The MLOps Directory
Quality-scored directory of 2,112 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.
40
70–100
145
50–69
473
30–49
1,454
10–29
Top tools by quality score
| # | Tool | Score |
|---|---|---|
| 1 |
mlflow/mlflow
The open source AI engineering platform. MLflow enables teams of all sizes... |
|
| 2 |
ray-project/ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and... |
|
| 3 |
apache/airflow
Apache Airflow - A platform to programmatically author, schedule, and... |
|
| 4 |
great-expectations/great_expectations
Always know what to expect from your data. |
|
| 5 |
feast-dev/feast
The Open Source Feature Store for AI/ML |
|
| 6 |
kedro-org/kedro-viz
Visualise your Kedro data and machine-learning pipelines and track your experiments. |
|
| 7 |
mlrun/mlrun
MLRun is an open source MLOps platform for quickly building and managing... |
|
| 8 |
polyaxon/traceml
Engine for ML/Data tracking, visualization, explainability, drift detection,... |
|
| 9 |
wandb/wandb
The AI developer platform. Use Weights & Biases to train and fine-tune... |
|
| 10 |
clearml/clearml
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment... |
|
| 11 |
zenml-io/zenml
ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io. |
|
| 12 |
skypilot-org/skypilot
Run, manage, and scale AI workloads on any AI infrastructure. Use one system... |
|
| 13 |
openlit/openlit
Open source platform for AI Engineering: OpenTelemetry-native LLM... |
|
| 14 |
kedro-org/kedro
Kedro is a toolbox for production-ready data science. It uses software... |
|
| 15 |
dstackai/dstack
dstack is an open-source control plane for running development, training,... |
|
| 16 |
Eventual-Inc/Daft
High-performance data engine for AI and multimodal workloads. Process... |
|
| 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 |
|
| 18 |
bentoml/BentoML
The easiest way to serve AI apps and models - Build Model Inference APIs,... |
|
| 19 |
Netflix/metaflow
Build, Manage and Deploy AI/ML Systems |
|
| 20 |
ovg-project/kvcached
Virtualized Elastic KV Cache for Dynamic GPU Sharing and Beyond |
|
Browse by category
Mlops Workflow Orchestration
178 tools
Kubernetes Ml Deployment
90 tools
Customer Churn Prediction
72 tools
MLOps End to End
60 tools
Crop Yield Prediction
53 tools
Ml Api Deployment
50 tools
Sagemaker Ml Platforms
39 tools
Model Inference Serving
35 tools
Ml Experiment Tracking
35 tools
Anomaly Detection Systems
26 tools
Multi Disease Risk Assessment
25 tools
ML Platform Builder
24 tools
Predictive Maintenance Ml
24 tools
Inventory Management Systems
21 tools
Telemedicine Consultation Platforms
21 tools
Llm Evaluation Platforms
20 tools
Ml Drift Detection
20 tools
Demand Forecasting Systems
19 tools
Ml Development Environments
19 tools
Fraud Detection Ml
19 tools
Credit Risk Modeling
19 tools
Uncategorized
17 tools
Kubernetes Llm Serving
17 tools
Heart Disease Prediction
17 tools
Mlops Framework Directories
16 tools
Energy Sector Forecasting
15 tools
Diabetes Glucose Prediction
15 tools
Student Performance Prediction
14 tools
Streamlit Ml Dashboards
13 tools
Business Intelligence Dashboards
13 tools
Water Quality Prediction
13 tools
Retail Sales Forecasting
13 tools
Langchain Agent Frameworks
13 tools
Automl Frameworks
12 tools
Ml Learning Resources
12 tools
Multi Agent Orchestration
12 tools
Multi Crop Disease Detection
12 tools
Aws Bedrock Applications
11 tools
Ml Model Serving
11 tools
Support Ticket Automation
11 tools
Air Quality Forecasting
11 tools
Kubernetes Ai Dashboards
10 tools
Healthcare Ai Diagnostics
10 tools
Llm Docker Deployments
10 tools
Flight Delay Prediction
10 tools
Customer Segmentation Clustering
10 tools
Generic Workflow Tools
10 tools
Llm Observability Monitoring
9 tools
Generic Project Templates
9 tools
Data Analytics Platforms
9 tools
Ai Workflow Automation
9 tools
Rfm Customer Segmentation
9 tools
Platform Sdk Libraries
9 tools
Real Estate Valuation Apps
9 tools
Hospital Readmission Prediction
9 tools
Llm Inference Serving
8 tools
Ai Literacy Education
8 tools
Spark Hadoop Ml Pipelines
8 tools
Ml Foundations Curricula
8 tools
Data Science Bootcamp Portfolios
8 tools
Ai Stock Analysis
8 tools
Ai Workflow Orchestration
7 tools
Ai Engineering Fundamentals
7 tools
Ai Coding Assistants
7 tools
Cancer Detection Classification
7 tools
Smart Home Automation
7 tools
Ev Fleet Optimization
7 tools
Llm Provider Sdks
6 tools
Go Ml Bindings
6 tools
Weather Forecasting Ml
6 tools
Chronic Disease Prediction
6 tools
Hackathon Nlp Solutions
6 tools
Healthcare Facility Management
6 tools
Ai Business Analytics
6 tools
Generative Ai Projects
6 tools
Blackroad Os Ecosystem
6 tools
Apple Silicon Llm Inference
5 tools
Llm Learning Resources
5 tools
Data Science Bootcamps
5 tools
Real Time Threat Detection
5 tools
Scikit Learn Pipelines
5 tools
Hpc Cluster Management
5 tools
Rust Onnx Runtime
5 tools
Agricultural Ai Assistants
5 tools
Personal Portfolio Websites
5 tools
Fake News Detection
5 tools
Ibm Professional Certificates
5 tools
Next Js Saas Platforms
5 tools
Ai Ecommerce Platforms
5 tools
Resume Job Matching
5 tools
Agentic Ai Platforms
5 tools
Spring Ai Applications
5 tools
Developer Portfolio Projects
5 tools
Chemical Property Ml
4 tools
Kubernetes Container Orchestration
4 tools
Diffusion Deployment Infrastructure
4 tools
Local Llm Deployment
4 tools
Generative Ai Workshops
4 tools
Healthcare Ai Applications
4 tools
Ml Project Collections
4 tools
Distributed Training Frameworks
4 tools
Mlops Zoomcamp Cohorts
4 tools
Agentic Ai Frameworks
4 tools
Copilot Educational Curriculum
4 tools
Aws Bedrock Rag Implementations
4 tools
Zero Knowledge Ml
4 tools
N8N Workflow Automation
4 tools
Icu Patient Risk Prediction
4 tools
Java Ml Implementations
4 tools
Employee Attrition Analytics
4 tools
Ai Powered Log Analysis
4 tools
Network Intrusion Detection
4 tools
Waste Detection Classification
4 tools
Resume Matching Screening
4 tools
Insurance Premium Prediction
4 tools
Generative Ai Education
4 tools
Personal Github Profiles
4 tools
Acute Symptom Checker
4 tools
Llm Orchestration Platforms
3 tools
Llm Observability Platforms
3 tools
Llm Data Labeling
3 tools
Agent Framework Patterns
3 tools
Fullstack Ai Monorepos
3 tools
Open Source Contribution Guides
3 tools
Javascript Ml Libraries
3 tools
Llm Api Gateways
3 tools
Explainability Interpretability Frameworks
3 tools
Ai Learning Collections
3 tools
Organization Websites
3 tools
Stroke Risk Prediction
3 tools
Kaggle Competition Solutions
3 tools
Data Pipeline Frameworks
3 tools
Agent Orchestration Platforms
3 tools
Production Copilot Systems
3 tools
Dna Sequence Ml
3 tools
Ml Project Templates
3 tools
Nlp Rest Apis
3 tools
Car Price Prediction
3 tools
Wine Quality Prediction
3 tools
Ecommerce Customer Analytics
3 tools
Legal Document Analysis
3 tools
Traffic Accident Prediction
3 tools
Housing Price Prediction
3 tools
Event Discovery Platforms
3 tools
Llm Comparison Evaluation
3 tools
Disaster Prediction Ml
3 tools
Clinical Decision Support
3 tools
Ai Vulnerability Scanning
3 tools
Ai Powered Saas Startups
3 tools
Complaint Classification
3 tools
Titanic Kaggle Competition
3 tools
Healthcare Rag Systems
3 tools
Internship Project Portfolios
3 tools
Langgraph Agent Systems
3 tools
Data Analytics Agents
3 tools
Financial Return Prediction
3 tools
Natural Language Task Scheduling
3 tools
Ai Learning Curriculum
3 tools
Streamlit App Templates
3 tools
Financial News Sentiment
3 tools
Stock Analysis Dashboards
3 tools
Agent Framework Sdks
2 tools
Kv Cache Optimization
2 tools
Llm Orchestration Routing
2 tools
Java Mcp Servers
2 tools
Disk Imaging Tools
2 tools
Generative Ai Learning Projects
2 tools
Rust Ml Libraries
2 tools
Stock Market Prediction
2 tools
Multi Modal Ai Assistants
2 tools
Mojo Ml Frameworks
2 tools
Llm Interview Preparation
2 tools
Academic Capstone Projects
2 tools
Ai Tools Directories
2 tools
Blockchain Ai Integration
2 tools
Ai Projects Collections
2 tools
Youtube Comment Analysis
2 tools
Government Procurement Docs
2 tools
Flux Model Tools
2 tools
Salary Prediction Ml
2 tools
Agent Governance Security
2 tools
Evaluation Frameworks Metrics
2 tools
Domain Specific Benchmarks
2 tools
Ollama Chat Interfaces
2 tools
Ml Frameworks Project Collections
2 tools
Llm Frameworks Libraries
2 tools
Recipe Recommendation Systems
2 tools
Ai Healthcare Assistants
2 tools
Ai Industry Guidance
2 tools
Personal Finance Tracking
2 tools
Crewai Multi Agent Systems
2 tools
Ml Fundamentals Education
2 tools
Sentiment Analysis Classification
2 tools
Llm Cost Tracking
2 tools
Spam Detection Ml
2 tools
Static Site Generators
2 tools
Spotify Music Recommendation
2 tools
Personal Portfolio Profiles
2 tools
Content Based Recommendation Systems
2 tools
Agent Protocol Standards
2 tools
Azure Ai Certifications
2 tools
Formula 1 Race Prediction
2 tools
Lora Training Tools
2 tools
Ai Tutoring Platforms
2 tools
Therapeutic Chatbot Applications
2 tools
Job Market Analytics
2 tools
Insurance Pricing Frameworks
2 tools
Finance Dashboard Frameworks
2 tools
Financial Ai Agents
2 tools
Spring Boot Rag Apps
2 tools
Ml Project Portfolios
2 tools
Regulatory Intelligence Mcp
2 tools
Protein Design Llms
2 tools
Open Webui Extensions
2 tools
Workflow Automation Platforms
2 tools
Llm Fine Tuning Optimization
2 tools
Ai Powered Business Analytics
2 tools
Ai Red Teaming
2 tools
Medical Rag Chatbots
2 tools
Generative Ai Learning
2 tools
Cloud Infrastructure Agents
2 tools
Review Sentiment Classification
2 tools
Nutrition Ai Apps
2 tools
Healthcare Chatbots
2 tools
Langchain Learning Fundamentals
2 tools
Saas Ai Platforms
2 tools
Automated Answer Grading
2 tools
Parking Space Detection
2 tools
Wildfire Prediction Ml
2 tools
Domain Specific Ai Assistants
2 tools
Peptide Property Prediction
2 tools
Ecommerce Product Matching
2 tools
Ann Churn Prediction
2 tools
Resume Screening Matching
2 tools
Molecular Toxicity Screening
2 tools
Ecommerce Agent Systems
2 tools
Text Classification Transformers
2 tools
Item Recommendation Systems
2 tools
Ai Recruitment Platforms
2 tools
Breast Cancer Detection Ai
2 tools
Agentic Workflow Orchestration
2 tools
Personal Portfolio Showcases
2 tools
Academic Thesis Repositories
2 tools
Personal Portfolio Sites
2 tools
Chest Xray Pathology Detection
2 tools
Ai Powered Studying
2 tools
Football Match Prediction
2 tools
Autonomous Agent Frameworks
1 tools
Question Answering Systems
1 tools
Ai Test Automation
1 tools
Lightweight Agent Frameworks
1 tools
Gradient Descent Optimizers
1 tools
Llm Internals Visualization
1 tools
Ml Project Scaffolding
1 tools
Mlr3 Ecosystem
1 tools
Model Context Protocol
1 tools
Agent Orchestration Frameworks
1 tools
Copilot Cli Enhancements
1 tools
Cursor Rules And Configs
1 tools
Geospatial Ml Tools
1 tools
Youtube Transcript Rag
1 tools
Prompt Engineering Resources
1 tools
Ecommerce Ai Assistants
1 tools
Ai Diagram Generation
1 tools
Agent Memory Systems
1 tools
Medical Image Segmentation
1 tools
Mcp Semantic Retrieval
1 tools
Rust Tensor Frameworks
1 tools
Document Intelligence Extraction
1 tools
Nlp Fundamentals Tutorials
1 tools
Travel Planning Ai
1 tools
Voice Ai Learning Collections
1 tools
Google Tts Libraries
1 tools
Ai Dial Platform
1 tools
Llm Evaluation Benchmarking
1 tools
Claude Skill Orchestration
1 tools
Langchain Application Tutorials
1 tools
Fashion Recommendation Systems
1 tools
Huggingface Learning Resources
1 tools
Llm Function Calling
1 tools
Ai Learning Resources
1 tools
Financial Intelligence Rag
1 tools
Ml Interview Preparation
1 tools
Algorithmic Trading Bots
1 tools
Gemini Prompt Workbenches
1 tools
Chatbot Development Frameworks
1 tools
Learning Path Roadmaps
1 tools
Hackathon Project Submissions
1 tools
Intent Classification
1 tools
Langchain4J Frameworks
1 tools
Python Learning Tutorials
1 tools
Ruby Llm Frameworks
1 tools
Rust Agent Orchestration
1 tools
Image Generation Mcp
1 tools
Covid 19 Prediction Ml
1 tools
Academic Course Projects
1 tools
Traffic Signal Optimization
1 tools
Security Threat Detection
1 tools
Agent Framework Platforms
1 tools
Transformer Training Optimization
1 tools
Laptop Price Prediction
1 tools
Langchain Application Development
1 tools
Text Visualization Graphs
1 tools
Ml Algorithm Visualizations
1 tools
Streamlit Chatbot Apps
1 tools
Email Rag Assistants
1 tools
Text Mining Fundamentals
1 tools
Platform Optimized Wheels
1 tools
Movie Recommendation Systems
1 tools
Julia Ml Frameworks
1 tools
Huggingface Hub Clients
1 tools
Triton Inference Deployment
1 tools
R Language Ml Education
1 tools
Minecraft Ai Agents
1 tools
Face Recognition Systems
1 tools
Defect Detection Quality Forensics
1 tools
Internship Portfolio Projects
1 tools
Ai Agent Governance
1 tools
Book Recommendation Systems
1 tools
Nba Game Prediction
1 tools
Covid 19 Xray Diagnosis
1 tools
Fake Job Detection
1 tools
Recommendation Systems Transformers
1 tools
Ai Coursework Collections
1 tools
Real Time Object Detection
1 tools
Edge Device Ml Frameworks
1 tools
Esports Match Prediction
1 tools
Kotlin Ml Frameworks
1 tools
Flutter Ai Chat Apps
1 tools
Mental Health Risk Detection
1 tools
Ecommerce Product Recommendation
1 tools
Dotnet Ml Frameworks
1 tools
Ai Job Application Automation
1 tools
Ecg Arrhythmia Diagnosis
1 tools
Study Aid Generators
1 tools
Web Scraping Nlp Pipelines
1 tools
Word Cloud Visualization
1 tools
Game Review Analysis
1 tools
Rust Agentic Systems
1 tools
Agentic Ai Orchestration
1 tools
Attention Mechanism Implementations
1 tools
Argument Mining Analysis
1 tools
Emergency Message Classification
1 tools
Toxic Comment Detection
1 tools
Stock Price Forecasting
1 tools
Nlp Education Courses
1 tools
Llm Research Curation
1 tools
Llm Hallucination Mitigation
1 tools
Docker Container Management
1 tools
Tabular Deep Learning
1 tools
Amazon Review Sentiment Analysis
1 tools
Cybersecurity Threat Detection
1 tools
Qdrant Vector Search
1 tools
Ai Code Assistants
1 tools
Aws Comprehend Pipelines
1 tools
Ai Assistant Platforms
1 tools
Ai Ethics Governance
1 tools
Text Summarization Transformers
1 tools
Variational Autoencoders
1 tools
Legal Document Rag
1 tools
Sre Incident Automation
1 tools
Conversational Rag Agents
1 tools
Protein Transformers Ml
1 tools
Drug Discovery Ml
1 tools
Sentiment Analysis Dashboards
1 tools
Prometheus Monitoring Mcp
1 tools
Mathematical Reasoning Transformers
1 tools
Fullstack Ai Assistants
1 tools
Nlp Paper Repositories
1 tools
Ai Recommendation Systems
1 tools
Dalle Playground Apps
1 tools
React Native Ai Apps
1 tools
Semantic Search Engines
1 tools
Ai Avatar Platforms
1 tools
Linkedin Content Automation
1 tools
Fairness Bias Auditing
1 tools
Crowd Counting Systems
1 tools
Web Framework Templates
1 tools
Plant Leaf Disease Detection
1 tools
Csv Data Chat
1 tools
Portuguese Nlp Tools
1 tools
Sentiment Analysis Web Apps
1 tools
Cricket Match Prediction
1 tools
Embedding Clustering Tools
1 tools
Rental Price Prediction
1 tools
Ai Powered Calculators
1 tools
Career Job Rag
1 tools
Text Analysis Frameworks
1 tools
Secure Evoting Systems
1 tools
Autonomous Trading Agents
1 tools
Sms Spam Detection
1 tools
Clustering Algorithm Implementations
1 tools
Causal Inference Ml
1 tools
Subscription Management Demos
1 tools
Conversational Ai Chatbots
1 tools
Ai Fitness Coaching
1 tools
Career Guidance Ai
1 tools
Text Authenticity Detection
1 tools
Sentiment Analysis Applications
1 tools
Ai Investment Platforms
1 tools
Airbnb Price Prediction
1 tools
Recommendation System Frameworks
1 tools
Legal Case Prediction
1 tools
Prompt Injection Security
1 tools
Ai Professional Portfolios
1 tools
Langgraph Agent Implementations
1 tools
Ocular Disease Detection
1 tools
Streamlit Agent Dashboards
1 tools
Genomic Variant Analysis
1 tools
Essay Scoring Grading
1 tools
Ecommerce Customer Chatbots
1 tools
Travel Planning Agents
1 tools
Dotnet Azure Rag
1 tools
Health App Development
1 tools
Go Agent Frameworks
1 tools
Time Series Forecasting Transformers
1 tools
Malware Detection Ml
1 tools
Application Platform Mcp
1 tools
Geophysical Log Prediction
1 tools
Airline Sentiment Analysis
1 tools
University Coursework Archives
1 tools
Llm Inference Engines
1 tools
News Intelligence Rag
1 tools
Llm Testing Frameworks
1 tools
Image Gallery Platforms
1 tools
Crypto Price Prediction
1 tools
Market Research Agents
1 tools
Llm Data Visualization
1 tools
Online Exam Proctoring
1 tools
Ai Content Writing
1 tools
Llm Thesis Research
1 tools
Azure Devops Mcp
1 tools
Ai Interview Prep
1 tools
Ml Learning Collections
1 tools
Generative Ai Applications
1 tools
Content Based Recommendation
1 tools
Diffusion Model Frameworks
1 tools
Ai Application Frameworks
1 tools
Decision Tree Frameworks
1 tools
Academic Ml Assignments
1 tools
Twitter Sentiment Pipelines
1 tools
Flight Fare Prediction
1 tools
Skin Lesion Diagnosis
1 tools
Aws Ml Certification
1 tools
Multimodal Medical Assistants
1 tools
Personal Knowledge Management
1 tools
Openai Api Quickstarts
1 tools
Voice Controlled Desktop Automation
1 tools
Poultry Disease Detection
1 tools
Langchain Chatbot Templates
1 tools
Llm Recommendation Systems
1 tools
Pdf Question Answering
1 tools
Clinical Ai Agents
1 tools
Transformer Based Summarization
1 tools
Clinical Llm Tools
1 tools
Wearable Health Monitoring
1 tools
Personal Blogs Portfolios
1 tools
Mistral Ai Tools
1 tools
Flutter On Device Ml
1 tools
Streamlit Llm Interfaces
1 tools