Monitoring & Observability

Runtime integrity and anomaly detection for MCP servers using OpenTelemetry and SigNoz.

MCP server for cross-node ROS2 log analysis

MCP server for Grafana with a read-only default and a separate write-capable command

Read-only status, incidents and prices of Iranian clouds: Arvan, Hamravesh, Chabokan, Liara, more.

Drop-in observability for MCP servers — track tool calls, latency, errors, and usage with one line of code

Read-only MCP server for OpenSearch and OpenSearch Dashboards

A decorator-based observability SDK for MCP (Model Context Protocol) tools with OpenTelemetry integration

MCP server for querying logs from observability platforms with unified search and tracing

Open, vendor-agnostic observability SDK for Model Context Protocol (MCP) applications

Secure MCP server for Nagios Core monitoring — query status, acknowledge problems, manage checks

Cloud monitoring SDK for Python MCP servers

Self-host monitoring SDK for Python MCP servers

Shared utilities for MCP servers, including robust logging, JSON repair, and debug tools with automatic cache clearing.

MCP server that exposes the LibreNMS REST API as MCP tools

MCP Linux Common Utility Server

MCP server that wraps lavacli (Linaro LAVA CLI)

Enterprise governance middleware for MCP servers: cost attribution, auth, observability, quotas, audit, and policy — composable around the official MCP Python SDK.

MCP server for GPU monitoring: nvidia-smi, VRAM, utilization, temperature

MCP server for Kibana: composable toolboxes over a hexagonal core

Merge multiple instances of the same MCP server across environments into a single endpoint with a unified env parameter.