Context7
Up-to-date docs for AI agents
Descripción del creador (original en inglés)
Google Flights search data: fares, routes, stops, and price insights via a hosted MCP server.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Funciona en Claude para web, escritorio y móvil:
https://mcp.apify.com/?tools=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-SearchEjecuta esto en tu terminal
claude mcp add --transport http google-flights 'https://mcp.apify.com/?tools=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search'Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"google-flights": {
"url": "https://mcp.apify.com/?tools=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search"
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"google-flights": {
"type": "http",
"url": "https://mcp.apify.com/?tools=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-Search"
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
ChatGPT solo se conecta a servidores en internet:
https://mcp.apify.com/?tools=johnvc/Google-Flights-Data-Scraper-Flight-and-Price-SearchLos nombres de los menús pueden variar un poco según el plan y con el tiempo.
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Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Todavía no hemos leído la lista de herramientas de este servidor; revisamos los endpoints por turnos.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub johnisanerd, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; leemos la lista de herramientas cuando revisamos el endpoint
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
Se ejecuta en la nube del creador. Te conectas por internet sin instalar nada, pero lo que envías pasa por los servidores del creador.
El repo de GitHub cambió por última vez –, y la última versión (1.0.1) llegó al registro hace 3 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
En la misma categoría: Context7, Codebase Memory, Exa
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
Up-to-date docs for AI agents
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.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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
Solo se muestra el principio; lee el resto en el repo