Google Flights

Name: Google Flights
Author: wulfcare

by wulfcareversion 1.0.0i★ –iRuns in the cloud

Registry nameio.github.wulfcare/google-flights

Install

Overview

Description from the maker (original English)

Google Flights fares for any route and date, plus a tracker that flags price drops.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi3 of 3 passedChecked from public information; code not scanned yet
UsageiEarly★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs in the cloud
Transport: Streamable HTTP
Category: Travel, maps & weather
You need to fill in: Authorization

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 3 of 3 passed
Runs on the maker’s server: what you ask it goes through their server.
You fill in yourself: Authorization

Values marked secret are keys to your account. Never share them or paste them into a chat.

You need

Runs in the cloudNothing to install; it connects over the internet

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

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.

Run this in your terminal

claude mcp add --transport http google-flights 'https://mcp.apify.com/?tools=wulfcare/google-flights-scraper,wulfcare/flight-price-tracker' --header 'Authorization: your-value'

Fill in the empty values before running it.

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "google-flights": {
      "url": "https://mcp.apify.com/?tools=wulfcare/google-flights-scraper,wulfcare/flight-price-tracker",
      "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.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "google-flights": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=wulfcare/google-flights-scraper,wulfcare/flight-price-tracker",
      "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.

Your choice stays on this device in a cookie; no account needed.

Values you fill in

Authorization secret HTTP header
Apify API token as 'Bearer ' (free account at apify.com). Clients with OAuth can sign in instead.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

The server asks you to sign in before it lists its tools.

Basic checksi

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 10, 2026

✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account wulfcare, which owns the repo
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
✓ Pass
Endpoint responds
Responded in 393 ms (HTTP 401)
✓ Pass
Sign-in with OAuth
Declares OAuth sign-in, so your AI app can take you to log in
… Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint

Compared with others in Travel, maps & weatheri

More stars than 0% of the other 1781 servers in this category
Published to the registry more recently than 100% of the other 1781 servers in this category
Basic checks equal to or better than 100% of the other 1781 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Google Flights safe?

It passed 3 of 3 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.

What keys or codes does it need?

You need to fill in: Authorization

Does it run on my computer or in the cloud?

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.

Is it still maintained?

The GitHub repo last changed –, and the latest version (1.0.0) reached the registry today.

Which apps can use it?

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.

What can I use instead?

In the same category: Warcraft III Map Tools, Mapsdata, Cipher — Bittensor Subnet Screener

Alternatives

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

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by GodMephistoVery new↓ 115/wkUpdated today

Runs on your computer

Install

Mapsdata

Google Maps data as JSON: place search and details, reviews, photos and posts by place.

by CloudCorpRecordsVery newUpdated today

Runs on your computer

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Cipher — Bittensor Subnet Screener

Real-time Bittensor subnet screener: prices, momentum, flow, whale signals, TAO forecast via MCP.

by brobotapp.comEarlyUpdated today

Runs in the cloud✓ brobotapp.com

Install

README from the maker

Open the README

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.

Wulfcare Data scrapers: Google Trends, YouTube, App Store, Google Play, Steam, Shopify, Google Jobs, Hotels, Flights and AI search APIs

Ready-to-run scrapers for data that has no good official API, with Python examples, a pytrends replacement and one-line setup for AI agents (MCP). Each one runs on Apify, so you don't manage proxies, IP blocks or rate limits: you send JSON, you get JSON.

AI agents: start with AGENTS.md (which scraper for which request, one curl call each). Machine-readable: catalog.json, llms.txt, llms-full.txt, full input reference per scraper in reference/, OpenAPI spec per scraper at https://api.apify.com/v2/acts/wulfcare~ /builds/default/openapi.json.

Common problems these fix:

pytrends 429 Too Many Requests / TooManyRequestsError → google-trends (drop-in TrendReq, plus more than 5 keywords on one scale and daily data for any range)
youtube-transcript-api RequestBlocked / IpBlocked: YouTube is blocking requests from your IP → pip install youtube-transcript-unblocked and change one import (package), or call the Actor directly: youtube-transcripts
Paying $0.01–$0.05 per transcript on another Apify YouTube transcript Actor → same input and output for $0.003 (change only the Actor id)
YouTube Data API quotaExceeded (about 100 searches a day) → youtube
YouTube comments and replies with no API key or quota → youtube-comments
Paying more on the most used Apify YouTube comments Actor → same input and output field names for $0.25 per 1,000 (change only the Actor id)
App Store reviews stuck at 500 per app (RSS feed cap) → app-store
Google Play Developer API only returns your own apps' reviews from the last week → google-play
No official Google Jobs API → google-jobs
No official Google Hotels API → google-hotels
No official Google Flights API → google-flights (prices, price tracking, total trip cost)
No API for what ChatGPT search, Gemini, Copilot and Google AI Mode actually tell users about your brand → ai-search
Every Steam review of a game, any language, with no API key → wulfcare/steam-reviews-scraper
No official Shopify App Store reviews API → wulfcare/shopify-app-store-reviews-scraper
Flight price drop alerts on a schedule (drops, rises, all-time low, under-target) → wulfcare/flight-price-tracker
YouTube Shorts views and likes from searches or channels → wulfcare/youtube-shorts-scraper
Everything trending on Google right now, any country → wulfcare/google-trends-trending-now
AI training job listings spread over 15 sites → ai-training-jobs (free)

Guides: youtube-transcript-api IpBlocked · pytrends 429 · YouTube quotaExceeded · export YouTube comments to CSV · YouTube comments scrapers compared

Free history: PastCharts saves App Store and Google Play top charts and Google trending searches every day, free to browse or download as JSON and CSV. AI agents can query it with no key through its MCP server at https://pastcharts.com/mcp. Use the scrapers here when you need today's data.

All scrapers

Scraper	Apify Actor	What you get	Price
Google Trends	`wulfcare/google-trends-scraper`	Interest over time, by region, related queries, Trending Now; up to 100 keywords on one scale; daily data for any range	$0.003 / report
YouTube transcripts	`wulfcare/youtube-transcript-scraper`	Transcripts as text, timestamped segments or SRT for videos, channels, playlists, searches; drop-in input/output for other transcript Actors	$3 / 1,000
YouTube	`wulfcare/youtube-scraper`	Videos, Shorts, streams from searches, channels, playlists, hashtags; views, likes, comments count, channel stats	Free until 2026-11-18, then $0.90 / 1,000
YouTube comments	`wulfcare/youtube-comments-scraper`	Comments and replies with likes, reply counts, creator hearts, pinned flags and dates; videos, Shorts, channels, playlists, searches	$0.25 / 1,000
Google Jobs	`wulfcare/google-jobs-scraper`	Title, company, salary, description, every apply link; 27 countries	$0.004 / job
Google Hotels	`wulfcare/google-hotels-scraper`	Every booking site's price per hotel and date; hotel searches	$0.80 / 1,000 prices
Google Flights	`wulfcare/google-flights-scraper`	Flights, prices and Google's low / typical / high verdict; price tracking between runs; total trip cost with a hotel	$0.50 / 1,000
App Store	`wulfcare/app-store-scraper`	Reviews (no 500 cap), app details, privacy labels, search, charts	$0.10 / 1,000 reviews
App Store reviews	`wulfcare/app-store-reviews-scraper`	Every review of any app, any country	$0.10 / 1,000
Google Play	`wulfcare/google-play-scraper`	Reviews, app details with data safety, search, charts	$0.10 / 1,000 reviews
Google Play reviews	`wulfcare/google-play-reviews-scraper`	Every review of any app, any country and language	$0.10 / 1,000
ChatGPT search	`wulfcare/chatgpt-search-scraper`	Answer, cited sources, recommended products, brand rank	$0.05 / answer
Gemini	`wulfcare/gemini-search-scraper`	Answer, sources, products, brand rank	$1 / 1,000 (+ proxy)
Google AI Mode	`wulfcare/google-ai-mode-scraper`	Answer, sources, brand rank	$4.50 / 1,000
Microsoft Copilot	`wulfcare/copilot-search-scraper`	Answer, sources, brand rank	$8 / 1,000 (+ proxy)
AI visibility	`wulfcare/ai-visibility-tracker`	ChatGPT + Gemini + AI Overviews: visibility score, share of voice, HTML report	$0.04 / answer
Google Trends Trending Now	`wulfcare/google-trends-trending-now`	Every search trending on Google now: volume, % increase, related searches, news; 4/24/48/168 h windows	$0.30 / 1,000 trends
YouTube Shorts	`wulfcare/youtube-shorts-scraper`	Shorts from searches and channels: views, likes, comment count, date, hashtags, channel subscribers	$0.50 / 1,000
Flight price tracker	`wulfcare/flight-price-tracker`	Scheduled Google Flights checks: which fares dropped or rose, new/gone flights, all-time low, under-target alerts	$0.15 / 1,000 flights
Steam reviews	`wulfcare/steam-reviews-scraper`	Every review of any game: text, votes, playtime, language, Steam Deck, developer replies	$0.10 / 1,000
Shopify App Store reviews	`wulfcare/shopify-app-store-reviews-scraper`	Every review of any Shopify app: stars, text, date, merchant store and country, developer reply	$0.03 / 1,000
Bing Copilot	`wulfcare/bing-copilot-scraper`	Answer as markdown, cited sources, brand mentioned or cited	$3 / 1,000 ($10 with residential proxy)
AI training jobs	`wulfcare/ai-training-jobs-scraper`	Jobs from Mercor, Outlier, DataAnnotation, Alignerr and 11 more	Free

Failed requests and empty results are never charged. Apify's free plan includes $5 of credit every month.

YouTube transcripts in Python (easiest)

Get a free Apify token: sign up at https://console.apify.com/sign-up, then Settings → API & Integrations → copy the token ($5 free credit every month).
Install and set the token:

pip install youtube-transcript-unblocked

export APIFY_TOKEN=apify_api_... # Windows PowerShell: $env:APIFY_TOKEN="apify_api_..."

Get a transcript:

from youtube_transcript_unblocked import YouTubeTranscriptApi

transcript = YouTubeTranscriptApi().fetch("https://www.youtube.com/watch?v=UF8uR6Z6KLc")

print(" ".join(s.text for s in transcript)) # the whole transcript as text for s in transcript: # or line by line with timestamps print(f"{s.start:7.1f}s {s.text}")

Other languages: fetch(video, languages=["es", "en"]) (Spanish, else English). Many videos in one go: fetch_many([...]). Already using youtube-transcript-api? Only the import changes; your existing code keeps working, including on AWS/GCP/Azure where YouTube blocks it. Cost: $0.003 per transcript, videos without captions free. Details: packages/youtube-transcript-unblocked.

Quick start (Python, any scraper)

pip install apify-client

export APIFY_TOKEN=your_token # free account: https://console.apify.com/sign-up → Settings → API & Integrations

from wulfcare import run   # wulfcare.py in this repo

rows = run("wulfcare/google-trends-scraper", {"searchTerms": ["coffee, tea"], "geo": "US"})

Every folder has a working example. The full input of each Actor is on its Apify page (Input tab).

Any language (HTTP)

curl -X POST "https://api.apify.com/v2/acts/wulfcare~google-trends-scraper/run-sync-get-dataset-items?token=$APIFY_TOKEN" \

-H "Content-Type: application/json" \ -d '{"searchTerms": ["coffee, tea"], "geo": "US"}'

Swap the Actor name and the JSON input for any scraper above. For runs longer than 5 minutes, start the run with POST /v2/acts/{actor}/runs and read the dataset when it finishes (API docs).

Use them from AI agents (MCP)

Give Claude, Cursor, VS Code or any MCP client these scrapers as tools with Apify's MCP server.

One-click bundles (also listed in the official MCP Registry as io.github.wulfcare/ ). Paste one URL into your MCP client; each scraper in it becomes one tool:

Bundle	Registry name	MCP URL
Google Flights	`io.github.wulfcare/google-flights`	`https://mcp.apify.com/?tools=wulfcare/google-flights-scraper,wulfcare/flight-price-tracker`

| Google Hotels | io.github.wulfcare/google-hotels | `https://mcp.apify.com/?tools=wulfcare/google-

Only the beginning is shown; read the rest in the repo

Google Flights

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

Values you fill in

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Travel, maps & weatheri

Common questions

Alternatives

Warcraft III Map Tools

Mapsdata

Cipher — Bittensor Subnet Screener

README from the maker

Wulfcare Data scrapers: Google Trends, YouTube, App Store, Google Play, Steam, Shopify, Google Jobs, Hotels, Flights and AI search APIs

All scrapers

YouTube transcripts in Python (easiest)

Quick start (Python, any scraper)

Any language (HTTP)

Use them from AI agents (MCP)