The MLOps Directory
Quality-scored directory of 599 mlops tools, updated daily. Every tool scored on maintenance, adoption, maturity, and community signals.
MLOps tools for model deployment, monitoring, experiment tracking, and ML lifecycle management.
43
70–100
91
50–69
282
30–49
183
10–29
Top tools by quality score
| # | Tool | Score |
|---|---|---|
| 1 |
ray-project/ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and... |
|
| 2 |
apache/airflow
Apache Airflow - A platform to programmatically author, schedule, and... |
|
| 3 |
feast-dev/feast
The Open Source Feature Store for AI/ML |
|
| 4 |
clearml/clearml
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment... |
|
| 5 |
great-expectations/great_expectations
Always know what to expect from your data. |
|
| 6 |
zenml-io/zenml
ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io. |
|
| 7 |
Eventual-Inc/Daft
High-performance data engine for AI and multimodal workloads. Process... |
|
| 8 |
mlflow/mlflow
The open source AI engineering platform. MLflow enables teams of all sizes... |
|
| 9 |
bentoml/BentoML
The easiest way to serve AI apps and models - Build Model Inference APIs,... |
|
| 10 |
mlrun/mlrun
MLRun is an open source MLOps platform for quickly building and managing... |
|
| 11 |
openlit/openlit
Open source platform for AI Engineering: OpenTelemetry-native LLM... |
|
| 12 |
datachain-ai/datachain
Analytics, Versioning and ETL for multimodal data: video, audio, PDFs, images |
|
| 13 |
evidentlyai/evidently
Evidently is an open-source ML and LLM observability framework. Evaluate,... |
|
| 14 |
wandb/wandb
The AI developer platform. Use Weights & Biases to train and fine-tune... |
|
| 15 |
dstackai/dstack
dstack is an open-source control plane for running development, training,... |
|
| 16 |
combust/mleap
MLeap: Deploy ML Pipelines to Production |
|
| 17 |
skypilot-org/skypilot
Run, manage, and scale AI workloads on any AI infrastructure. Use one system... |
|
| 18 |
Avaiga/taipy
Turns Data and AI algorithms into production-ready web applications in no time. |
|
| 19 |
kedro-org/kedro
Kedro is a toolbox for production-ready data science. It uses software... |
|
| 20 |
kedro-org/kedro-viz
Visualise your Kedro data and machine-learning pipelines and track your experiments. |
|
Browse by category
Mlops Workflow Orchestration
103 tools
MLOps End to End
61 tools
Kubernetes Ml Deployment
59 tools
ML Platform Builder
25 tools
Ml Experiment Tracking
25 tools
Ml Api Deployment
17 tools
Model Inference Serving
13 tools
Sagemaker Ml Platforms
13 tools
Mlops Framework Directories
12 tools
Ml Drift Detection
10 tools
Llm Evaluation Platforms
9 tools
Anomaly Detection Systems
9 tools
Kubernetes Llm Serving
9 tools
Llm Observability Monitoring
8 tools
Llm Inference Serving
6 tools
Kubernetes Ai Dashboards
5 tools
Hpc Cluster Management
4 tools
Ml Development Environments
4 tools
Distributed Training Frameworks
4 tools
Spark Hadoop Ml Pipelines
4 tools
Customer Churn Prediction
4 tools
Ai Literacy Education
3 tools
Ai Workflow Orchestration
3 tools
Kubernetes Container Orchestration
3 tools
Llm Data Labeling
3 tools
Diffusion Deployment Infrastructure
3 tools
Automl Frameworks
3 tools
Mlops Zoomcamp Cohorts
3 tools
Demand Forecasting Systems
3 tools
Streamlit Ml Dashboards
3 tools
Ml Project Templates
3 tools
Llm Orchestration Platforms
2 tools
Kv Cache Optimization
2 tools
Apple Silicon Llm Inference
2 tools
Energy Sector Forecasting
2 tools
Chemical Property Ml
2 tools
Local Llm Deployment
2 tools
Aws Bedrock Applications
2 tools
Agent Framework Patterns
2 tools
Generic Project Templates
2 tools
Llm Provider Sdks
2 tools
Data Science Bootcamps
2 tools
Ai Workflow Automation
2 tools
Ai Engineering Fundamentals
2 tools
N8N Workflow Automation
2 tools
Agentic Ai Frameworks
2 tools
Explainability Interpretability Frameworks
2 tools
Multi Modal Ai Assistants
2 tools
Aws Bedrock Rag Implementations
2 tools
Javascript Ml Libraries
2 tools
Go Ml Bindings
2 tools
Scikit Learn Pipelines
2 tools
Llm Api Gateways
2 tools
Kaggle Competition Solutions
2 tools
Data Pipeline Frameworks
2 tools
Ai Tools Directories
2 tools
Inventory Management Systems
2 tools
Llm Docker Deployments
2 tools
Flight Delay Prediction
2 tools
Ml Model Serving
2 tools
Dna Sequence Ml
2 tools
Domain Specific Benchmarks
2 tools
Autonomous Agent Frameworks
1 tools
Question Answering Systems
1 tools
Agent Framework Sdks
1 tools
Lightweight Agent Frameworks
1 tools
Llm Orchestration Routing
1 tools
Java Mcp Servers
1 tools
Llm Learning Resources
1 tools
Llm Observability Platforms
1 tools
Healthcare Ai Diagnostics
1 tools
Ai Test Automation
1 tools
Disk Imaging Tools
1 tools
Llm Internals Visualization
1 tools
Agent Orchestration Frameworks
1 tools
Gradient Descent Optimizers
1 tools
Ai Diagram Generation
1 tools
Ml Project Collections
1 tools
Ecommerce Ai Assistants
1 tools
Generative Ai Learning Projects
1 tools
Ml Project Scaffolding
1 tools
Real Time Threat Detection
1 tools
Model Context Protocol
1 tools
Data Analytics Platforms
1 tools
Generative Ai Workshops
1 tools
Geospatial Ml Tools
1 tools
Healthcare Ai Applications
1 tools
Mlr3 Ecosystem
1 tools
Fullstack Ai Monorepos
1 tools
Mojo Ml Frameworks
1 tools
Open Source Contribution Guides
1 tools
Copilot Cli Enhancements
1 tools
Cursor Rules And Configs
1 tools
Business Intelligence Dashboards
1 tools
Prompt Engineering Resources
1 tools
Copilot Educational Curriculum
1 tools
Stock Market Prediction
1 tools
Youtube Transcript Rag
1 tools
Rust Ml Libraries
1 tools
Ml Learning Resources
1 tools
Fraud Detection Ml
1 tools
Medical Image Segmentation
1 tools
Zero Knowledge Ml
1 tools
Platform Sdk Libraries
1 tools
Rust Tensor Frameworks
1 tools
Ai Learning Resources
1 tools
Ml Foundations Curricula
1 tools
Claude Skill Orchestration
1 tools
Ai Learning Collections
1 tools
Rfm Customer Segmentation
1 tools
Stroke Risk Prediction
1 tools
Icu Patient Risk Prediction
1 tools
Langchain Application Tutorials
1 tools
Document Intelligence Extraction
1 tools
Nlp Fundamentals Tutorials
1 tools
Rust Onnx Runtime
1 tools
Uncategorized
1 tools
Fashion Recommendation Systems
1 tools
Llm Interview Preparation
1 tools
Google Tts Libraries
1 tools
Multi Agent Orchestration
1 tools
Employee Attrition Analytics
1 tools
Organization Websites
1 tools
Llm Evaluation Benchmarking
1 tools
Ai Projects Collections
1 tools
Youtube Comment Analysis
1 tools
Hackathon Nlp Solutions
1 tools
Government Procurement Docs
1 tools
Llm Function Calling
1 tools
Real Estate Valuation Apps
1 tools
Salary Prediction Ml
1 tools
Ml Interview Preparation
1 tools
Flux Model Tools
1 tools
Agent Orchestration Platforms
1 tools
Legal Document Analysis
1 tools
Learning Path Roadmaps
1 tools
Healthcare Facility Management
1 tools
Python Learning Tutorials
1 tools
Multi Disease Risk Assessment
1 tools
Ollama Chat Interfaces
1 tools
Car Price Prediction
1 tools
Ml Frameworks Project Collections
1 tools
Transformer Training Optimization
1 tools
Customer Segmentation Clustering
1 tools
Langchain Application Development
1 tools
Recipe Recommendation Systems
1 tools
Heart Disease Prediction
1 tools
Llm Frameworks Libraries
1 tools
Ecommerce Customer Analytics
1 tools
Text Visualization Graphs
1 tools
Sentiment Analysis Classification
1 tools
Java Ml Implementations
1 tools
Platform Optimized Wheels
1 tools
Crop Yield Prediction
1 tools
Huggingface Hub Clients
1 tools
Julia Ml Frameworks
1 tools
Minecraft Ai Agents
1 tools
R Language Ml Education
1 tools
Ai Job Application Automation
1 tools
Air Quality Forecasting
1 tools
Support Ticket Automation
1 tools
Lora Training Tools
1 tools
Ecg Arrhythmia Diagnosis
1 tools
Web Scraping Nlp Pipelines
1 tools
Generative Ai Learning
1 tools