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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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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

Best Of Ml Python vs Streamlit

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

Best Of Ml Python

🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

Best matched with other interface tools.

23.8K
Stars
+52
Weekly
48/100
Health
Streamlit

Streamlit — A faster way to build and share data apps.

Best matched with other interface tools.

45.3K
Stars
+766
Weekly
83/100
Health

Quick Take

Adoption

Streamlit has the larger GitHub footprint with 45.3K stars.

Momentum

Streamlit is currently growing faster at +766 stars this week.

Maintenance

Streamlit has the stronger automated maintenance signal at 83/100. 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.

SignalBest Of Ml PythonStreamlit
Evidence statusBasic listing· 2026-10-04 09:18 UTCBasic listing· 2026-10-04 09:17 UTC
GitHub stars23.8K45.3K
Weekly growth+52+766
Health scoreWatch48/100Strong83/100
Contributors57334
Commits per week0.046.2
Open issues581.2K
LanguageN/APython
LicenseCC-BY-SA-4.0Apache-2.0
Last commit2026-10-01 14:16 UTC2026-07-22 15:56 UTC
Last release2025.10.301.60.0

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