Mmcp.market

Head to head

Fabric AIops vs World Monitor

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

Fabric AIopsio.github.AIops-tools/fabric-aiops
A
No reviews yet

Governed Cisco Meraki fabric ops: uplink RCA, health score, drift; 34 tools with audit/undo.

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World Monitorapp.worldmonitor/mcp
A
No reviews yet

Live markets, conflicts, country risk, chokepoints, energy, and China decision signals. 75 tools.

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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. Both score close on the safety scan (91 and 95 out of 100). World Monitor is hosted and callable through the gateway; Fabric AIops runs on your own machine. World Monitor has noticeably more public adoption.

 Fabric AIopsWorld Monitor
User ratingNo reviews yetNo reviews yet
Safety gradeA91/100A95/100
AdoptionNewWidely used
GitHub stars087k
Downloads / week
Runs whereYour machine (local)Hosted (remote)
Gateway-readyNoYes
Tools35
Write actions4
Price per callFreeFree
LicenceMITAGPL-3.0
Last release2026-09-162026-09-19
CategoryEverything elseEverything else

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