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    Related Servers

    • A
      license
      A
      quality
      A
      maintenance
      AI-powered VMware vCenter/ESXi monitoring and operations. 20 MCP tools for inventory queries, health monitoring, VM lifecycle management, fast provisioning (Linked Clone, OVA, template deploy), snapshot management, and datastore browsing. Supports vSphere 6.5–8.0. Works with local models via Ollama/LM Studio.
      44
      623 PyPI
      74
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      Enables VMware vCenter management via MCP, adding real-time and historical performance monitoring, VM lifecycle operations, snapshots, ISO mounting, and network/host management through natural language.
      MIT

    TDQS

    A4.3/5.0

    Scored across 44 tools

    Disambiguation5/5

    Each tool targets a specific resource or action — alerts, resources, metrics, capacity, reports, maintenance, fleet — with clear boundaries. Even closely related tools like get_capacity_overview, get_remaining_capacity, and get_time_remaining are distinguished by their exact outputs and use cases, preventing misselection.

    Naming Consistency5/5

    The vast majority of tools follow a consistent verb_noun pattern (get_alert, list_alerts, create_alert_definition, set_alert_definition_state, generate_report, list_resources). The few noun-first exceptions (fleet_certificate_list, fleet_password_account_list, fleet_domain_list, findings_list) share a consistent prefix and don't deviate from the overall structure.

    Tool Count2/5

    At 44 tools, this is a very large surface — well beyond the typical 3–15 range and even the 16–25 'heavy' zone. While each tool is purposeful for a comprehensive monitoring platform, the sheer number makes it difficult for an agent to discover and select the right tool quickly, increasing cognitive load.

    Completeness4/5

    The tool set covers the full monitoring lifecycle: alert management (create, list, get, acknowledge, cancel, notes, recommendations), resource discovery and metrics (list, get, properties, relationships, health, top consumers), capacity planning (overview, remaining, time remaining, rightsizing), reports, maintenance, and fleet operations. Minor gaps like no direct update for alert definitions are acceptable and easily worked around.

    Maintenance

    ActivityNo data
    ResponsivenessResponsive