Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Google Flights for AI agents: prices, airlines, flight numbers, times, stops, emissions.
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This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http google-flights 'https://mcp.apify.com/?tools=automationnation/google-flights-scraper' --header 'Authorization: Bearer {apify_token}'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"google-flights": {
"url": "https://mcp.apify.com/?tools=automationnation/google-flights-scraper",
"headers": {
"Authorization": "Bearer {apify_token}"
}
}
}
}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": {
"google-flights": {
"type": "http",
"url": "https://mcp.apify.com/?tools=automationnation/google-flights-scraper",
"headers": {
"Authorization": "Bearer {apify_token}"
}
}
}
}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.
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Authorization secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
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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 7, 2026
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You need to fill in: Authorization
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 33 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, First Sale Scout
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MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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Google Flights Scraper is an Apify Actor that returns Google Flights results for any route and date: price, airlines, flight numbers, departure and arrival times, duration, stops and layovers, aircraft, legroom and CO2 emissions, one way or round trip, any cabin, passengers and currency, at $0.20 per 1,000 flights.
Price: $0.20 per 1,000 flights ($0.16 on Gold and above) · Run it: https://apify.com/automationnation/google-flights-scraper · Guide: https://retracn.github.io/automationnation-actors/google-flights-scraper/
{
"origin": "JFK", "destination": "LHR", "departureDate": "2026-11-12" }
Schedule a search with "onlyPriceDrops": true: each run saves the route's flights only when its cheapest fare is lower than on the previous run, with previousCheapestPrice on every row. Add "maxPrice": 900 for a threshold alert. The first run saves everything (change: "first_check"); a run with no drop saves nothing.
{ "origin": "JFK", "destination": "LHR", "departureDate": "2026-12-18", "returnDate": "2027-01-03", "maxPrice": 900, "onlyPriceDrops": true }
Ready-made: n8n workflow: fare drops to Slack · guide: flight price alerts by API · public task: New York to London fare alert
REST API
curl -X POST "https://api.apify.com/v2/acts/automationnation~google-flights-scraper/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
-H "Content-Type: application/json" \ -d '{"origin": "JFK", "destination": "LHR", "departureDate": "2026-11-12"}'
Python — see examples/python_example.py
# pip install apify-client
from apify_client import ApifyClient
client = ApifyClient("YOUR_APIFY_TOKEN") run = client.actor("automationnation/google-flights-scraper").call(run_input={ "origin": "JFK", "destination": "LHR", "departureDate": "2026-11-12" }) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item.get("price"), item.get("airlines"), item.get("departure"), item.get("duration"))
JavaScript — see examples/node_example.mjs
// npm install apify-client
import { ApifyClient } from 'apify-client';
const client = new ApifyClient({ token: 'YOUR_APIFY_TOKEN' }); const run = await client.actor('automationnation/google-flights-scraper').call({ "origin": "JFK", "destination": "LHR", "departureDate": "2026-11-12" }); const { items } = await client.dataset(run.defaultDatasetId).listItems(); for (const item of items) console.log(item.price, item.airlines, item.departure, item.duration);
Hosted MCP server URL (Claude, ChatGPT, Cursor and other clients with remote MCP support):
https://mcp.apify.com?tools=automationnation/google-flights-scraper
Local config for Claude Desktop / Cursor — mcp/claude_desktop_config.json:
{
"mcpServers": { "google-flights-scraper": { "command": "npx", "args": [ "-y", "@apify/actors-mcp-server", "--tools", "automationnation/google-flights-scraper" ], "env": { "APIFY_TOKEN": "YOUR_APIFY_TOKEN" } } } }
Is there an official Google Flights API? No. Google shut down its QPX Express flights API in 2018. Google Flights Scraper returns Google Flights results as data.
Are prices per person? Prices include taxes and cover all passengers; round trips show the round-trip total.
Can it send me flight price alerts? Yes. Schedule a search with Only fare drops on: each run saves flights only when the cheapest fare drops, with the previous price, and the task's Integrations tab sends them to Slack, email or a webhook. A run with no drop saves nothing.
This repository holds usage examples. The scraper itself runs on the Apify platform; you need a free Apify account and API token. Examples are MIT licensed.