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AI Tools Scout

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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Rankings use public ecosystem signals. Treat them as a starting point, then confirm license, setup, safety, and fit with the upstream project.
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Project comparison

Made With ML vs Ray

Compare adoption, momentum, maintenance health, and project basics before choosing which tool to evaluate deeper.

Made With ML

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

Best matched with other platform tools.

49.7K
Stars
+308
Weekly
48/100
Health
Ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Best matched with other platform tools.

42.5K
Stars
+72
Weekly
74/100
Health

Quick Take

Adoption

Made With ML has the larger GitHub footprint with 49.7K stars.

Momentum

Made With ML is currently growing faster at +308 stars this week.

Maintenance

Ray has the stronger automated maintenance signal at 74/100. This is not a security or fit verdict.

Side-by-side evidence

Use these signals to narrow your choice, then confirm setup, license, and fit upstream.

SignalMade With MLRay
Evidence statusBasic listing· 2026-10-04 09:18 UTCBasic listing· 2026-10-04 09:18 UTC
GitHub stars49.7K42.5K
Weekly growth+308+72
Health scoreWatch48/100Healthy74/100
Contributors11.6K
Commits per week0.087.6
Open issues253.5K
LanguageJupyter NotebookPython
LicenseMITApache-2.0
Last commit2026-03-04 23:44 UTC2026-05-11 23:54 UTC
Last releasev1.1.0ray-2.55.1

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