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"An introduction to GraphQL" matching MCP servers:

  • mcp-k8s-ro

    your-ko
    A
    license
    -
    quality
    B
    maintenance
    A read-only MCP server that gives Claude safe access to Kubernetes clusters, enabling listing, describing, and monitoring resources without mutation risks and with secret masking.
    Last updated
    1
    MIT

  • WinCC Unified MCP XT

    mrwan84
    F
    license
    -
    quality
    D
    maintenance
    An MCP server that interfaces with SIEMENS WinCC Unified SCADA systems via GraphQL to manage real-time and historical tag data. It enables AI assistants to browse SCADA objects, read or write tag values, and perform alarm management tasks such as fetching, acknowledging, and resetting alarms.
    Last updated
    6

  • log-ai-optimizer

    JustinHabashi
    F
    license
    -
    quality
    C
    maintenance
    Compresses log files into templates and statistics using Drain3, and exposes them to AI assistants via an MCP server for efficient log monitoring and anomaly detection.
    Last updated
  • @margint-ai/mcp by margint-ai

    @margint-ai/mcpofficial

    margint-ai
    A
    license
    A
    quality
    D
    maintenance
    Enables querying Margint per-customer AI margins and costs from MCP clients. Provides tools to list customers, drill into costs, check budgets, and view workspace-wide cost breakdowns.
    Last updated
    4
    15
    1
    MIT

  • Radar

    skyhook-io
    A
    license
    A
    quality
    B
    maintenance
    Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.
    Last updated
    25
    2,712
    Apache 2.0

  • AC Infinity MCP

    ober37
    A
    license
    A
    quality
    C
    maintenance
    ac-infinity-mcp is an MCP server that connects Claude (and other AI assistants) directly to your AC Infinity controllers — so you can read live sensor data, run analytics, and adjust fan speeds or port states using natural language, without opening the AC Infinity app.
    Last updated
    25
    4
    MIT
  • endoflife-mcp by endoflife-ai

    endoflife-mcpofficial

    endoflife-ai
    A
    license
    A
    quality
    A
    maintenance
    Software end-of-life intelligence for AI agents: EOL dates, support timelines and 0-100 upgrade risk scores for 480+ products. Check whether a version is still supported, score its risk, or audit an entire stack.
    Last updated
    5
    MIT

  • AI Process Manager

    aipm-engine
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to query Windows process, window, and console information via structured JSON instead of screenshots, reducing token usage by 94-98%.
    Last updated
    20
    149
    1
    MIT

  • tb-query

    Alir3z4
    A
    license
    A
    quality
    D
    maintenance
    MCP server for querying and analyzing TensorBoard event files, enabling AI agents to extract scalar data, statistics, and correlations without a running TensorBoard server.
    Last updated
    6
    11
    GPL 3.0

  • Bob Ross

    just-an-oldsalt
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to manage a Canonical Landscape estate, including inventory, alerts, patching, and script execution, with built-in safety layers to prevent accidental destructive actions.
    Last updated
    19
    1
    MIT