Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Aircraft valuations, registry lookup, cost of ownership, market metrics, reports and logbooks.
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.
WINDSOCK_API_KEYValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://windsock.ai/mcpOpen Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"windsock": {
"command": "npx",
"args": [
"-y",
"windsock-mcp"
],
"env": {
"WINDSOCK_API_KEY": "your-value"
}
}
}
}Run this in your terminal
claude mcp add --transport http windsock https://windsock.ai/mcpclaude mcp add windsock --env WINDSOCK_API_KEY=your-value -- npx -y windsock-mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"windsock": {
"url": "https://windsock.ai/mcp"
}
}
}Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"windsock": {
"command": "npx",
"args": [
"-y",
"windsock-mcp"
],
"env": {
"WINDSOCK_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": {
"windsock": {
"type": "http",
"url": "https://windsock.ai/mcp"
}
}
}Paste into .vscode/mcp.json in your project
{
"servers": {
"windsock": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"windsock-mcp"
],
"env": {
"WINDSOCK_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.
ChatGPT connects only to servers on the internet:
https://windsock.ai/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These 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 windsock.ai (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: WINDSOCK_API_KEY
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed –, and the latest version (1.0.4) reached the registry 2 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 in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, FOGA node
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.
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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.
Aircraft intelligence for AI agents. Windsock exposes 38 tools over the Model Context Protocol at https://windsock.ai/mcp: aircraft valuations, FAA registry lookups (US and 17 international registers), cost of ownership, comparable aircraft, fleet search, ADs and STCs, market metrics with forecasts, verified value reports, pre-buy diligence checklists, logbook search and a watchlist. Every call is tied to a Windsock account.
This repository holds the client packages and examples. The server itself is hosted; you never run it.
| Docs | https://windsock.ai/mcp |
| npm bridge (stdio, OAuth or API key) | npm/ → npx windsock-mcp |
| Python client + stdio bridge | python/ → pip install windsock-mcp |
| Examples | examples/ — OpenAI Agents API, Anthropic MCP connector, LangChain, LlamaIndex, Claude Code, cURL |
| Listed on | Smithery · official MCP Registry ai.windsock/windsock · ChatGPT app |
Claude Code:
claude mcp add --transport http windsock https://windsock.ai/mcp
or install the plugin (adds the server plus an aircraft pre-buy workflow skill; the repo root follows the Open Plugins layout, so Cursor and other Open Plugins clients can import it too):
/plugin marketplace add team-windsock/windsock-mcp
/plugin install windsock@windsock
Every client above signs you in with OAuth on first use. Headless agents use an API key instead — see the docs.
Remote server, no install:
https://windsock.ai/mcp
Chat assistants connect over OAuth. Agents send an account API key as Authorization: Bearer wsk_… (get one at Integrations → Agents & SDKs).
Free accounts get 20 of the 38 tools with a monthly call limit. Pro and Enterprise unlock reports, diligence, logbooks and tracking.
support@windsock.ai · https://windsock.ai/contact
MIT © Windsock