MCP.Market

Massed Compute MCP server

online · 100% uptime
by Massed-Compute·io.github.Massed-Compute/mcp·v1.1.0·1 stars

Massed Compute MCP — GPU inventory, VM lifecycle, billing, SSH keys, and setup recipes.

A99/100grade A
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Safety scan
A99/100

full report

Adoption
Growing

1 stars61 downloads/wk

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Massed Compute tools

Tool list not cached yet. `describe` through the gateway fetches it live.

Public scan report

scanner v0.1.9 · 2026-09-24 · same rubric, same numbers if you re-run it

no findings
  • Code scan31 source files scanned; 18 source files scanned25/25
  • Live reliabilityremote reachable in 209ms (auth required)20/20
  • –Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
  • Auth qualityOAuth resource metadata advertised on 40115/15
  • Maintenancelast push 3 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year9/10
Overall 99/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Massed Compute compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
99/100
higher than 99% of 48,255 servers
Uptime
100%
of our recent checks; the typical remote server answers 100%
Response time
459 ms
faster than 32% of 30,031 servers
GitHub stars
1
more than 65% of 28,688 servers
Downloads a week
61
more than 49% of 12,191 servers with a package

Install Massed Compute in Claude Code, Cursor or VS Code

claude mcp add --transport http mcp https://vm.massedcompute.com/api/mcp
Add to Cursor

What the publisher says

From the Massed Compute repository's README, as published. We do not edit it. Read it on GitHub

Massed Compute MCP Server

<!-- mcp-name: io.github.Massed-Compute/mcp -->

A Model Context Protocol server that lets AI assistants — Claude, Cursor, Codex, ChatGPT, and other MCP-compatible clients — interact with your Massed Compute account: browse GPU inventory, launch and manage VMs, audit billing, discover setup recipes.

Contents

  • Overview
  • Installation
  • Verifying the connection
  • CLI reference
  • Key resolution
  • Resources
  • License

Overview

The packages published from this repo are a verbatim proxy of the public MCP endpoint at https://vm.massedcompute.com/api/mcp — zero added surface. Every JSON-RPC message (initialize, tools/list, tools/call, resources/list, resources/read, ping, …) is forwarded unchanged with your stored API key injected as a Bearer header, and responses come back unchanged. Nothing is added, renamed, filtered, or rewritten on the way through:

  • The hosted endpoint owns the catalog. Tools, resources, schemas, and descriptions come from the live endpoint — the local package never goes stale when new capabilities (like setup recipes) ship upstream.
  • The hosted endpoint owns security. Key-scope enforcement (read-only keys hide destructive tools) and credential redaction happen server-side, identically for every client.
  • What the local package adds is exactly what a stdio client needs: a stdio↔streamable-HTTP bridge, OS-conventional storage for your API key (0600 on POSIX), and one-shot client wiring via init.

Issue a read-only key for analysis-only assistants and the endpoint rejects destructive tool calls (launch, restart, terminate, SSH-key changes) at call time. Works with Claude Code, Claude Desktop, Cursor, and Codex. Run massed-compute-mcp tools to print the live catalog — GPU inventory, VM images, instance lifecycle, coupons, billing, SSH keys, and setup recipes.

Beyond raw tools, Massed Compute publishes Agent Skills — markdown workflow templates for common operations like GPU selection and cost auditing. Full docs at vm-docs.massedcompute.com/docs/category/mcp.

Installation

Step 1. Get your API key

Open vm.massedcompute.com/settings/api, create a key (read-only for analysis-only assistants; full-access to allow launch / restart / terminate / SSH-key changes), copy it.

Step 2. Pick an install path

  • Hosted endpoint — point your client at the streamable-HTTP URL, zero install
  • Local CLI — runs on your machine, key stored in your OS config dir

Hosted endpoint

The local packages proxy this endpoint verbatim, so pointing your client straight at it gives you the identical catalog with nothing to install. Pick the snippet for your client:

Claude Code

claude mcp add --transport http massed-compute \
  https://vm.massedcompute.com/api/mcp \
  --header "Authorization: Bearer MC_TOKEN"

Cursor — ~/.cursor/mcp.json

{
  "mcpServers": {
    "massed-compute": {
      "url": "https://vm.massedcompute.com/api/mcp",
      "headers": { "Authorization": "Bearer MC_TOKEN" }
    }
  }
}

Codex — ~/.codex/config.toml

[mcp_servers.massed-compute]
url = "https://vm.massedcompute.com/api/mcp"
bearer_token_env_var = "MC_TOKEN"
enabled = true

Claude Desktop

Claude Desktop does not yet speak streamable-HTTP MCP, so use mcp-remote as a stdio↔HTTP bridge. Config at ~/Library/Application Support/Claude/claudedesktopconfig.json (macOS) or %APPDATA%\Claude\claudedesktopconfig.json (Windows):

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Massed Compute: common questions

Is Massed Compute MCP server safe?
Yes, by our scan: it is graded A (99/100). Read the Massed Compute safety report
How do I install Massed Compute?
It runs remotely at vm.massedcompute.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Massed Compute need an API key?
No key to paste: it signs you in with OAuth when your client connects.
Is Massed Compute maintained?
The last commit was 44 days ago (2026-09-21). The latest release is v1.1.0.
Is Massed Compute up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
How does Massed Compute compare with other MCP servers?
safety score 99/100 (higher than 99% of 48,255 servers); uptime 100% (of our recent checks; the typical remote server answers 100%); response time 459 ms (faster than 32% of 30,031 servers). Full comparison.