Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
GPU prices, observed stock and seven-day availability history. Read-only; free API key.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
GPUFINDER_API_KEY, AuthorizationValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"gpufinder": {
"command": "npx",
"args": [
"-y",
"gpufinder",
"mcp"
],
"env": {
"GPUFINDER_API_KEY": "your-value"
}
}
}
}Run this in your terminal
claude mcp add --transport http gpufinder https://gpufinder.dev/mcp --header 'Authorization: your-value'claude mcp add gpufinder --env GPUFINDER_API_KEY=your-value -- npx -y gpufinder mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"gpufinder": {
"url": "https://gpufinder.dev/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"gpufinder": {
"command": "npx",
"args": [
"-y",
"gpufinder",
"mcp"
],
"env": {
"GPUFINDER_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"gpufinder": {
"type": "http",
"url": "https://gpufinder.dev/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Paste into .vscode/mcp.json in your project
{
"servers": {
"gpufinder": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"gpufinder",
"mcp"
],
"env": {
"GPUFINDER_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
Authorization secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 6, 2026
The registry name was verified against the domain gpufinder.dev (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 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: GPUFINDER_API_KEY, Authorization
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed –, and the latest version (1.1.2) reached the registry 8 days 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 in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, zanadir
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Find what a repository's CI is missing, and which security checks cannot fail the build.
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Live cloud GPU prices, stock and price history across 30+ providers (hyperscalers, neoclouds and marketplaces), for Claude, Cursor, VS Code, Cline and any MCP client.
Ask your agent things like:
The data comes from GPU Finder, which re-checks stock every hour.
Create a free API key (60 data calls a month) at https://gpufinder.dev/developers. Paid plans add more calls.
npx -y gpufinder mcp runs the server over stdio. Add it to your client:
Claude Desktop / Cursor / Cline / Windsurf (claude_desktop_config.json, .cursor/mcp.json, …):
{
"mcpServers": { "gpufinder": { "command": "npx", "args": ["-y", "gpufinder", "mcp"], "env": { "GPUFINDER_API_KEY": "YOUR_API_KEY" } } } }
Claude Code:
claude mcp add gpufinder --env GPUFINDER_API_KEY=YOUR_API_KEY -- npx -y gpufinder mcp
VS Code (.vscode/mcp.json):
{
"inputs": [ { "type": "promptString", "id": "gpufinder-api-key", "description": "GPU Finder API key", "password": true } ], "servers": { "gpufinder": { "type": "stdio", "command": "npx", "args": ["-y", "gpufinder", "mcp"], "env": { "GPUFINDER_API_KEY": "${input:gpufinder-api-key}" } } } }
Requires Node.js 20 or newer. Keep your key out of files you commit.
Clients that support remote MCP servers can connect straight to https://gpufinder.dev/mcp with the header Authorization: Bearer YOUR_API_KEY. See https://gpufinder.dev/api.
All tools are read-only.
| Tool | What it returns |
|---|---|
list_gpus | GPU models tracked, with specs and price range |
list_providers | Providers with GPU counts and links |
get_prices | Per-provider offers for a GPU and node size (USD per hour) |
get_market_snapshot | Cheapest listed offer and cheapest offer observed in stock at the last check |
get_availability | Observed stock by provider |
get_price_history | Up to 12 months of price history |
get_data_status | Data freshness per provider |
get_usage | Your monthly allowance and usage (free) |
Listing tools is free. Each data call uses one unit of your monthly allowance; get_usage uses none.
Choose find_gpu_rental in your MCP client and enter a GPU model and the number of GPUs per node. For example, enter H100 and 8 to compare the cheapest listed eight-GPU node with the cheapest one recently observed in stock.
Read gpufinder://guides/pricing-and-stock for an example of whole-node and per-GPU hourly prices and how to interpret stock observations. Opening the prompt or guide is free. Running the market snapshot uses one data unit.
| Variable | Purpose |
|---|---|
GPUFINDER_API_KEY | Your API key (required for tool calls) |
GPUFINDER_MCP_URL | Override the endpoint (default https://gpufinder.dev/mcp) |
GPUFINDER_DEBUG=1 | Log requests to stderr; the key is never logged |
This package is a small stdio proxy with no dependencies. It forwards each MCP message to the hosted GPU Finder endpoint with your key and relays the reply, so the tool list always matches the live service.
Also listed in the official MCP Registry as dev.gpufinder/gpufinder.
MIT