Monitoring
MCPs for observability, errors, and performance monitoring
TL;DR
Monitoring MCP servers expose error tracking, metrics, logs, and alerting platforms to agents. They let an agent investigate 'why did latency spike at 3am' by correlating Sentry, Datadog, and Grafana in one conversation. Key to agent-driven incident response.
About Monitoring
Monitoring MCPs connect agents to Sentry, Datadog, New Relic, Grafana, and PagerDuty. Agents can read error streams, query metrics, acknowledge alerts, and root-cause incidents autonomously.
Common use cases
- Auto-triage new Sentry errors by severity and owner
- Correlate deploys with error spikes across Datadog + GitHub
- Acknowledge PagerDuty alerts and post a summary in Slack
- Generate weekly incident reports from monitoring data
- Root-cause slow API calls by querying traces + logs
Related recipes
Error Alerting Pipeline
Sentry new issues are de-duplicated, enriched with commit info, and routed to the right Slack channel based on project.
Database Monitoring Dashboard
Stream Postgres metrics — query latency, lock waits, vacuum stats — into Grafana for a live operations dashboard.
Alert Routing from Grafana
Grafana alerts are enriched with runbook links and routed to the correct Slack channel based on severity and team labels.
Analytics Dashboard
Connect ClickHouse to Grafana to build real-time analytics dashboards over billions of events with sub-second query times.
Related tags
Frequently asked questions
Can agents resolve incidents automatically?
Partially — they can acknowledge, comment, and propose fixes. Always keep a human in the loop for production incident remediation.
Which monitoring MCP is best for APM?
Datadog and Honeycomb have the most featured MCPs for traces and performance. Sentry is strongest for errors + release tracking.
Do monitoring MCPs support alert routing?
Yes — PagerDuty and Grafana MCPs let agents read on-call schedules, route alerts, and page the right person.
Can I send custom metrics via an MCP?
Yes — most MCPs expose both read (query) and write (send metric) tools, so agents can emit their own telemetry too.
Install Monitoring MCPs
Browse the full directory or explore all tags to find the right MCPs for your stack.