Windsurf MarvinLabs vram_fit vram_probes
How to: Windsurf MarvinLabs vram_fit vram_probes
Add MarvinLabs vram_fit to Windsurf
-
01
Open ~/.codeium/windsurf/mcp_config.json and merge this in. Keep any servers already there.
{
"mcpServers": {
"vram-fit": {
"serverUrl": "https://marvinlabs.org/mcp"
}
}
}-
02
Save the file and restart Windsurf.
-
03
Ask for something vram_probes does. Windsurf lists the server's tools on connect and calls vram_probes itself — you do not invoke it by name.
-
04
If nothing happens, check the server is running and that MarvinLabs vram_fit's identifier in your config matches the one above exactly.
Global only — Windsurf has no per-project MCP config. Refresh Cascade after saving. Windsurf docs
Same tool, other clients
This list was read from the server itself, by connecting to it and calling tools/list on 25 October 2026. It is what
the server actually exposes, not what its listing claims.
Mutating and Read-only are read off each tool's name, not its schema — a hint, not a guarantee. The registry stores tool names only; connect the server for its live schemas.