RemoteFree server, account needed

MarvinLabs vram_fit MCP server

org.marvinlabs/vram-fit

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

Website

Install MarvinLabs vram_fit in Claude Code

Claude Code
claude mcp add --transport http marvinlabs-vram-fit https://marvinlabs.org/mcp
mcp.json (Claude Desktop, Cursor, VS Code, Windsurf)
{
  "mcpServers": {
    "marvinlabs-vram-fit": {
      "url": "https://marvinlabs.org/mcp"
    }
  }
}

Frequently asked questions

What does the MarvinLabs vram_fit MCP server do?

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

Is the MarvinLabs vram_fit MCP server free?

The server is free, but you will likely need an account. The server itself is free, but it connects to a service that needs an account or API key, which may have paid tiers. Check the provider for current pricing.

Does MarvinLabs vram_fit run locally or remotely?

Remote. Hosted by the provider. You connect with a URL, nothing to install.

How do I add MarvinLabs vram_fit to Claude Code?

Run: claude mcp add --transport http marvinlabs-vram-fit https://marvinlabs.org/mcp

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