Massed Compute is answering right now. Last checked 5 min ago. 115 installs a week from pypi. It exposes 17 tools. Last commit 18 Aug 2026.
Massed Compute MCP — GPU inventory, VM lifecycle, billing, SSH keys, and setup recipes.
We read the source, 7 h ago · tools taken from the live server · rules 3dff92dd89df
What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.
этот файл ставится пользователю, но в репозитории его нет
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We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.
Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 5 min ago.
claude mcp add mcp --transport http https://vm.massedcompute.com/api/mcp
{
"mcpServers": {
"mcp": {
"url": "https://vm.massedcompute.com/api/mcp"
}
}
}
[mcp_servers.mcp]
url = "https://vm.massedcompute.com/api/mcp"
{
"mcpServers": {
"mcp": {
"url": "https://vm.massedcompute.com/api/mcp"
}
}
}
{
"mcpServers": {
"mcp": {
"url": "https://vm.massedcompute.com/api/mcp"
}
}
}
This one needs environment variables set before it will start:
MASSED_COMPUTE_API_KEY (Your Massed Compute API key (Bearer token). Generate at https://vm.massedcompute.com/settings/api. Optional — `massed-compute-mcp init` provides an interactive first-run flow that prompts for the key, validates it, and stores it locally with 0600 permissions.).
The author declared them in the registry entry; get the values from the project itself.
This endpoint answered with an authorization challenge. The server is running, and it signs you in through your browser: there is no API key to paste.
Read directly from the server with tools/list, grouped by what they act on.
If a tool disappears, we record the date.
instances_get
instances_launch
instances_list
instances_restart
instances_terminate
recipes_get
recipes_list
recipes_search
ssh_keys_create
ssh_keys_delete
ssh_keys_list
account_billing
account_token_validation
coupon_accepted_products
coupon_information
gpu_inventory_list
images_list
| URL | Transport | State | Latency | Checked |
|---|---|---|---|---|
| https://vm.massedcompute.com/api/mcp | streamable-http | sign-in | 498 ms | 5 min ago |
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Answers built from our own checks of this server.