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Analytics & Monitoring MCP Servers

13 MCP servers connect AI assistants like Claude and ChatGPT to the analytics & monitoring tools your business already runs on — including Grafana, Datadog, Axiom. Pick a server below to see what it does, whether it's officially maintained, and what an assistant can automate with it.

Grafana

Official

Search dashboards, investigate incidents, and query datasources. Monitor systems and analyze observability data.

About the Grafana MCP server →

Datadog

Official

Access monitoring, incidents, logs, dashboards, and metrics. Bridge observability data with AI for intelligent debugging.

About the Datadog MCP server →

Axiom

Official

Query and analyze logs, traces, and event data in natural language. Investigate production issues with observability data.

About the Axiom MCP server →

Amplitude

Official

Integrate AI with product analytics data. Search, analyze charts, dashboards, experiments, and metrics.

About the Amplitude MCP server →

New Relic

Community

Monitoring, NRQL queries, dashboards, and incident management. Analyze application performance and infrastructure health.

About the New Relic MCP server →

PagerDuty

Community

Manage incidents, services, schedules, and escalation policies from AI-enabled clients.

About the PagerDuty MCP server →

Raygun

Official

Crash reporting and real user monitoring. Debug errors and analyze user experience metrics.

About the Raygun MCP server →

Logfire

Official

Access OpenTelemetry traces and metrics through Pydantic Logfire. Analyze distributed systems.

About the Logfire MCP server →

AgentOps

Official

Observability and tracing for AI agents. Debug agent workflows, track tool usage, and monitor performance.

About the AgentOps MCP server →

ilert

Official

Incident management, on-call scheduling, and alert routing through natural language.

About the ilert MCP server →

Pull GA4 data on demand: run standard, funnel, and realtime reports, list accounts and properties, and retrieve custom dimensions and metrics. Read-only, maintained by Google.

About the Google Analytics MCP server →

Mixpanel

Official

Answer product-usage questions from real Mixpanel data — run insights, funnel, flow, and retention analyses, build dashboards, and review session replays.

About the Mixpanel MCP server →

PostHog

Official

Query product analytics with HogQL, manage feature flags and experiments, investigate errors with stack traces, and triage issues directly in PostHog.

About the PostHog MCP server →
Done-for-you integration

Want this connected to your business — with governance handled?

Crox maps your processes, connects AI to the tools you already use, and keeps it working as models change. Start with a readiness assessment or talk to us about a build.