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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

Expect vs TradingAgents

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

Expect

Expect tests your agent's code in a real browser

Best matched with other agent tools.

3.6K
Stars
+92
Weekly
53/100
Health
TradingAgents

TradingAgents: Multi-Agents LLM Financial Trading Framework

Best matched with other agent tools.

109.7K
Stars
+20.2K
Weekly
64/100
Health

Quick Take

Adoption

TradingAgents has the larger GitHub footprint with 109.7K stars.

Momentum

TradingAgents is currently growing faster at +20.2K stars this week.

Maintenance

TradingAgents has the stronger automated maintenance signal at 64/100. 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.

SignalExpectTradingAgents
Evidence statusBasic listing· 2026-10-04 09:17 UTCVerified snapshot· 2026-10-04 09:19 UTC
GitHub stars3.6K109.7K
Weekly growth+92+20.2K
Health scoreWatch53/100Healthy64/100
Contributors920
Commits per week0.08.6
Open issues23301
LanguageTypeScriptPython
LicenseNOASSERTIONApache-2.0
Last commit2026-05-06 07:58 UTC2026-10-03 21:30 UTC
Last releaseexpect-cli@0.0.26v0.3.1

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