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MONITORING MCP SERVERS

Monitoring servers let models interact with monitoring systems through the MCP protocol. Each entry carries an editorial score, security notes, and per-client connection configs.

Servers
7
Avg editorial score
4.2 / 5
Official servers
4
Added this quarter
7
Last re-verified
MAY 7, 2026
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THE THREE TO BEAT

01Top of category
VendorMonitoring

Grafana MCP Server

Grafana Labs

Grafana's MCP server is the observability hub for AI agents. The first wave of capabilities centres on dashboards: search, get full or summary views, extract specific dashboard properties via JSONPath, patch dashboards while keeping the full JSON out of the response. The second wave covers datasource operations across the major Grafana datasource types (Prometheus, Loki, ClickHouse, CloudWatch, Elasticsearch). The third wave runs queries directly: PromQL against Prometheus including histogram percentile calculations, LogQL against Loki with pattern detection, InfluxDB queries (InfluxQL or Flux), ClickHouse SQL. The architectural decision worth understanding: context-window management is treated as a first-class concern, with `get_dashboard_summary` and `get_dashboard_property` providing scoped access to large dashboards while keeping the full JSON out of the agent's context. This is the kind of detail that signals vendor maturity. Grafana version 9.0+ is required for full functionality; older instances may miss specific datasource API endpoints. For teams running Grafana, this is the observability MCP to install.

8 Tools2,929 Stars
View details →
02Runner up
Community

Langfuse MCP

avivsinai (community)

MCP server for Langfuse. Query LLM trace data, sessions, observations, and prompts from inside agents. 85 stars and 16 commits on main in the last 30 days.

03Third place
Official

Axiom MCP

Axiom

Official Axiom MCP server. Query Axiom datasets via APL (Axiom Processing Language) and inspect dashboards, monitors, and notifiers. 12 stars and 30 commits on main in the last 30 days. Replaces the deprecated axiomhq/mcp-server-axiom (61 stars, archived 2025-11).

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ALL MONITORING SERVERS

Vendor4.5/5

Grafana MCP Server

Grafana Labs

Vendor-official Grafana MCP server from Grafana Labs. Covers dashboards (search, get, summary, JSONPath extraction, patch), datasources (Prometheus, Loki, ClickHouse, CloudWatch, Elasticsearch), and direct query execution (PromQL, LogQL, InfluxQL/Flux, ClickHouse SQL).

8 tools · 2,929 ★Details →
Community4.3/5

Langfuse MCP

avivsinai (community)

MCP server for Langfuse. Query LLM trace data, sessions, and observations from inside agents for debugging and observability. 85 GitHub stars and 16 commits on main in the last 30 days.

6 tools · 85 ★Details →
Official4.3/5

Axiom MCP

Axiom

Official Axiom MCP server. Query Axiom datasets via APL (Axiom Processing Language) and inspect dashboards, monitors, and notifiers. 12 stars and 30 commits on main in the last 30 days.

7 tools · 12 ★Details →
Community4.2/5

Prometheus MCP

pab1it0

Prometheus PromQL query MCP with both instant and range queries, metric discovery, and target inspection. 429 GitHub stars and 9 commits on main in the last 30 days. Self-hosted, runs against any Prometheus endpoint.

6 tools · 429 ★Details →
Official4.2/5

Rollbar MCP

Rollbar

Official Rollbar MCP server: error tracking, occurrence triage, deploy tracking, and item lifecycle for AI agents. 25 stars and 13 commits on main in the last 30 days.

7 tools · 25 ★Details →
Official4.1/5

PagerDuty MCP

PagerDuty

Official PagerDuty MCP server for incident management, on-call schedules, services, escalation policies, and event API integration. 66 GitHub stars and 5 commits on main in the last 30 days. Apache-2.0.

8 tools · 66 ★Details →
Official4/5

Datadog MCP

Datadog

Official Datadog managed MCP server covering logs, metrics, traces, incidents, and dashboards. HTTP-only transport, hosted by Datadog with regional endpoints (US1, EU, etc.). 6 commits on main in the last 30 days. Stars are modest (35) reflecting recent launch.

7 tools · 35 ★Details →
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