GraphCanon updated 2w · GitHub synced 2w
Decision brief
Awesome MLOps is a curated list of tools encompassing AutoML to CI/CD for ML.
Good fit when
- You need resources across multiple facets of the machine-learning pipeline, from data validation to model serving.
- Curating an inclusive portfolio of tools while favoring transparency and community-driven updates.
Avoid when
- In search of a single comprehensive tool for end-to-end ML project management; Awesome MLOps is a repository of links rather than a standalone platform.
- Looking for proprietary solutions or detailed vendor-specific documentation as it focuses on broad, open-source offerings.
Observed Jul 17, 2026 · Source: enrich:decision_facts
Verify the decision
Maintenance and security
Full trust report- Maintenance
- Slowing (97d since push)
- As of 2w
- Provenance
- Not a fork · Personal account
- As of 2w
- Security (OSV)
- No lockfile
- As of 1mo
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install awesome-mlopsHow it fits your stack(1)
Typed graph edges - alternatives, integrations, successors, and dependencies. Ranked by relationship type, not raw GitHub stars.
Similar tools
Same-category neighbours not already linked as typed edges.
Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
Provides categorized lists for various aspects of MLOps including AutoML, CI/CD for Machine Learning, and Model Serving.
Capability facts
- Languages
- python
Source: github.language · Aug 4, 2026
Categories
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Aug 4, 2026)
Inspired by [awesome-python](https://github.com/vinta/awesome-python).Source link
Tags
README
Awesome MLOps
A curated list of awesome MLOps tools.
Inspired by awesome-python.
- Awesome MLOps
- AutoML
- CI/CD for Machine Learning
- Cron Job Monitoring
- Data Catalog
- Data Enrichment
- Data Exploration
- Data Management
- Data Processing
- Data Validation
- Data Visualization
- Drift Detection
- Feature Engineering
- Feature Store
- Hyperparameter Tuning
- Knowledge Sharing
- Machine Learning Platform
- Model Fairness and Privacy
- Model Interpretability
- Model Lifecycle
- Model Serving
- Model Testing & Validation
- Optimization Tools
- Simplification Tools
- Visual Analysis and Debugging
- Workflow Tools
- Resources
- Articles
- Books
- Events
- Other Lists
- Podcasts
- Slack
- Websites
- Contributing
AutoML
Tools for performing AutoML.
- AutoGluon - Automated machine learning for image, text, tabular, time-series, and multi-modal data.
- AutoKeras - AutoKeras goal is to make machine learning accessible for everyone.
- AutoPyTorch - Automatic architecture search and hyperparameter optimization for PyTorch.
- AutoSKLearn - Automated machine learning toolkit and a drop-in replacement for a scikit-learn estimator.
- EvalML - A library that builds, optimizes, and evaluates ML pipelines using domain-specific functions.
- FLAML - Finds accurate ML models automatically, efficiently and economically.
- H2O AutoML - Automates ML workflow, which includes automatic training and tuning of models.
- MindsDB - AI layer for databases that allows you to effortlessly develop, train and deploy ML models.
- MLBox - MLBox is a powerful Automated Machine Learning python library.
- Model Search - Framework that implements AutoML algorithms for model architecture search at scale.
- NNI - An open source AutoML toolkit for automate machine learning lifecycle.
CI/CD for Machine Learning
Tools for performing CI/CD for Machine Learning.
- ClearML - Auto-Magical CI/CD to streamline your ML workflow.
- CML - Open-source library for implementing CI/CD in machine learning projects.
- KitOps – Open source MLOps project that eases model handoffs between data scientist and DevOps.
Cron Job Monitoring
Tools for monitoring cron jobs (recurring jobs).
- Cronitor - Monitor any cron job or scheduled task.
- HealthchecksIO - Simple and effective cron job monitoring.
- Heartbeat.pm - Monitoring aliveness of any sensor/cron job.
Data Catalog
Tools for data cataloging.
- Amundsen - Data discove
For agents
This page has a .md twin and JSON over the API.