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Compare servers	Rhoai Observability MCP
Purpose	MCP server for troubleshooting vLLM inference workloads on Red Hat OpenShift AI — queries Prometheus, Alertmanager, Loki, Grafana, and Kubernetes from AI assistants.
Authentication (maintainer declared)	Unknown
Public launch command	Project-specific setup
Configuration source	Public install instructions
Observed tools	Unknown
Last complete tool check	Unknown
License	MIT
	Open setup

A complete tool check lists tools; it does not exercise them or certify security.