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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

Academic Research Skills Codex vs cc-switch

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

Academic Research Skills Codex

Codex-native Academic Research Skills suite for human-in-the-loop academic research workflows

Best matched with other interface tools.

8.2K
Stars
+513
Weekly
53/100
Health
cc-switch

A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io

Best matched with other interface tools.

139.9K
Stars
+52.9K
Weekly
87/100
Health

Quick Take

Adoption

cc-switch has the larger GitHub footprint with 139.9K stars.

Momentum

cc-switch is currently growing faster at +52.9K stars this week.

Maintenance

cc-switch has the stronger automated maintenance signal at 87/100. 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.

SignalAcademic Research Skills Codexcc-switch
Evidence statusBasic listing· 2026-10-04 09:17 UTCVerified snapshot· 2026-10-04 09:19 UTC
GitHub stars8.2K139.9K
Weekly growth+513+52.9K
Health scoreWatch53/100Strong87/100
Contributors4200
Commits per week2.445.0
Open issues42.0K
LanguagePythonRust
LicenseNOASSERTIONMIT
Last commit2026-08-06 09:20 UTC2026-10-04 09:07 UTC
Last releasev0.1.22v3.18.0

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