Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@mnvitop-mcp find me a free GPU on any host"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
One terminal for the GPUs of all your ssh hosts. It runs nvidia-smi over ssh
and shows every host's GPUs, their memory, utilisation history and running
processes in a single live view. Nothing needs to be installed on the remote
side beyond nvidia-smi and ps. It also ships an MCP server, so an agent can
ask where a free GPU is.
uv tool install mnvitopYou need Python 3.11 or newer locally and ssh access to the hosts. To get the
MCP server as well, install mnvitop[mcp].
Related MCP server: clausius
mnvitop h20 semi pro6000Each argument is an ssh destination, either an alias from ~/.ssh/config or
user@host. Ctrl-C quits.
mnvitop -a # temperature, process cpu and memory, more processes per GPU
mnvitop --once # print once and exit
mnvitop --json # one JSON line per round, for loggingmnvitop --help lists the rest. To stop typing the hosts every time, put them
in ~/.config/mnvitop/hosts.toml, following
hosts.example.toml.
For agents, mnvitop-mcp is a stdio MCP server with three tools: find_gpus,
fleet_status and list_hosts. Register it in Claude Code with
claude mcp add mnvitop -- mnvitop-mcp. The repository also carries a matching
skill in skills/gpu-fleet.
MIT license.
This server cannot be deployed
On-demand GPU nodes for agents: create nodes, run commands, and submit jobs, billed by the minute.
Live GPU rental market: 2,500+ offers across a dozen provider feeds. History, watches, limit orders.
Read GPU instances, types, images, filesystems and firewall rules; launch and terminate instances.
Massed Compute MCP — GPU inventory, VM lifecycle, billing, SSH keys, and setup recipes.
