letsfg
v2026.5.74
Published
Flights and hotels for AI agents. Server-side engine covers hundreds of airlines; hotels are real bookable inventory with free cancellation and pay-later terms. Includes open-source ranking engine.
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LetsFG — Your AI agent just learned to book flights. (Node.js)
Server-side search engine. Real prices. One function call. Search hundreds of airlines at raw airline prices — $20–$50 cheaper than Booking.com, Kayak, and other OTAs. Zero dependencies. Built for AI agents.
Two ways to use LetsFG
| | CLI / SDK (this package) | Developer API |
|---|---|---|
| Search cost | Free (card-backed token from letsfg.co/connect, nothing charged) | Prepaid credits |
| Booking | POST /api/agent-book — fare held on your card, a LetsFG agent buys the ticket, captured only on a real PNR. Every offer. | Direct airline URL (unlock required first) |
| Speed | 8–10 s to first results; longer on a split | 2–5 s (discover) · 8–10 s to first results (full) |
| Setup | npm install letsfg, then connect at letsfg.co/developers/api/mcp | letsfg.co/developers |
Building a product, or need hotels? Use the Developer API — look-to-book search (200 free after every booking, then $0.01), booking through
POST /flights/book, no booking fee and no transaction fee.
Install
npm install letsfgGetting a token
Connect LetsFG as an MCP server at https://letsfg.co/developers/api/mcp and
approve the connection — in Claude, ChatGPT, Cursor, Windsurf, or Claude Code
(claude mcp add --transport http letsfg https://letsfg.co/developers/api/mcp).
The consent step opens letsfg.co/connect, where you
add a card (any card, or Revolut Pay / Google Pay) in a 0.00 Revolut setup.
Nothing is charged, no Revolut account is needed, and the card details go to
Revolut, never to LetsFG. The token you get back is card-backed: it searches
and it books. One card = one account; quotas are per card (10 searches per
10 min, 30 per hour, 100 per day — polling never counts).
Pass it as bearerToken, or set LETSFG_BEARER_TOKEN for the CLI.
letsfg authstill runs the Stripe card setup that was retired on 2026-09-02 and cannot get a token today; every token issued that way was revoked (401TOKEN_REVOKED). A connect-flow login for the CLI and SDKs is coming — until then, connect through the MCP.
Quick Start (SDK)
import { LetsFG, cheapestOffer, offerSummary } from 'letsfg';
// PFS — free. The card-backed token from the connect flow (see above).
const bt = new LetsFG({ bearerToken: 'eyJ...' });
// Search — FREE
const flights = await bt.search('GDN', 'BER', '2026-03-03');
const best = cheapestOffer(flights);
console.log(offerSummary(best));
// Book — no booking fee, no transaction fee — our margin is already in the price you saw; no unlock step. Starts the booking:
// the fare is HELD on your card and a LetsFG agent buys the ticket (4-11 min).
const result = await bt.book(
best.id,
[{
given_name: 'John', family_name: 'Doe', born_on: '1990-01-15', gender: 'm',
nationality: 'GB', phone_number: '+447700900123', phone_country: 'GB',
address_line1: '1 Analytical Way', address_city: 'London',
address_postal: 'N1 9GU', address_country: 'GB',
}],
'[email protected]',
'',
'',
flights.search_id,
);
const bookingRef = result.booking_ref as string;
// Poll until it lands (every 20-30 s): completed | failed | needs_attention
let status: Record<string, unknown>;
do {
await new Promise(r => setTimeout(r, 25_000));
status = await (await fetch('https://letsfg.co/api/agent-book/status', {
method: 'POST',
headers: { Authorization: 'Bearer eyJ...', 'Content-Type': 'application/json' },
body: JSON.stringify({ booking_ref: bookingRef }),
})).json();
} while (status.state === 'booking_in_progress');
console.log(status); // { state: 'completed', pnr: 'ABC123', charged_amount: 93, currency: 'EUR' }How booking works
bt.book() posts to POST /api/agent-book and does exactly what the website
checkout does: the fare plus LetsFG's markup is held on the connected card
(not taken), a LetsFG booking agent buys the ticket from the seller, and the
hold is captured only once a real airline PNR exists. If the booking fails the
hold is released and nothing is charged. Every offer can be booked this way —
no unlock step, no booking-link fallback, no separate LetsFG fee.
The call returns within seconds with a booking_ref; the booking itself takes
4–11 minutes. Poll POST /api/agent-book/status with {"booking_ref": ...}
every 20–30 s (the SDK has no helper for this yet):
| state | Meaning |
|---|---|
| booking_in_progress | the agent is at the seller's checkout — keep waiting |
| completed | booked — pnr, charged_amount, currency are in the answer |
| failed | not booked — the hold was released, nothing charged; see failure_reason |
| needs_attention | a human at LetsFG is checking it — do not book again |
One traveller per call, with the details an airline checkout asks for: name,
date of birth, gender, nationality, email, phone with its country, residence
address (passport optional). A missing detail returns missing_details with
missing_fields and charges nothing. Never start a second booking for the
same trip while one is in progress — that would place a second hold.
Prefer the paid Developer API instead? Pass apiKey instead of bearerToken —
search()/book() dispatch automatically. That path needs a searchId (an offer
is bookable only inside the search that produced it) and has no unlock step:
unlock() was retired 2026-09-08, the route answers 410 Gone, and there is no fee.
Quick Start (CLI)
export LETSFG_BEARER_TOKEN=<your-bearer-token> # card-backed, from the connect flow
letsfg search GDN BER 2026-03-03 --sort price
letsfg search LON BCN 2026-04-01 --json # Machine-readable
letsfg book off_xxx --search-id srch_xxx -p '{"given_name":"John","family_name":"Doe","born_on":"1990-01-15","gender":"m","nationality":"GB","phone_number":"+447700900123","phone_country":"GB","address_line1":"1 Analytical Way","address_city":"London","address_postal":"N1 9GU","address_country":"GB"}' -e [email protected]
# prints the booking_ref — poll POST /api/agent-book/status until completedAPI
new LetsFG({ bearerToken?, apiKey?, baseUrl?, timeout? })
bt.search(origin, destination, dateFrom, options?)
bt.resolveLocation(query)
bt.book(offerId, passengers, contactEmail, contactPhone?, idempotencyKey?, searchId?)
Dispatches on which credential is set: bearerToken → PFS booking via
POST /api/agent-book (pass searchId, one passenger with full details;
returns booking_ref — poll POST /api/agent-book/status). apiKey → paid
Developer API book (requires searchId, no unlock step, supports multiple
passengers and idempotencyKey; returns a booking_id to poll).
bt.getBooking(bookingId) / bt.answerBooking(...) / bt.bookAndWait(...) — Developer API only
bt.connectPayment() — Developer API only. Returns connect_url; nothing is charged
bt.setupPayment() / bt.unlock() — retired 2026-09-08, both throw locally
bt.me()
LetsFG.register(agentName, email, baseUrl?, ownerName?, description?) — Developer API only, most agents don't need this
Helpers
offerSummary(offer)— One-line string summarycheapestOffer(result)— Get cheapest offer from search
Starlink Wi-Fi
Offers may carry starlink: confirmed_all / confirmed_some mean the carrier
has fully fitted that aircraft type; likely_all / likely_some mean the
rollout on that type is underway but incomplete. Segments carry confirmed or
likely.
Only confirmed_* is safe to state as fact — likely_* is a signal, not a
promise. Anything ending _some has at least one leg without it. An absent
field means no information, not an absence of Wi-Fi.
Full semantics: docs/api-search.md.
Zero Dependencies
Uses native fetch (Node 18+). No axios, no node-fetch, nothing. Safe for sandboxed environments.
Also Available As
- MCP Server:
npx letsfg-mcp— npm - Python SDK + CLI:
pip install letsfg— PyPI - Try without installing: letsfg.co — search instantly in your browser
- GitHub: LetsFG/LetsFG
⭐ Star the repo — we appreciate the support.
License
MIT
🏨 Hotels — new, and live
Your agent can book hotels as well as flights. Same card-backed token or API key, same connected payment method.
from letsfg import LetsFG
lfg = LetsFG()
city = lfg.hotel_destinations("Warsaw")[0]
stays = lfg.search_hotels(
city_id=city["Id"], city_name=city["Name"],
check_in="2026-11-10", check_out="2026-11-12", adults=2,
)
hotel = stays["hotels"][0]
offer = hotel["offers"][0]
print(hotel["name"], offer["price"], offer["currency"], offer["refundable"])
# prices are in stays["currency"]: USD unless you pass currency=
booking = lfg.book_hotel_and_wait(
session_id=offer["session_id"],
hotel_code=hotel["hotel_code"],
combination_id_v2=offer["combination_id_v2"],
expected_price=offer["price"], # copy these four from the offer, verbatim
expected_cost=offer["expected_cost"],
currency=offer["currency"],
fx_rate=offer["fx_rate"],
city_id=city["Id"], city_name=city["Name"],
check_in="2026-11-10", check_out="2026-11-12",
# ONE entry per guest in the room, children included: adults first, then children in child_ages order
guests=[{"title": "Mr", "first_name": "Jan", "last_name": "Kowalski"},
{"title": "Mrs", "first_name": "Anna", "last_name": "Kowalska"}],
email="GUEST_EMAIL", phone="512345678", # the guest's real e-mail and phone
)
if booking["status"] == "succeeded":
print(booking["confirmation"], booking["total_price"], booking["currency"])
elif booking["status"] == "failed":
print("Not booked, nothing charged:", booking["error"])
else: # "attention": a person is checking it with the supplier, the hold is kept. Do not book again.
print(booking["status"], booking.get("error"))How you pay
The full price is held, and taken only once the hotel confirms. Booking holds the offer's
price on the Revolut payment method connected to your account — authorised, not charged.
LetsFG then books the room with the supplier and pays the supplier itself. The hold is captured
only after the supplier has confirmed the booking; if the booking fails for any reason (the rate
is gone, the price moved, the supplier declined, a guest detail was rejected), the hold is
released and nothing is charged.
There is no reservation fee, no deposit and no pay link, and the guest owes the hotel nothing further. (Those belonged to the process retired on 2026-09-11.)
price is the supplier's cost plus 6.4% (our margin and payment processing) for Revolut Pay or a
card issued in the EEA, or 8.3% for a card issued outside the EEA — the search response's
markup_rate says which. Nothing is added at booking. Prices are in the currency you search in:
USD unless you ask for another.
Cancelling a refundable rate before its free_cancellation_until costs nothing and refunds the
charge in full. A cancellation that would cost money is refused (409); the hotel's own ladder is in
the booking's terms.
What search costs
Search is metered separately from booking, on either auth path (free PFS
Bearer token or Developer API key — both count against the same agent):
the first 1,000 search_hotels calls since your last hotel booking are
free. Past that, searches are billed in blocks of 1,000 for $5
(~$0.005/search) from your prepaid balance — refused with a 402 if the
balance can't cover the next block, never silently allowed. Book a hotel
and the count resets to zero. Resolving a city name (hotel_destinations)
is not metered, only the search call itself.
Things worth knowing before you build
- A connected payment method is required for every hotel call, including search. A hotel search opens a real session at the supplier and booking blocks a real rate, so we refuse up front rather than let you reach the point of commitment and discover you cannot pay. The same method authorises flights and hotels — there is no separate hotel signup.
- Every rate type is sold, refundable and non-refundable. Each offer's
refundableandfree_cancellation_untilsay which one you are buying. - Booking is asynchronous.
book_hotelreturns abooking_job_id, not a booking — the real thing takes minutes. Pollhotel_booking(job_id)every ~20 s untilstatusissucceeded,failedorattention, or callbook_hotel_and_waitand let the SDK do it. All three are final:succeeded—confirmation,total_price+currency(what the guest is charged),supplier_paid+supplier_currency,refundable,free_cancellation_until,cancellation_ladderandterms.failed—error, written for the guest. The hold has been released; nothing was charged.attention— the outcome could not be settled automatically. The hold is kept (nothing is charged) while a person checks with the supplier. Do not book again.
- Copy the offer verbatim. Send
expected_price(the offer'sprice),expected_cost,currencyandfx_rateexactly as search returned them. A mis-copied price, or a USD offer sent without itscurrency, is refused with400 price_mismatchbefore anything is held. - Guest details are checked before anything is held: Latin-script names, a phone number valid
for its country code, and an e-mail. A problem returns
400 invalid_detailsnaming the fields. - One name per guest in the room, children included. For a family, search with
childrenandchild_ages; the party travels with the offer's session.gueststhen lists every guest — adults first, then children inchild_agesorder. The hotel requires a name for every guest: fewer names than guests is refused before anything is submitted, and the hold is released. - The guest is e-mailed however it ends: a confirmation with the code and the cancellation term, a note that it did not go through and nothing was charged, or a note that it is being confirmed with the supplier.
- A retry never books twice. A second
book_hotelfor the same rate and guest returns the job already under way (duplicate: true); passidempotency_keyto make that explicit. Still, never re-post a booking whose job is running — poll it.
JavaScript
import { LetsFG } from 'letsfg';
const lfg = new LetsFG({ apiKey: process.env.LETSFG_API_KEY });
const [city] = await lfg.hotelDestinations('Warsaw');
const stays = await lfg.searchHotels({
cityId: city.Id, cityName: city.Name,
checkIn: '2026-11-10', checkOut: '2026-11-12', adults: 2,
});
const hotel = stays.hotels[0];
const offer = hotel.offers[0];
const booking = await lfg.bookHotelAndWait({
sessionId: offer.session_id, hotelCode: hotel.hotel_code,
combinationIdV2: offer.combination_id_v2,
expectedPrice: offer.price, expectedCost: offer.expected_cost,
currency: offer.currency, fxRate: offer.fx_rate,
cityId: city.Id, cityName: city.Name,
checkIn: '2026-11-10', checkOut: '2026-11-12',
// ONE entry per guest in the room, children included: adults first, then children in childAges order
guests: [{ title: 'Mr', first_name: 'Jan', last_name: 'Kowalski' },
{ title: 'Mrs', first_name: 'Anna', last_name: 'Kowalska' }],
email: 'GUEST_EMAIL', phone: '512345678',
});
console.log(booking.status, booking.confirmation, booking.total_price, booking.currency);MCP
Five new tools, in the order you call them: resolve_hotel_city →
search_hotels → book_hotel → get_hotel_booking → cancel_hotel_booking.
