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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

Pumpkin Book vs pytorch

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

Pumpkin Book

南瓜书:《机器学习》(西瓜书)公式详解

Best matched with other framework tools.

26.1K
Stars
+61
Weekly
53/100
Health
pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

Best matched with other framework tools.

103.7K
Stars
+170
Weekly
80/100
Health

Quick Take

Adoption

pytorch has the larger GitHub footprint with 103.7K stars.

Momentum

pytorch is currently growing faster at +170 stars this week.

Maintenance

pytorch has the stronger automated maintenance signal at 80/100. 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.

SignalPumpkin Bookpytorch
Evidence statusBasic listing· 2026-10-04 09:18 UTCVerified snapshot· 2026-10-04 09:19 UTC
GitHub stars26.1K103.7K
Weekly growth+61+170
Health scoreWatch53/100Strong80/100
Contributors286.5K
Commits per week0.0368.3
Open issues918.4K
LanguageN/APython
LicenseNOASSERTIONNOASSERTION
Last commit2026-04-22 20:35 UTC2026-10-04 08:49 UTC
Last releasev2.0.0v2.11.0

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