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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

Agent Device vs crawl4ai

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

Agent Device

Mobile app automation and verification for AI coding agents. CLI, MCP server, and typed Node.js API for iOS, Android, HarmonyOS, TV, web, macOS, and Linux.

Best matched with other agent tools.

4.9K
Stars
+1.3K
Weekly
95/100
Health
crawl4ai

Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key.

Best matched with other agent tools.

84.7K
Stars
0
Weekly
66/100
Health

Quick Take

Adoption

crawl4ai has the larger GitHub footprint with 84.7K stars.

Momentum

Agent Device is currently growing faster at +1.3K stars this week.

Maintenance

Agent Device 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.

SignalAgent Devicecrawl4ai
Evidence statusBasic listing· 2026-10-04 09:18 UTCVerified snapshot· 2026-10-04 09:19 UTC
GitHub stars4.9K84.7K
Weekly growth+1.3K0
Health scoreStrong95/100Healthy66/100
Contributors6195
Commits per week101.710.6
Open issues123226
LanguageTypeScriptPython
LicenseMITApache-2.0
Last commit2026-10-04 09:09 UTC2026-09-25 06:37 UTC
Last releasev0.21.18v0.9.4

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