VMware Private AI (GPU & Model Serving) vs Coach Watts

In-depth architectural comparison of the VMware Private AI (GPU & Model Serving) and Coach Watts MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

Which MCP Server Should You Choose?

V

Choose VMware Private AI (GPU & Model Serving) when:

• You need dedicated capabilities in the Developer Tools domain.
• You prefer local stdio subprocess transport architecture.
• Your security boundary fits: No auth required (Free / Open Source).

Explore VMware Private AI (GPU & Model Serving) Details

Choose Coach Watts when:

• You need dedicated capabilities in the Developer Tools domain.
• You prefer local stdio subprocess transport architecture.
• Your security boundary fits: No auth required (Free / Open Source).

Explore Coach Watts Details

Feature & Specification Comparison

Specification	V VMware Private AI (GPU & Model Serving) Developer Tools	Coach Watts Developer Tools
Summary	VMware Private AI (NVIDIA): GPU inventory, vGPU profiles, utilization, model serving — 10 tools	Remote MCP server for training, nutrition, wellness, and performance data with OAuth 2.0.
Category & Scope	Developer Tools	Developer Tools

Tools & Capabilities Breakdown

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

{
  "mcpServers": {
    "vmware-private-ai-gpu-model-serving": {
      "command": "npx",
      "args": [
        "-y",
        "vmware-private-ai-gpu-model-serving"
      ]
    }
  }
}

{
  "mcpServers": {
    "coach-watts": {
      "command": "npx",
      "args": [
        "-y",
        "prisma"
      ]
    }
  }
}

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