MLOps End to End MLOps Tools

Complete MLOps platforms, pipelines, and lifecycle management systems that orchestrate training, deployment, monitoring, and governance across production environments. Does NOT include individual ML tools, frameworks, or domain-specific applications (forecasting, energy prediction) unless they explicitly demonstrate end-to-end MLOps architecture patterns.

There are 60 mlops end to end tools tracked. 2 score above 70 (verified tier). The highest-rated is mlflow/mlflow at 87/100 with 24,762 stars. 4 of the top 10 are actively maintained.

Get all 60 projects as JSON

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

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	mlflow/mlflow The open source AI engineering platform. MLflow enables teams of all sizes...	87	Verified	24,762	Python
2	kitops-ml/kitops An open source DevOps tool from the CNCF for packaging and versioning AI/ML...	70	Verified	1,313	Go
3	aws-samples/mlops-e2e MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline...	63	Established	158	TypeScript
4	tensorchord/envd 🏕️ Reproducible development environment for humans and agents	61	Established	2,189	Go
5	techiescamp/mlops-for-devops MLOps for DevOps Engineers - A hands-on, project-based guide to Machine...	58	Established	237	Python
6	gchq/Bailo Managing the lifecycle of machine learning to support scalability, impact,...	57	Established	90	TypeScript
7	CerebriumAI/examples Examples for Cerebrium Serverless GPUs	54	Established	522	Python
8	geoalgo/slurmpilot Launching and monitoring Slurm experiments in Python	54	Established	24	Python
9	nbicocchi/learn-microservices Advanced course on tools and practices aiming at designing, developing,...	54	Established	27	Java
10	pipekit/talk-demos Code & docs for Pipekit's talks	53	Established	27	Python
11	Tandemn-Labs/tandemn-tuna A hybrid router that uses Spot GPU instances to reduce costs and Serverless...	50	Established	22	Python
12	vuhuusy/data-lakehouse-platform Scalable real-time fraud detection platform built on modern Data Lakehouse...	48	Emerging	10	Python
13	RamiKrispin/ai-dev-2024-ml-workshop Materials for the AI Dev 2024 conference workshop "Deploy and Monitor ML...	48	Emerging	95	HTML
14	BusySloths/mlox Sovereign AI Infrastructure. Open by Design. Slothfully Simple.	47	Emerging	10	Python
15	Lightning-AI/LitLogger A minimal Python logger that tracks everything you try when building AI -...	47	Emerging	24	Python
16	tungngreen/PipelineScheduler PipelineScheduler optimizes workload distribution between servers and edge...	47	Emerging	10	C++
17	ModelsLab/modelq ModelQ is a lightweight, battle-tested Python library for scheduling and...	44	Emerging	18	Python
18	Pedrom2002/energy-forecast-pt Energy consumption forecasting system for Portugal using Machine Learning...	43	Emerging	3	Python
19	neuro-inc/flow-template Apolo Platform Flow Template	42	Emerging	7	Python
20	kitops-ml/gh-kit-setup GitHub action for installing kit CLI	42	Emerging	7	TypeScript
21	tosin2013/jupyter-notebook-validator-operator Kubernetes operator for Jupyter notebook validation in MLOps (Papermill,...	41	Emerging	2	Go
22	rlops/rlix A control plane for concurrent LLM RL on shared GPUs	41	Emerging	202	Python
23	Lab700xOrg/aisbom AI SBOM: AI Software Bill of Materials - The Supply Chain for Artificial Intelligence	41	Emerging	70	Python
24	alvaro-frank/3d-bpp A production-grade Deep Reinforcement Learning project solving the 3D Bin...	40	Emerging	3	Python
25	sutro-sh/sutro Analyze and generate unstructured data using LLMs, from quick experiments to...	40	Emerging	12	Python
26	TQuang122/Cart-to-Purchase-Conversion-Prediction Production-ready cart-to-purchase conversion prediction platform	40	Emerging	9	Jupyter Notebook
27	PAT0216/paper-trader Three ML strategies compete head-to-head on S&P 500 stocks. Runs...	39	Emerging	7	Python
28	prassanna-ravishankar/modalkit A powerful Python framework for deploying ML models on Modal with...	39	Emerging	2	Python
29	NguyenTriBaoThang/Childsafenet ChildSafeNet – An AI-driven Internet Safety System for Children. The...	38	Emerging	2	Jupyter Notebook
30	RamiKrispin/useR2024-pipeline-workshop Materials for the useR!2024 conference workshop "Deploy and Monitor ML...	38	Emerging	57	HTML
31	brandonhimpfen/awesome-mlops A curated list of tools, frameworks, platforms, and resources for Machine...	37	Emerging	3	Python
32	ashish-kamboj/mlops Repository contains the detail about ML model deployment and building...	36	Emerging	2	Jupyter Notebook
33	hyeonsangjeon/gdpval-realworks Benchmark LLMs on real professional tasks, not academic puzzles. YAML-driven...	36	Emerging	11	Python
34	Ricardouchub/Proyecto-mlops-automl-reddit CI/CD Pipeline de MLOps diseñado para ser completamente autónomo extrayendo...	34	Emerging	2	Python
35	tracebloc/client Deployable tracebloc client for running model training pipelines	33	Emerging	8	Shell
36	Gervi-Hera-Vitr/sindri-labs AI Learning Trails published by Héra Munchkins of the Gervi Héra Vitr Organization.	32	Emerging	3	Jupyter Notebook
37	hanzoai/console Unified LLM dev environment — debug, fine-tune, monitor	31	Emerging	2	TypeScript
38	OscarAraque/k3s-docker-gpu K3s Docker GPU project for GPU-accelerated Python workloads in containers....	31	Emerging	4	Python
39	muhds5841/cookiecutter Cookiecutter Modular Project Template	31	Emerging	3	Python
40	arec1b0/KubeSentiment Production-grade MLOps project for sentiment analysis featuring FastAPI,...	31	Emerging	3	Python
41	edumgt/Python-ML-DL-Serving-Class Python ML Class	30	Emerging	2	Python
42	blake-hamm/kube-ai-stack A helm chart to enable the latest AI/ML open source tools in kubernetes.	29	Experimental	4	Go Template
43	DuqueOM/ML-MLOps-Portfolio Production-grade MLOps platform: 3 end-to-end ML projects with CI/CD,...	28	Experimental	2	Python
44	dsrathore1/AirCast An end-to-end MLOps platform that forecasts air pollution levels across...	28	Experimental	2	—
45	aashishkumar-tech/mlproject End-to-end MLOps project for student performance prediction with Flask,...	27	Experimental	4	Python
46	ChildishGirl/sa-portfolio A Solutions architect portfolio which includes real-world AWS case studies....	27	Experimental	20	HTML
47	JackTheGit/hermes-ai-infrastructure-monitoring-toolkit Autonomous AI infrastructure monitoring using Hermes Agent. Cron-based...	27	Experimental	4	—
48	general-intelligence-systems/openkrill Cloud-native agent psychosis in full swing.	26	Experimental	2	Nix
49	jellewillekes/ml-lifecycle-platform End-to-end ML lifecycle platform with reproducible training, policy-based...	26	Experimental	2	Python
50	aayostem/drift-sentinel ⚙️ Production AWS/GCP/EKS infrastructure platform — Terraform, Kubernetes,...	25	Experimental	5	Python
51	FairozAhmadSheikh/MLOps_bootcamp MLOps_Complete_Bootcamp	24	Experimental	3	Jupyter Notebook
52	Th3-Watcher/Amber Immutable checkpoint storage for ML training pipelines. Kernel-level...	24	Experimental	2	Rust
53	kjd-dktech/forestwatch-tg End-to-end AI system for land cover classification and deforestation...	24	Experimental	2	Jupyter Notebook
54	kannanjayachandran/churn-compass A production-grade end-to-end ML system for predicting customer churn in...	22	Experimental	7	Jupyter Notebook
55	0xUnkn0wn4M1R/data_engineering_banking_project 🏦 Build a complete data engineering workflow for a banking system,...	20	Experimental	2	Python
56	edumgt/Python-ML-Class Python ML Class	19	Experimental	2	Python
57	nicolaswilches/spain-energy-risk-index Prediction and risk evaluation system for Spain's energy grid	18	Experimental	2	Python
58	trinabh12/Pediatric-Appendicitis-Prediction-and-Diagnosis-using-Machine-Learning An end-to-end MLOps and data engineering pipeline for predicting pediatric...	18	Experimental	2	Jupyter Notebook
59	iamGodofall/quickbench 🏃 Sovereign Agent Evaluation Framework - Zero cloud dependencies....	17	Experimental	3	TypeScript
60	T-Sunm/fswe-sales-forecasting End-to-end sales forecasting and XAI pipeline for weather-sensitive retail...	17	Experimental	3	Jupyter Notebook

Comparisons in this category

mlflow and mlox (87 vs 47)