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"Understanding Sequential Thinking in Server Systems" matching MCP servers:

  • Shepherd MCP

    neuralis-in
    A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    18
    MIT
  • PTP MCP Server by redhat-cne

    PTP MCP Serverofficial

    redhat-cne
    A
    license
    Not graded
    quality
    D
    maintenance
    Monitors and analyzes Precision Time Protocol (PTP) systems in OpenShift clusters, enabling configuration analysis, real-time log monitoring, and health checks.
    MIT

  • Windows Server MCP

    TechGOELogy
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only observability of Windows systems, exposing CPU, memory, storage, service, and health information through Model Context Protocol tools.
    MIT

  • WinCC V8 MCP Server

    vogler75
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server providing access to Siemens WinCC V8 SCADA systems via REST API, enabling tag management, alarm logging, and archive operations.
    12
    GPL 3.0

  • iris-eval/mcp-server

    iris-eval
    A
    license
    A
    quality
    A
    maintenance
    MCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.
    9
    252
    7
    MIT

  • umami-mcp-server

    MurkyPuma
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live visitors, and user journeys.
    10
    1
    MIT

  • mcp-server

    Murtaza1211
    F
    license
    A
    quality
    B
    maintenance
    MCP server for inspecting IBM Liberty/WebSphere application servers over SSH, enabling reading sanitized configs, performing health checks, and searching logs remotely.
    4

  • AppDynamics MCP Server

    asafkiv
    F
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol server that gives LLM clients full access to your AppDynamics monitoring data — plus the ability to create and manage dashboards and health rules.
    30
    5
  • @crontinel/mcp-server by crontinel

    @crontinel/mcp-serverofficial

    crontinel
    A
    license
    A
    quality
    B
    maintenance
    Connects AI assistants to Crontinel, enabling natural language queries about cron jobs, queues, Horizon status, and alerts without opening a browser.
    7
    17
    MIT

  • Scouter MCP Server

    miningyu
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that connects AI agents to Scouter APM, enabling natural-language queries against real-time application performance data.
    25
    19
    3
    Apache 2.0

  • bearer-mcp-server

    Shylendra
    F
    license
    A
    quality
    C
    maintenance
    An MCP server with bearer token authentication implementing tools, resources, and prompts for a mock developer platform API, supporting both stdio and Streamable HTTP transports.
    10

  • platform-mcp-server

    kamroy
    F
    license
    A
    quality
    C
    maintenance
    Read-only MCP server that exposes Kubernetes platform state (tenants, pods, SLOs, ArgoCD applications, chaos schedules, and catalog services) to AI agents, enabling natural language queries about cluster health and configuration.
    6

  • mqtt-mcp-server

    Schimmilab
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to query MQTT message history stored in SQLite, including topic inventories, last values, historical data, silent devices, and collector connection gaps. Supports publishing messages when write mode is enabled.
    8
    MIT

  • Grafana MCP Server

    DrDroidLab
    A
    license
    A
    quality
    D
    maintenance
    A server that enables AI assistants to access and query Grafana dashboards, metrics, logs, and configurations through an MCP protocol interface.
    10
    6
    MIT

  • Rybbit MCP Server

    daikazu
    A
    license
    B
    quality
    A
    maintenance
    An MCP server for interacting with the Rybbit Analytics API, enabling querying analytics data, managing sites, tracking events, and more.
    57
    17
    5
    MIT