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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

Swanlab vs Made With ML

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

Swanlab

⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.

Best matched with other platform tools.

4.2K
Stars
+281
Weekly
67/100
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

Swanlab has the stronger automated maintenance signal at 67/100. 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.

SignalSwanlabMade With ML
Evidence statusBasic listing· 2026-10-04 09:18 UTCBasic listing· 2026-10-04 09:18 UTC
GitHub stars4.2K49.7K
Weekly growth+281+308
Health scoreHealthy67/100Watch48/100
Contributors441
Commits per week3.80.0
Open issues5725
LanguagePythonJupyter Notebook
LicenseApache-2.0MIT
Last commit2026-09-06 10:54 UTC2026-03-04 23:44 UTC
Last releasev0.10.0v1.1.0

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