	mlops-workflow-orchestration	718
57	abhishek-ch/around-dataengineering A Data Engineering & Machine Learning Knowledge Hub	+7	43	Emerging	mlops-workflow-orchestration	1,141
58	bodywork-ml/bodywork-core ML pipeline orchestration and model deployments on Kubernetes.	+7	38	Emerging	mlops-workflow-orchestration	435
59	AlexIoannides/kubernetes-mlops MLOps tutorial using Python, Docker and Kubernetes.	+7	50	Established	mlops-workflow-orchestration	410
60	ML-TANGO/TANGO public repo for TANGO (Target Aware No-code neural network Generation and...	+7	60	Established	ml-platform-builder	152
61	cdfoundation/sig-mlops CDF SIG MLOps	+7	45	Emerging	mlops-workflow-orchestration	630
62	katanaml/katana-skipper Simple and flexible ML workflow engine	+7	48	Emerging	kubernetes-ml-deployment	423
63	microsoft/pai Resource scheduling and cluster management for AI	+7	51	Established	kubernetes-ml-deployment	2,685
64	kubernetes-retired/kube-batch A batch scheduler of kubernetes for high performance workload, e.g. AI/ML,...	+7	51	Established	kubernetes-ml-deployment	1,092
65	kubedl-io/kubedl Run your deep learning workloads on Kubernetes more easily and efficiently.	+7	46	Emerging	kubernetes-ml-deployment	531
66	apache/submarine Submarine is Cloud Native Machine Learning Platform.	+7	51	Established	kubernetes-ml-deployment	705
67	fluxninja/aperture Rate limiting, caching, and request prioritization for modern workloads	+7	45	Emerging	llm-api-gateways	729
68	bigscience-workshop/bigscience Central place for the engineering/scaling WG: documentation, SLURM scripts...	+7	45	Emerging	hpc-cluster-management	1,010
69	featurestoreorg/serverless-ml-course Serverless Machine Learning Course for building AI-enabled Prediction...	+7	51	Established	mlops-workflow-orchestration	682
70	Meesho/BharatMLStack BharatMLStack is an open-source, end-to-end machine learning infrastructure...	+7	60	Established	kubernetes-ml-deployment	675
71	aws-samples/mlops-e2e MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline...	+7	63	Established	mlops-end-to-end	158
72	DagsHub/client DagsHub client libraries	+7	58	Established	ml-platform-builder	101
73	polyaxon/cli Polyaxon Core Client & CLI to streamline MLOps	+7	54	Established	ml-platform-builder	19
74	ModelsLab/modelq ModelQ is a lightweight, battle-tested Python library for scheduling and...	+7	44	Emerging	mlops-end-to-end	18
75	BusySloths/mlox Sovereign AI Infrastructure. Open by Design. Slothfully Simple.	+7	47	Emerging	mlops-end-to-end	10
76	bentoml/Yatai Model Deployment at Scale on Kubernetes 🦄️	+7	44	Emerging	mlops-workflow-orchestration	838
77	decodingai-magazine/llm-twin-course 🤖 𝗟𝗲𝗮𝗿𝗻 for 𝗳𝗿𝗲𝗲 how to 𝗯𝘂𝗶𝗹𝗱 an end-to-end 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗿𝗲𝗮𝗱𝘆 𝗟𝗟𝗠 & 𝗥𝗔𝗚...	+7	51	Established	ml-project-collections	4,297
78	kubesphere/kubesphere The container platform tailored for Kubernetes multi-cloud, datacenter, and...	+7	55	Established	kubernetes-ai-dashboards	16,868
79	jina-ai/serve ☁️ Build multimodal AI applications with cloud-native stack	+7	46	Emerging	llm-evaluation-platforms	21,848
80	DataTalksClub/mlops-zoomcamp Free MLOps course from DataTalks.Club	+7	49	Emerging	mlops-zoomcamp-cohorts	14,315
81	SeldonIO/seldon-server Machine Learning Platform and Recommendation Engine built on Kubernetes	+7	51	Established	kubernetes-ml-deployment	1,477
82	whylabs/whylogs An open-source data logging library for machine learning models and data...	+7	43	Emerging	anomaly-detection-systems	2,801
83	couler-proj/couler Unified Interface for Constructing and Managing Workflows on different...	+7	44	Emerging	mlops-workflow-orchestration	943
84	opensolon/solon 🔥 Java enterprise application development framework for full scenario:...	+6	68	Established	java-mcp-servers	2,712
85	brandonhimpfen/awesome-mlops A curated list of tools, frameworks, platforms, and resources for Machine...	+6	37	Emerging	mlops-end-to-end	3
86	flyteorg/flyte-sdk Type-safe, distributed orchestration of agents, ML pipelines, and real-time...	+6	57	Established	ml-platform-builder	96
87	Pedrom2002/energy-forecast-pt Energy consumption forecasting system for Portugal using Machine Learning...	+6	43	Emerging	mlops-end-to-end	3
88	edumgt/Python-ML-DL-Serving-Class Python ML Class	+6	30	Emerging	mlops-end-to-end	2
89	OscarAraque/k3s-docker-gpu K3s Docker GPU project for GPU-accelerated Python workloads in containers....	+6	31	Emerging	mlops-end-to-end	4
90	muhds5841/cookiecutter Cookiecutter Modular Project Template	+6	31	Emerging	mlops-end-to-end	3
91	arec1b0/KubeSentiment Production-grade MLOps project for sentiment analysis featuring FastAPI,...	+6	31	Emerging	mlops-end-to-end	3
92	statmike/vertex-ai-mlops Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations	+6	73	Verified	mlops-workflow-orchestration	683
93	MontOpsInc/nabled nabled aims to be Rust's goto library for Linear Algebra & ML: performant,...	+6	37	Emerging	ml-platform-builder	9
94	Ricardouchub/Proyecto-mlops-automl-reddit CI/CD Pipeline de MLOps diseñado para ser completamente autónomo extrayendo...	+6	34	Emerging	mlops-end-to-end	2
95	neptune-ai/neptune-query Read-only API for fetching metadata tracked with the Neptune logging client.	+6	65	Established	ml-platform-builder	4
96	blake-hamm/kube-ai-stack A helm chart to enable the latest AI/ML open source tools in kubernetes.	+4	29	Experimental	mlops-end-to-end	4
97	Kiln-AI/Kiln Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents,...	+4	67	Established	llm-observability-platforms	4,699
98	kserve/kserve Standardized Distributed Generative and Predictive AI Inference Platform for...	+4	73	Verified	llm-evaluation-platforms	5,200
99	clearml/clearml-server ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment...	+4	61	Established	kubernetes-ml-deployment	448
100	kubeflow/trainer Distributed AI Model Training and LLM Fine-Tuning on Kubernetes	+4	71	Verified	llm-inference-serving	2,050