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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

BentoML vs Made With ML

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

BentoML

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

Best matched with other platform tools.

8.6K
Stars
+13
Weekly
51/100
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

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

Maintenance

BentoML has the stronger automated maintenance signal at 51/100. 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.

SignalBentoMLMade With ML
Evidence statusBasic listing· 2026-10-04 09:17 UTCBasic listing· 2026-10-04 09:18 UTC
GitHub stars8.6K49.7K
Weekly growth+13+308
Health scoreWatch51/100Watch48/100
Contributors2361
Commits per week2.50.0
Open issues14225
LanguagePythonJupyter Notebook
LicenseApache-2.0MIT
Last commit2026-05-07 10:37 UTC2026-03-04 23:44 UTC
Last releasev1.4.39v1.1.0

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