Mmcp.market

Head to head

AWT (AI Watch Tester) vs Netdata

Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.

AWT (AI Watch Tester)io.github.ksgisang/awt
C
No reviews yet

AI-powered E2E testing MCP server. Detects and auto-fixes UI bugs via DevQA Loop and Vision AI.

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Netdataio.github.netdata/mcp-server
A
No reviews yet

Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.

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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. The safety scan favours Netdata (88/100 against 57). Netdata is hosted and callable through the gateway; AWT (AI Watch Tester) runs on your own machine. Netdata has noticeably more public adoption.

 AWT (AI Watch Tester)Netdata
User ratingNo reviews yetNo reviews yet
Safety gradeC57/100A88/100
AdoptionGrowingWidely used
GitHub stars181k
Downloads / week58
Runs whereYour machine (local)Hosted (remote)
Gateway-readyNoYes
Tools
Write actions
Price per callFreeFree
LicenceAGPL-3.0GPL-3.0
Last release2026-09-192026-09-19
CategoryEverything elseEverything else

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