Mmcp.market

Head to head

Utility Matrix vs Public Browser

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

Utility Matrixio.github.helphub369/utility-matrix
C
No reviews yet

Free browser-based calculators and analyzers for cloud cost, DevOps, security, and data governance.

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Public Browserio.github.Silbercue/public-browser
A
No reviews yet

Chrome over CDP for AI agents. Blind benchmark vs agent-browser: -33% tokens, -33% cost, -32% time

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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 Public Browser (92/100 against 58). Utility Matrix is hosted and callable through the gateway; Public Browser runs on your own machine. Public Browser has noticeably more public adoption.

 Utility MatrixPublic Browser
User ratingNo reviews yetNo reviews yet
Safety gradeC58/100A92/100
AdoptionNewGrowing
GitHub stars–8
Downloads / week–248
Runs whereHosted (remote)Your machine (local)
Gateway-readyYesNo
Tools——
Write actions——
Price per callFreeFree
Licence—MIT
Last release—2026-09-18
CategoryScraping and browsingScraping and browsing

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