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 61 mlops end to end tools tracked. 1 score above 70 (verified tier). The highest-rated is mlflow/mlflow at 90/100 with 24,762 stars. 4 of the top 10 are actively maintained.

Get all 61 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	mlflow/mlflow The open source AI engineering platform. MLflow enables teams of all sizes...	90	Verified	24,762	Python
2	kitops-ml/kitops An open source DevOps tool from the CNCF for packaging and versioning AI/ML...	63	Established	1,313	Go
3	Tandemn-Labs/tandemn-tuna A hybrid router that uses Spot GPU instances to reduce costs and Serverless...	56	Established	22	Python
4	techiescamp/mlops-for-devops MLOps for DevOps Engineers - A hands-on, project-based guide to Machine...	56	Established	237	Python
5	aws-samples/mlops-e2e MLOps End-to-End Example using Amazon SageMaker Pipeline, AWS CodePipeline...	56	Established	158	TypeScript
6	tensorchord/envd 🏕️ Reproducible development environment for humans and agents	54	Established	2,189	Go
7	gchq/Bailo Managing the lifecycle of machine learning to support scalability, impact,...	50	Established	90	TypeScript
8	CerebriumAI/examples Examples for Cerebrium Serverless GPUs	47	Emerging	522	Python
9	nbicocchi/learn-microservices Advanced course on tools and practices aiming at designing, developing,...	47	Emerging	27	Java
10	geoalgo/slurmpilot Launching and monitoring Slurm experiments in Python	46	Emerging	24	Python
11	pipekit/talk-demos Code & docs for Pipekit's talks	46	Emerging	27	Python
12	Lightning-AI/LitLogger A minimal Python logger that tracks everything you try when building AI -...	43	Emerging	24	Python
13	vuhuusy/data-lakehouse-platform Scalable real-time fraud detection platform built on modern Data Lakehouse...	41	Emerging	10	Python
14	RamiKrispin/ai-dev-2024-ml-workshop Materials for the AI Dev 2024 conference workshop "Deploy and Monitor ML...	41	Emerging	95	HTML
15	TQuang122/Cart-to-Purchase-Conversion-Prediction Production-ready cart-to-purchase conversion prediction platform	40	Emerging	9	Jupyter Notebook
16	tungngreen/PipelineScheduler PipelineScheduler optimizes workload distribution between servers and edge...	40	Emerging	10	C++
17	BusySloths/mlox Sovereign AI Infrastructure. Open by Design. Slothfully Simple.	40	Emerging	10	Python
18	rlops/rlix A control plane for concurrent LLM RL on shared GPUs	39	Emerging	202	Python
19	Pedrom2002/energy-forecast-pt Energy consumption forecasting system for Portugal using Machine Learning...	37	Emerging	3	Python
20	tosin2013/jupyter-notebook-validator-operator Kubernetes operator for Jupyter notebook validation in MLOps (Papermill,...	37	Emerging	2	Go
21	alvaro-frank/3d-bpp A production-grade Deep Reinforcement Learning project solving the 3D Bin...	37	Emerging	3	Python
22	Lab700xOrg/aisbom AI SBOM: AI Software Bill of Materials - The Supply Chain for Artificial Intelligence	37	Emerging	70	Python
23	ModelsLab/modelq ModelQ is a lightweight, battle-tested Python library for scheduling and...	37	Emerging	18	Python
24	NguyenTriBaoThang/Childsafenet ChildSafeNet – An AI-driven Internet Safety System for Children. The...	36	Emerging	2	Jupyter Notebook
25	neuro-inc/flow-template Apolo Platform Flow Template	35	Emerging	7	Python
26	kitops-ml/gh-kit-setup GitHub action for installing kit CLI	35	Emerging	7	TypeScript
27	PAT0216/paper-trader Three ML strategies compete head-to-head on S&P 500 stocks. Runs...	35	Emerging	7	Python
28	hyeonsangjeon/gdpval-realworks Benchmark LLMs on real professional tasks, not academic puzzles. YAML-driven...	34	Emerging	11	Python
29	sutro-sh/sutro Analyze and generate unstructured data using LLMs, from quick experiments to...	33	Emerging	12	Python
30	prassanna-ravishankar/modalkit A powerful Python framework for deploying ML models on Modal with...	33	Emerging	2	Python
31	RamiKrispin/useR2024-pipeline-workshop Materials for the useR!2024 conference workshop "Deploy and Monitor ML...	31	Emerging	57	HTML
32	brandonhimpfen/awesome-mlops A curated list of tools, frameworks, platforms, and resources for Machine...	31	Emerging	3	Python
33	ashish-kamboj/mlops Repository contains the detail about ML model deployment and building...	29	Experimental	2	Jupyter Notebook
34	dsrathore1/AirCast An end-to-end MLOps platform that forecasts air pollution levels across...	28	Experimental	2	—
35	Ricardouchub/Proyecto-mlops-automl-reddit CI/CD Pipeline de MLOps diseñado para ser completamente autónomo extrayendo...	28	Experimental	2	Python
36	wirthal1990-tech/USDA-Phytochemical-Database-JSON 76,907 phytochemical records enriched with PubMed, ClinicalTrials.gov,...	28	Experimental	2	Jupyter Notebook
37	tracebloc/client Deployable tracebloc client for running model training pipelines	26	Experimental	8	Shell
38	muhds5841/cookiecutter Cookiecutter Modular Project Template	25	Experimental	3	Python
39	JackTheGit/hermes-ai-infrastructure-monitoring-toolkit Autonomous AI infrastructure monitoring using Hermes Agent. Cron-based...	25	Experimental	4	—
40	blake-hamm/kube-ai-stack A helm chart to enable the latest AI/ML open source tools in kubernetes.	25	Experimental	4	Go Template
41	arec1b0/KubeSentiment Production-grade MLOps project for sentiment analysis featuring FastAPI,...	25	Experimental	3	Python
42	OscarAraque/k3s-docker-gpu K3s Docker GPU project for GPU-accelerated Python workloads in containers....	25	Experimental	4	Python
43	aashishkumar-tech/mlproject End-to-end MLOps project for student performance prediction with Flask,...	25	Experimental	4	Python
44	ChildishGirl/sa-portfolio A Solutions architect portfolio which includes real-world AWS case studies....	25	Experimental	20	HTML
45	Gervi-Hera-Vitr/sindri-labs AI Learning Trails published by Héra Munchkins of the Gervi Héra Vitr Organization.	25	Experimental	3	Jupyter Notebook
46	general-intelligence-systems/openkrill Cloud-native agent psychosis in full swing.	24	Experimental	2	Nix
47	kjd-dktech/forestwatch-tg End-to-end AI system for land cover classification and deforestation...	24	Experimental	2	Jupyter Notebook
48	edumgt/Python-ML-DL-Serving-Class Python ML Class	24	Experimental	2	Python
49	DuqueOM/ML-MLOps-Portfolio Production-grade MLOps platform: 3 end-to-end ML projects with CI/CD,...	24	Experimental	2	Python
50	hanzoai/console Unified LLM dev environment — debug, fine-tune, monitor	24	Experimental	2	TypeScript
51	jellewillekes/ml-lifecycle-platform End-to-end ML lifecycle platform with reproducible training, policy-based...	24	Experimental	2	Python
52	Th3-Watcher/Amber Immutable checkpoint storage for ML training pipelines. Kernel-level...	24	Experimental	2	Rust
53	kannanjayachandran/churn-compass A production-grade end-to-end ML system for predicting customer churn in...	18	Experimental	7	Jupyter Notebook
54	aayostem/drift-sentinel ⚙️ Production AWS/GCP/EKS infrastructure platform — Terraform, Kubernetes,...	18	Experimental	5	Python
55	FairozAhmadSheikh/MLOps_bootcamp MLOps_Complete_Bootcamp	17	Experimental	3	Jupyter Notebook
56	iamGodofall/quickbench 🏃 Sovereign Agent Evaluation Framework - Zero cloud dependencies....	17	Experimental	3	TypeScript
57	T-Sunm/fswe-sales-forecasting End-to-end sales forecasting and XAI pipeline for weather-sensitive retail...	17	Experimental	3	Jupyter Notebook
58	trinabh12/Pediatric-Appendicitis-Prediction-and-Diagnosis-using-Machine-Learning An end-to-end MLOps and data engineering pipeline for predicting pediatric...	16	Experimental	2	Jupyter Notebook
59	edumgt/Python-ML-Class Python ML Class	16	Experimental	2	Python
60	nicolaswilches/spain-energy-risk-index Prediction and risk evaluation system for Spain's energy grid	16	Experimental	2	Python
61	0xUnkn0wn4M1R/data_engineering_banking_project 🏦 Build a complete data engineering workflow for a banking system,...	16	Experimental	2	Python

Comparisons in this category

mlflow and mlox (90 vs 40)