Spree Commerce developer docs for AI agents
Spree Commerce docs for AI coding agents: build headless B2B and marketplace ecommerce on its APIs.
Massed Compute MCP — GPU inventory, VM lifecycle, billing, SSH keys, and setup recipes.
Pick the AI app you use, then copy the settings.
Passed 5/5 checks · What you ask goes through the maker’s server (vm.massedcompute.com)
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude · about 5 min
You need a Massed Compute MCP key (create it on the maker’s site) · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
How to get a key is in the maker’s README below
CustomizeConnectors
Copy each value into the field with the same name in Claude, then click Continue
Massed Compute MCPhttps://vm.massedcompute.com/api/mcpUnder Request headers, add this name and value
AuthorizationBearer <paste your key here>Paste the key only into the app’s field, never into a chat or to anyone
Leave Authentication as Claude detected it, then click Add
+ConnectorsMassed Compute MCP
Use Massed Compute MCP and tell me what you can do for me, then show me one thing✓ If Claude says it is using Massed Compute MCP or shows a Massed Compute MCP tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
ChatGPT cannot connect Massed Compute MCP yet
Massed Compute MCP needs your own key to connect, but OpenAI’s help page only describes OAuth sign-in; there is no key option we could verify
A · Use an app that can connect Massed Compute MCP
B · Others in Online shops & payments that work with ChatGPT
Picked from the most used in the same category, only ones that connect by address with no key
Works with Claude Code · about 5 min
You need a Massed Compute MCP key (create it on the maker’s site)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
How to get a key is in the maker’s README below
Mac: press Command+Space and type Terminal · Windows: open PowerShell
claude mcp add --transport http --scope user massed-compute https://vm.massedcompute.com/api/mcp --header 'Authorization: Bearer your-value'Replace “your-value” with your key before pressing Enter
Paste the key only into the app’s field, never into a chat or to anyone
You should see Massed Compute MCP listed as connected
Use Massed Compute MCP and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using Massed Compute MCP or shows a Massed Compute MCP tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Cursor · about 5 min
You need a Massed Compute MCP key (create it on the maker’s site)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
How to get a key is in the maker’s README below
In the Massed Compute MCP settings, Authorization is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Use Massed Compute MCP and tell me what you can do for me, then show me one thing✓ If Cursor says it is using Massed Compute MCP or shows a Massed Compute MCP tool in the answer, you are connected
Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with VS Code · about 5 min
You need a Massed Compute MCP key (create it on the maker’s site)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
How to get a key is in the maker’s README below
In the Massed Compute MCP settings, Authorization is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Use Massed Compute MCP and tell me what you can do for me, then show me one thing✓ If VS Code says it is using Massed Compute MCP or shows a Massed Compute MCP tool in the answer, you are connected
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.
Address for apps that connect over the web
https://vm.massedcompute.com/api/mcpJSON settings are under “For developers” below
Claude Code
claude mcp add --transport http --scope user massed-compute https://vm.massedcompute.com/api/mcp --header 'Authorization: Bearer your-value'Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"massed-compute": {
"url": "https://vm.massedcompute.com/api/mcp",
"headers": {
"Authorization": "Bearer your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"massed-compute": {
"type": "http",
"url": "https://vm.massedcompute.com/api/mcp",
"headers": {
"Authorization": "Bearer your-value"
}
}
}
}Claude Code
claude mcp add --scope user massed-compute --env MASSED_COMPUTE_API_KEY=your-value -- npx -y massed-compute-mcpClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"massed-compute": {
"command": "npx",
"args": [
"-y",
"massed-compute-mcp"
],
"env": {
"MASSED_COMPUTE_API_KEY": "your-value"
}
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"massed-compute": {
"command": "npx",
"args": [
"-y",
"massed-compute-mcp"
],
"env": {
"MASSED_COMPUTE_API_KEY": "your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"massed-compute": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"massed-compute-mcp"
],
"env": {
"MASSED_COMPUTE_API_KEY": "your-value"
}
}
}
}MASSED_COMPUTE_API_KEY secret envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Connect over the internet in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
Run on your computer in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
The server asks you to sign in before it lists its tools.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 12, 2026
The registry name was verified with the GitHub account Massed-Compute, which owns the repo
Code last changed today
Uses MIT
Responded in 428 ms (HTTP 401)
Declares OAuth sign-in, so your AI app can take you to log in
Not checked yet; we read the tool list when we check the endpoint
Ask, share a tip or report that it does not work. Sorted by what people marked helpful.
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Posts here are written by users, not the PopNx team.
No reviews yet
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 5 of 5 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: Authorization, MASSED_COMPUTE_API_KEY
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed today, and the latest version (1.1.0) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT Business and above.
In the same category: Spree Commerce developer docs for AI agents, Stripe MCP, Sessy — Amazon SES observability
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Spree Commerce docs for AI coding agents: build headless B2B and marketplace ecommerce on its APIs.
Stripe’s official server lets AI view and manage customers, products, payments and invoices. Connect to Stripe’s cloud and sign in with OAuth.
Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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.
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:
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.
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.
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/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):
{
"mcpServers": { "massed-compute": { "command": "npx", "args": [ "-y", "mcp-remote", "https://vm.massedcompute.com/api/mcp", "--header", "Authorization: Bearer MC_TOKEN" ] } } }
Install via whichever ecosystem you prefer:
npm install -g massed-compute-mcp # Node >= 20
pip install massed-compute-mcp # Python >= 3.10
uv tool install massed-compute-mcp # fast Python install via uv
Run one-shot setup:
massed-compute-mcp init
init prompts for the key, validates it upstream, stores it at 0600 (POSIX), detects installed MCP clients (Claude Code, Cursor, Claude Desktop, Codex), and offers to wire each one. A timestamped backup is taken before any client edit. Restart wired clients to pick up the tools.
Config file location:
$XDG_CONFIG_HOME/massed-compute/config.json (falls back to ~/.config/...)~/Library/Application Support/massed-compute/config.json%APPDATA%\massed-compute\config.jsonNon-interactive (CI / scripts):
# Key from env, auto-wire every detected client
MASSED_COMPUTE_API_KEY= massed-compute-mcp init --yes
massed-compute-mcp init --token-file ~/keys/mc --yes --clients claude-code,cursor
massed-compute-mcp init --yes --no-install-clients
Add or remove a client later:
massed-compute-mcp install-client cursor # claude-desktop | codex | claude-code
massed-compute-mcp uninstall-client cursor
install-client is idempotent — re-running when the entry already matches is a silent no-op.
massed-compute-mcp doctor
doctor confirms the stored key still works, prints the tool catalog, and shows copy-pasteable snippets for any clients you didn't auto-wire. Or just ask your assistant *"Validate my Massed Compute API key."* — a { message: "Valid Token" } response confirms the wiring.
| Command | What it does |
|---|---|
massed-compute-mcp *(no args)* | Run the MCP server over stdio |
massed-compute-mcp init | First-run setup: prompt, validate, store, wire clients |
massed-compute-mcp doctor | Verify the stored key and print client snippets |
massed-compute-mcp install-client | Wire a single client (claude-code, cursor, claude-desktop, codex) |
massed-compute-mcp uninstall-client | Remove our entry from a client config |
massed-compute-mcp config show | Print resolved config path, masked key, resolution chain |
massed-compute-mcp logout | Delete the stored API key |
massed-compute-mcp tools [--json] | Fetch and print the live tool catalog from the hosted endpoint |
massed-compute-mcp version | Print the version |
When the server starts, the API key is taken from the first source that provides one:
--token CLI flag--token-file CLI flag (first line, trimmed)MASSED_COMPUTE_API_KEY environment variableinitIf none of those are set, the server exits non-zero with a pointer to massed-compute-mcp init. Override the upstream with MASSED_COMPUTE_API_BASE_URL (default https://vm.massedcompute.com).
MIT — see LICENSE.