Monitoring MCP Servers

Query and analyze logs, traces, and event data in Axiom. Real-time observability at any scale.

Error tracking and performance monitoring

Dashboard and observability platform

Access OpenTelemetry traces and metrics via Pydantic Logfire. Debug production issues fast.

Infrastructure monitoring and APM

Query and analyze LLM logs and traces. Debug AI pipelines and evaluate model performance.

Crash reporting and real user monitoring data. Track errors, performance, and user sessions.

Application performance monitoring data directly in your AI assistant. N+1 queries, slow endpoints.

Code observability MCP — dynamic analysis based on OpenTelemetry and APM data.

Incident management and alerting platform. On-call scheduling and status pages.

Query Honeycomb observability data and traces for debugging production from AI agents.

Query CloudWatch metrics, logs, and alarms to monitor AWS resources from AI agents.

Remote MCP server (streamable HTTP, Bearer API key) for DevDome, a cookieless WordPress analytics service. Ask about real human traffic, bot and AI crawler traffic, top pages, referrers, countries and site health across every connected WordPress site. A free DevDome account is enough to create a key. Docs: https://devdome.com/docs/mcp/

Authenticated remote MCP server for monitoring and managing SPF, DKIM, DMARC, MTA-STS, BIMI, email-domain security, remediation tasks, reports, alerts, and integrations. Compatible local clients can connect through the published npm bridge.

Hosted MCP server for brand and PPC teams. It gives authorized clients access to Ads Lighthouse paid-search monitoring data, including advertisers, ad copy, destination links and saved observations for selected Google and Bing brand searches. Uses OAuth; setup and endpoint documentation: https://adslighthouse.com/mcp

Heartbeat monitoring for cron jobs, backups, webhooks and automations: alerts when a run is missed and when it recovers. Remote endpoint https://hookpulse.net/mcp (streamable HTTP, no auth, 10 free monitors).

Open-source uptime monitoring, incidents and status pages. Connect via Streamable HTTP at https://openuptime.app/api/mcp using OAuth. Docs: https://openuptime.app/docs/mcp. Official registry: app.openuptime/mcp.

Query metrics and alerts

I built Kilobat CLI, a GPL-3.0-only macOS network monitoring and diagnostics CLI with a local stdio MCP server. The desktop app is a separate proprietary product. Install with brew install seifip/kilobat/kilobat; requires macOS 14+ and Xcode 16+ for the Homebrew source build. Some actions need confirmation or administrator authorization.

Application performance monitoring

Incident management and on-call

Real-time production context — logs, metrics, traces. SRE intelligence for incident response.

Navigate OpenTelemetry resources, investigate incidents, and query observability data.