Monitoring & Observability

Model Cache Server - MCP server for downloading and caching ML models and datasets

MCP observability and control plane — audit logging, rate limiting, circuit breaker for any MCP server

Open-source tracing middleware for MCP servers. Export logs, requests, and tool calls to files, PostgreSQL, Supabase, Contexa, or custom backends with full control over what gets logged.

Zero-config observability for MCP servers. OTel GenAI conventions. Redaction on by default.

MCP server for system monitoring — CPU, memory, disk, network, and process management

Secure MCP server for centrally collected infrastructure logs — search, tail, grep, correlate

MCP SSH Multi - Multi-server SSH access through MCP

Read-only MCP server for UniFi network analysis — gives LLMs safe access to controller data for diagnostics, monitoring, and capacity planning

MCP server for retrieving issues from sentry.io

MCP server for retrieving issues from sentry.io

MCP server for Motor Current Signature Analysis — fault detection in electric motors

MCP server enabling LLMs to query issues, stacktraces, and resolve errors in GlitchTip

A Model Context Protocol (MCP) server for DataHub

A Model Context Protocol (MCP) server for DataHub

Managed cron-job-as-a-service with monitoring, retries, and alerting

MCP server for Cloud Monitor

aliyun observability mcp server

MCP server for retrieving issues from sentry.io

MCP server for retrieving issues from sentry.io or self-hosted Sentry instances

MCP server for retrieving issues from sentry.io