Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Google Hotels prices for any city and dates: nightly and total price with taxes, ratings, amenities.
These three are never merged into one score: opinions, measurements and popularity are different things.
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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-hotels 'https://mcp.apify.com/?tools=ralfij/google-hotels-scraper' --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"google-hotels": {
"url": "https://mcp.apify.com/?tools=ralfij/google-hotels-scraper",
"headers": {
"Authorization": "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": {
"google-hotels": {
"type": "http",
"url": "https://mcp.apify.com/?tools=ralfij/google-hotels-scraper",
"headers": {
"Authorization": "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.
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Authorization secret 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 7, 2026
The registry name was verified with the GitHub account RalfIJ, which owns the repo
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Not checked yet; we check endpoints in rotation
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Not checked yet; we read the tool list when we check the endpoint
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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 27 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, Draugr
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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.
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Get hotel prices from Google Hotels into Python for any city and dates: the nightly price, the total for your stay with taxes and fees, Google's deal note ("23% less than usual"), guest rating, review count, star class, amenities and coordinates. Google Hotels compares booking sites and the hotels' own websites, so one search gives you the going rate.
Google has no public API for reading hotel prices. Its hotel APIs are for travel partners that send their prices to Google. These examples use a hosted scraper instead, the Google Hotels Scraper on Apify, through the official Python client.
*Example output: the median price per night of the first 20 hotels Google shows in 8 cities, for 2 adults on the weekend of 13 to 15 November 2026. Made with examples/compare_cities.py.*
pip install -r requirements.txt
export APIFY_TOKEN=your-token # Windows: set APIFY_TOKEN=your-token python examples/search_hotels.py
hotel stars rating a night, all-in The Central House Lisbon Baixa 2 4.3 53 EUR Lisbon Wine House - Rooms & Suites 3 3.7 68 EUR Next Level Premium Hotels Lisbon 3 4.7 76 EUR Novotel Lisboa 4 4 83 EUR ... Saved 20 hotels to hotels.csv
| File | What it does |
|---|---|
examples/search_hotels.py | Hotels for one city and date range, cheapest first, saved as CSV |
examples/compare_cities.py | The same dates in several cities, with the chart above |
examples/cheapest_weekend.py | Prices for the next 8 weekends, to find the cheapest one |
examples/price_tracker.py | Run it daily: keeps a price history and lists hotels that got at least 10% cheaper |
sample-output/hotels-lisbon-2026-11-13.csv shows the CSV from search_hotels.py.
cheapest_weekend.py for Amsterdam, run on 10 October 2026:
Fri 16 Oct to Sun 18 Oct: median EUR 191, cheapest EUR 97 a night
Fri 23 Oct to Sun 25 Oct: median EUR 302, cheapest EUR 28 a night Fri 30 Oct to Sun 01 Nov: median EUR 140, cheapest EUR 88 a night Fri 06 Nov to Sun 08 Nov: median EUR 177, cheapest EUR 104 a night Fri 13 Nov to Sun 15 Nov: median EUR 135, cheapest EUR 96 a night Fri 20 Nov to Sun 22 Nov: median EUR 133, cheapest EUR 89 a night Fri 27 Nov to Sun 29 Nov: median EUR 141, cheapest EUR 86 a night Fri 04 Dec to Sun 06 Dec: median EUR 132, cheapest EUR 78 a night
Cheapest weekend: 04 December (median EUR 132 a night, taxes included)
The weekend of 23 October costs more than twice as much as the cheapest one. That's the Amsterdam Dance Event, which runs from 21 to 25 October.
pricePerNight as Google shows it, and totalPrice for the whole stay with taxes and fees, plus totalPriceBeforeTaxes and taxesAndFees when Google shows the splitdealText, such as "23% less than usual"rating, reviewCount, hotelClass (stars) and propertyType (hotel, hostel, vacation rental and so on)amenities, description, checkInTime and checkOutTimelatitude, longitude, website, googleHotelsUrl and googleMapsUrlhotelId, Google's id for the property, to match hotels across runstotalPrice / nights, as the examples do.hotels in Amsterdam Jordaan or hotels near Amsterdam Centraal.30 days and 32 days keep scheduled runs pointing at the future. To track one stay over time, use fixed dates instead.country input (Google's gl setting) decides which booking sites Google compares, and prices can differ between markets.To let Claude, Cursor, VS Code or another MCP client look up hotel prices for you, add this MCP server URL: https://mcp.apify.com/?tools=ralfij/google-hotels-scraper. Sign in to Apify when the client asks, or send your Apify API token as Authorization: Bearer . Runs are billed to your own Apify account.
MIT