Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Google Flights search data: fares, routes, stops, and price insights via a hosted MCP server.
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.
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://mcp.apify.com/?tools=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-SearchRun this in your terminal
claude mcp add --transport http google-flights 'https://mcp.apify.com/?tools=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search'Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"google-flights": {
"url": "https://mcp.apify.com/?tools=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search"
}
}
}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=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search"
}
}
}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://mcp.apify.com/?tools=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-SearchMenu 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 7, 2026
The registry name was verified with the GitHub account johnisanerd, which owns the repo
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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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 (1.0.1) reached the registry 3 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: Context7, Codebase Memory, Exa
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
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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.
The most efficient, reliable, and developer-friendly way to use the Google Flights API.
Actor page: apify.com/johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search Input schema: apify.com/johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search/input-schema
The Google Flights API searches flights and returns clean, structured JSON. Each page of results comes back with the top recommended flights and alternatives, full flight legs and timings, prices, price insights (level and historical range), airport details, and search metadata. It supports one-way, round-trip, and multi-city itineraries, single or multiple airports, filters for price, stops, airlines, and passenger counts, and can optionally resolve direct airline and OTA booking links. Localized across 29+ languages and 39+ countries.
git clone https://github.com/johnisanerd/Apify-Google-Flights-API.git
cd Apify-Google-Flights-API
# Install UV if you do not have it:
curl -LsSf https://astral.sh/uv/install.sh | sh
uv sync
cp .env.example .env
uv run python google-flights-api.py
This repo also includes `google-flights-get-booking-options.py`, a low-cost one-way example (BOS to PQI) that enables fetch_booking_options to resolve direct airline and OTA booking links:
uv run python google-flights-get-booking-options.py
export APIFY_API_TOKEN="your_api_key_here"
uv run python google-flights-api.py
Complete itineraries. Search one-way, round-trip, and multi-city trips, with single or multiple departure and arrival airports, and get the top recommended flights plus alternatives with full leg-by-leg detail.
Direct booking links. Enable fetch_booking_options and each flight resolves to a live booking URL on the airline or OTA site, with fare families and baggage fees, ready to embed in your app.
Powerful filters. Constrain by max price, max stops, preferred airlines, passenger counts, and exclude basic economy.
Price intelligence. Every search returns price insights: the current level (low, typical, high) and a historical price range for the route.
Predictable, pay-per-use pricing. Billing is per page processed, plus per resolved booking link only when you ask for them. No subscription. You control cost with the page limit.
Easy to automate. Call it from Python in a few lines, or load it as an MCP tool so assistants like Claude and Cursor can search flights for you on demand.
CDG,ORY){
"departure_id": "LAX", "arrival_id": "JFK", "outbound_date": "2026-10-12", "adults": 1, "currency": "USD", "max_pages": 1 }
{
"departure_id": "JFK", "arrival_id": "LHR", "outbound_date": "2026-11-25", "return_date": "2026-12-02", "adults": 2, "max_price": 1500, "max_stops": 1, "max_pages": 2 }
{
"multi_city_json": "[{\"departure_id\":\"CDG\",\"arrival_id\":\"NRT\",\"date\":\"2026-11-17\"},{\"departure_id\":\"NRT\",\"arrival_id\":\"LAX\",\"date\":\"2026-11-24\"}]", "adults": 1, "currency": "USD", "max_pages": 1 }
{
"departure_id": "LAX", "arrival_id": "JFK", "outbound_date": "2026-10-12", "adults": 1, "fetch_booking_options": true, "max_pages": 1 }
Note: `fetch_booking_options` works for one-way searches, is billed per resolved link, and needs Actor memory of 512 MB or more (it uses a headless browser).
Either departure_id + arrival_id + outbound_date, or multi_city_json, is required.
| Parameter | Type | Required | Default | Description |
|---|---|---|---|---|
departure_id | string | Yes* | - | Departure airport code(s), comma-separated for multiple (e.g. LAX, CDG,ORY). |
arrival_id | string | Yes* | - | Arrival airport code(s), comma-separated for multiple. |
outbound_date | string | Yes* | - | Departure date, YYYY-MM-DD. |
return_date | string | No | (none) | Return date for round trips, YYYY-MM-DD. |
multi_city_json | string | Yes* | - | JSON string of legs for multi-city trips. Replaces the three fields above. |
adults | integer | No | 1 | Adult passengers (minimum 1). |
children | integer | No | 0 | Child passengers. |
infants | integer | No | 0 | Infant passengers. |
currency | string | No | USD | Currency code, e.g. USD, EUR, GBP. |
hl | string | No | en | Language code (29+ supported). |
gl | string | No | us | Country code (39+ supported). |
max_price | integer | No | (none) | Maximum price filter in the chosen currency. |
max_stops | integer | No | (none) | Maximum stops (0 = direct only). |
airlines | string | No | (none) | Comma-separated preferred airline codes, e.g. UA,AA,DL. |
exclude_basic | boolean | No | false | Exclude basic-economy fares. |
fetch_booking_options | boolean | No | false | Resolve direct booking links (one-way only; billed per link; needs 512 MB+). |
max_pages | integer | No | 1 | Maximum pages to fetch (0 = no limit). |
output_file | string | No | (none) | Optional filename to save results. |
A real result for LAX to JFK (one item per page; best_flights legs and the price_insights history are trimmed here for readability).
{
"search_parameters": { "trip_type_description": "One-way", "departure_id": "LAX", "arrival_id": "JFK", "outbound_date": "2026-10-12", "adults": 1, "currency": "USD", "language": "en", "country": "us" }, "search_metadata": { "total_flights_found": 29, "best_flights_count": 3, "other_flights_count": 26, "pages_processed": 1, "pagination_limit_reached": true, "booking_options_count": 0 }, "page_number": 1, "best_flights": [ { "price": 207, "type": "One way", "total_duration": 590, "flights": [ { "departure_airport": { "name": "Los Angeles International Airport", "id": "LAX", "time": "2026-10-12 09:24" }, "arrival_airport": { "name": "Charlotte Douglas International Airport", "id": "CLT", "time": "2026-10-12 17:28" }, "airline": "American", "flight_number": "AA 2570", "travel_class": "Economy", "duration": 304 }, { "departure_airport": { "name": "Charlotte Douglas International Airport", "id": "CLT", "time": "2026-10-12 20:11" }, "arrival_airport": { "name": "John F. Kennedy International Airport", "id": "JFK", "time": "2026-10-12 22:14" }, "airline": "American", "flight_number": "AA 1727", "travel_class": "Economy", "duration": 123 } ] } ], "other_flights": [], "price_insights": { "lowest_price": 207, "price_level": "typical", "typical_price_range": [145, 255] }, "airports": [ { "departure": [ { "airport": { "id": "LAX", "name": "Los Angeles International Airport" }, "city": "Los Angeles", "country": "United States" } ], "arrival": [ { "airport": { "id": "JFK", "name": "John F. Kennedy International Airport" }, "city": "New York", "country": "United States" } ] } ], "booking_options": [] }
When fetch_booking_options is true, each booking_options entry includes a resolved booking_url to the airline or OTA, plus fare family and baggage details.
You can load the Google Flights API as an MCP tool so assistants call it for you. The MCP server URL preloads just this one Actor:
https://mcp.apify.com/?tools=actors,docs,johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search
Authenticate with OAuth in the browser when offered, or with your Apify API token (the same APIFY_API_TOKEN used by the Python example). Get a token at https://console.apify.com/settings/integrations and a free Apify account at https://apify.com?fpr=9n7kx3 .
Cowork is the desktop app's automation mode. To give it the Google Flights API as a tool, add the Apify MCP server as a connector.
claude_desktop_config.json directly).~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%\Claude\claude_desktop_config.json{
"mcpServers": { "apify": { "command": "npx", "args": [ "-y", "mcp-remote", "https://mcp.apify.com/?tools=actors,docs,johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search" ] } } }
Download the desktop app and start a free trial: https://claude.ai/referral/uIlpa7nPLg More help: https://docs.apify.com/platform/integrations/claude-desktop
Claude Code is the command-line tool. Add the Actor's MCP server with one command:
claude mcp add --transport http apify \
"https://mcp.apify.com/?tools=actors,docs,johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search"
To use a token instead of browser OAuth:
claude mcp add --transport http apify \
"https://mcp.apify.com/?tools=actors,docs,johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search" \ --header "Authorization: Bearer YOUR_APIFY_TOKEN"
Then verify with claude mcp list, or run /mcp inside a session. Ask Claude Code to call the Google Flights API.
Try Claude Code free: https://claude.ai/referral/uIlpa7nPLg Claude Code MCP docs: https://code.claude.com/docs/en/mcp
Only the beginning is shown; read the rest in the repo