Best Monitoring & observability MCP servers
Monitoring and observability MCP servers give an agent eyes on production: errors, traces, logs, metrics, dashboards, and alerts. The payoff is tightening the loop between an incident and a fix — an agent can pull the exact stack trace and recent releases for a Sentry issue, or query Grafana datasources and render the panel that explains a spike, then propose the change. When choosing, look at how much of your stack the server covers (a single tool's data versus a federated query layer across Prometheus, Loki, and friends) and at the auth and scoping model, since these servers read sensitive operational data and you want least-privilege, ideally read-only, tokens. Prefer servers that expose both the raw query primitives and higher-level convenience tools so the agent can drill down without you hand-writing PromQL.
10 servers
Grafana
Grafana Labs
Grafana Labs' official MCP server: query dashboards, Prometheus, Loki, incidents, alerts, and OnCall from your agent.
Sentry
Sentry
Sentry's official MCP server: pull issues, stack traces, and events, and run Seer root-cause analysis from your editor.
Prometheus
pab1it0
A maintained Prometheus MCP server: run PromQL instant and range queries, discover metrics and metadata, and inspect scrape targets from your agent.
SigNoz
SigNoz
SigNoz's official MCP server gives agents full access to traces, logs, metrics, dashboards, and alerts in your OpenTelemetry-native stack.
PagerDuty
PagerDuty
PagerDuty's official MCP server exposes incidents, services, schedules, teams, and orchestrations — 64 tools, read-only by default, with an OAuth-hosted option.
Datadog
Datadog
Datadog's official remote MCP server lets agents search logs, query metrics, pull APM traces, inspect monitors, and investigate incidents.
Axiom
Axiom
Axiom's official remote MCP server lets agents query logs, traces, and metrics with APL and manage datasets, monitors, and dashboards over OAuth.
Honeycomb
Honeycomb
Honeycomb's official MCP server: query traces, metrics, and logs, run BubbleUp, and manage Boards, Triggers, and SLOs from your agent.
Better Stack
Better Stack
Better Stack's official MCP server: query logs, metrics, and traces, manage monitors and incidents, and drive on-call from one remote endpoint.
New Relic
New Relic
New Relic's official hosted MCP server: run NRQL, search entities, analyze golden metrics, and triage incidents from your agent.