Prometheus is an open-source monitoring system with a dimensional data model, the PromQL query language, a time series database and alerting 1. Its ecosystem also includes Grafana Cloud, which offers a PromQL query skill and Prometheus-based metrics overview 5, and Cortex, a horizontally scalable long-term storage solution for Prometheus metrics 6.
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Grafana Cloudgrafana.comverified and signed
A hosted observability platform with a Prometheus and Grafana Cloud Metrics overview covering PromQL, alerting and recording rules, plus a PromQL skill for writing and optimizing queries 515.
official:MCP server · GrafanaCLI · grafanaskill · dashboardingskill · promqlskill · opentelemetry+35 community tools built for it
for agents: prometheus · infrastructure · promql
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Google Cloud Monitoringgoogle.comverified and signed
Google Cloud's managed monitoring service, which exposes Prometheus-compatible query endpoints for listing metric metadata, series and labels 919.
official:API · Cloud Monitoring APIskill · cloud-monitoring-chart-generationskill · cloud-monitoring-list-time-series-requestskill · cloud-monitoring-metric-selectionskill · cloud-monitoring-promql-query
for agents: monitoring.projects.location.prometheus.api.v1.metadata.list · monitoring.projects.location.prometheus.api.v1.series · monitoring.projects.location.prometheus.api.v1.labels
Sources
- 1Prometheus - Monitoring system & time series databaseprometheus.io · read 2026-10-29
- 5Full-stack observability for the agentic era | Grafana Labsgrafana.com · read 2026-10-29
- 6Cortexcortexmetrics.io · read 2026-10-29
- 9AI and Cloud Computing Services | Google Cloudcloud.google.com · read 2026-10-29
- 15prometheus: declares "prometheus" (the record we read and signed)unfragile.ai · read 2026-10-24
- 19Cloud Monitoring API: declares "monitoring.projects.location.prometheus.api.v1.metadata.list" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
monitoring · prometheus-client verified and signed
CreateScraper · Amazon Prometheus Service verified and signed
Creates a scraper to collect metrics from Prometheus-compatible sources.
· Packagist.org Promphp Prometheus website read, tools not yet checked
The PHP Package Repository
· Getvda Ai Generator Postgres Prometheus Stack website read, tools not yet checked
Governance for AI agents that you can prove. The rules your agents follow — versioned and reviewed like code — and every governed decision sealed to a tamper-evident record. A composable suite: Witness, C2MD, ACP, Onboarding, and human-in-the-loop. Start with one.
· Getvda Ai Generator Kafka Postgres Prometheus Stack website read, tools not yet checked
Governance for AI agents that you can prove. The rules your agents follow — versioned and reviewed like code — and every governed decision sealed to a tamper-evident record. A composable suite: Witness, C2MD, ACP, Onboarding, and human-in-the-loop. Start with one.
prometheus · prometheus verified and signed
Prometheus and Grafana Cloud Metrics overview including PromQL query language, Metrics Drilldown, alerting, recording rules, and integration patterns. Use when working with Prometheus, writing PromQL queries, configuring alerting, or discussing metrics architecture and best practices.
loki · loki verified and signed
Grafana Loki log aggregation and LogQL query language. Covers LogQL syntax (log queries, metric queries, label matchers, line filters, parsers: json/logfmt/pattern/regexp/unpack, label filters, line_format), Loki architecture, log ingestion via Alloy/Promtail/Fluent Bit, structured metadata, and Log
· Cortex website read, tools not yet checked
Horizontally scalable, highly available, multi-tenant, long term storage solution for Prometheus and OpenTelemetry Metrics. Learn More Releases Companies using Cortex Long term storage Durably store data for longer than the lifetime of any single machine, and use this data for long term capacity pla
stats · @opentelemetry/sdk-logs verified and signed
qdrant-monitoring · qdrant-monitoring verified and signed
Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', 'set up alerts', 'cluster health check', or needs to set up Prometheus, Grafana, health chec
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.