Skip to content
Windsurf

MarvinLabs vram_fit for Windsurf

org.marvinlabs/vram-fit

Will a QLoRA fine-tune of gemma-3-4b-it fit your GPU? Verdicts from measured AMD and NVIDIA probes.

client:Windsurf transport:streamable-http tools:3

Install MarvinLabs vram_fit in Windsurf

~/.codeium/windsurf/mcp_config.json · windows: %USERPROFILE%\.codeium\windsurf\mcp_config.json

{
  "mcpServers": {
    "vram-fit": {
      "serverUrl": "https://marvinlabs.org/mcp"
    }
  }
}

Global only — Windsurf has no per-project MCP config. Refresh Cascade after saving. Windsurf docs

What Windsurf can do once it is connected

MarvinLabs vram_fit in other clients