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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

Soup vs Mempalace

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

Soup

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

Best matched with other inference tools.

2.0K
Stars
0
Weekly
68/100
Health
Mempalace

The best-benchmarked open-source AI memory system. And it's free.

Best matched with other inference tools.

57.6K
Stars
+5.6K
Weekly
95/100
Health

Quick Take

Adoption

Mempalace has the larger GitHub footprint with 57.6K stars.

Momentum

Mempalace is currently growing faster at +5.6K stars this week.

Maintenance

Mempalace has the stronger automated maintenance signal at 95/100. 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.

SignalSoupMempalace
Evidence statusBasic listing· 2026-10-04 09:17 UTCBasic listing· 2026-10-04 09:17 UTC
GitHub stars2.0K57.6K
Weekly growth0+5.6K
Health scoreHealthy68/100Strong95/100
Contributors18124
Commits per week37.776.2
Open issues89641
LanguagePythonPython
LicenseApache-2.0MIT
Last commit2026-08-16 19:09 UTC2026-07-22 03:57 UTC
Last releasev0.73.2v3.6.0

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