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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

Deepspeed vs Made With ML

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

Deepspeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

Best matched with other platform tools.

42.8K
Stars
+463
Weekly
76/100
Health
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

Quick Take

Adoption

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

Momentum

Deepspeed is currently growing faster at +463 stars this week.

Maintenance

Deepspeed has the stronger automated maintenance signal at 76/100. 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.

SignalDeepspeedMade With ML
Evidence statusBasic listing· 2026-10-04 09:17 UTCBasic listing· 2026-10-04 09:18 UTC
GitHub stars42.8K49.7K
Weekly growth+463+308
Health scoreHealthy76/100Watch48/100
Contributors4881
Commits per week8.60.0
Open issues1.3K25
LanguagePythonJupyter Notebook
LicenseApache-2.0MIT
Last commit2026-07-21 18:06 UTC2026-03-04 23:44 UTC
Last releasev0.19.2v1.1.0

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