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An open-source AI tools directory with clear use cases, visible source freshness, and maintenance evidence for anyone deciding what to try.

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Made With ML

Learn how to develop, deploy and iterate on production-grade ML applications.

GitHub ↗Website ↗MIT☁️ Platform

At a glance

Is this tool relevant to you?

What it does

Learn how to develop, deploy and iterate on production-grade ML applications.

May suit

Teams organizing AI models, data, deployments, or workflows in one system.

Before you try it

The repository reports a MIT license. Setup difficulty and device support still need to be checked upstream.

Evidence & freshness

What we know, and how recently we checked

Basic listing· 2026-10-04 09:18 UTC

This record comes from the wider automated directory. It has not yet passed the stronger catalog verification checks.

Source
Automated project sync
Checked
2026-10-04 09:18 UTC
Snapshot evidence level
Limited confidence
Maintenance signal
Watch48/100

Mixed maintenance signals. Review recent activity and the weaker areas before adopting it.

The health score is an automated maintenance signal, not a security audit or a guarantee that the tool fits your needs.

How verification and health scoring work

Catalog-verified records use a timestamped GitHub snapshot that passed source and completeness checks. Basic listings come from the wider automated sync and have not yet passed that stronger verification path.

Health combines recent activity, commit frequency, issue handling, contributor depth, release cadence, documentation, and community signals. Missing evidence lowers how much confidence you should place in the number.

Read the full methodology →
⭐
49.7K
Stars
🍴
7.8K
Forks
👥
1
Contributors
💚
Watch48/100
Health Score

Star History

012.4K24.8K37.3K49.7K2026/5/122026/8/172026/10/4

Health Score Breakdown

Star Momentum
83
Commit Frequency
0
Issue Health
60
Contributors
10
Release Cadence
10
Documentation
100
Community Signal
100

Project Info

Language
Jupyter Notebook
License
MIT
Last Commit
2026-03-04 23:44 UTC
Last Release
v1.1.0 (2026-03-04 23:24 UTC)
Open Issues
25
Bus Factor
1
Commits/Week
0.0
Avg Issue Close
10.4 days
data-engineeringdata-qualitydata-sciencedeep-learningdistributed-mldistributed-trainingllmopsllmsmachine-learningmlopsnatural-language-processingpythonpytorchray

Project Badge

Embed a live health badge in a README or docs page.

Made With ML AI Tools Scout badge
[![AI Tools Scout](https://ai-tools-scout.com/api/badge/made-with-ml?metric=health&style=shield)](https://ai-tools-scout.com/projects/made-with-ml)

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