Monitoring & Observability

MCP server for reading Kibana pages with DingTalk scan login

MCP Server for Kibana log querying with automatic authentication

Kibana/Elasticsearch MCP — log search, aggregations, index discovery, dashboards.

Read-only Kafka observability MCP server: cluster health, consumer lag, and replay-readiness.

DataOps Kafka MCP server with consumer lag diagnosis and broker monitoring

Kubernetes MCP server for LLM agents — 91 tools covering CRUD on workloads/services/storage/RBAC, logs/events, Prometheus queries, NVIDIA GPU diagnostics, plus pod & deployment diagnosis / RBAC & NetworkPolicy & resource-usage analyzers / owner-chain explain.

Intelligent MCP server for Kubernetes resource exploration, relationship mapping, and debugging with AI-powered insights

MCP (Model Context Protocol) server for Joblet job orchestration system

Jaeger MCP — search traces, inspect spans, map service dependencies (read-only).

Instana MCP wrapper - simple pass-through to Instana MCP server

Read-only MCP server for querying Kenda token spend and waste

A comprehensive MCP server for Zabbix integration

PiloTY: AI pilot for PTY operations via MCP - enables AI agents to control interactive terminals like a human.

Cisco Modeling Labs (CML) MCP Server

一站式 MCP 服务器开发脚手架 - 基于 Cursor 的快速开发解决方案

Professional Model Context Protocol (MCP) server for VMware ESXi hypervisor management

MCP server for querying OpenTelemetry traces from LLM applications with Opentelemetry support

Java Performance Analysis & Diagnostics - LLM-powered MCP Server for real-time monitoring, memory analysis, thread profiling, and system optimization

An API-complete MCP server to manage Prometheus-compatible backends.

MCP Server for Ansible Automation Platform (AAP), Event-Driven Ansible (EDA), and Red Hat Documentation