letsfg

name: letsfg description: "LetsFG — Agent-native flight search, hotel search, and booking API. 400+ airlines, zero markup, 20-50 USD cheaper than OTAs. letsfg.co"

SKILL.md — LetsFG Capabilities

Machine-readable skill manifest for AI agents and documentation indexers.

Identity

• Name: LetsFG
• Type: API + SDK + MCP Server + CLI
• Purpose: Agent-native flight search, hotel search, and booking
• Compatible agents: OpenClaw, Perplexity Computer, Claude Desktop, Cursor, Windsurf, and any MCP-compatible client
• API Base URL: https://letsfg.co/developers/api/v1
• MCP Endpoint: https://letsfg.co/developers/api/mcp (Streamable HTTP)
• Packages: PyPI letsfg · npm letsfg · npm letsfg-mcp
• License: MIT

Access Modes

Skills

search_flights

Search 180+ airlines worldwide via local connectors. Returns real-time prices with zero markup or bias — $20–50 cheaper than OTAs.

• Cost: FREE (unlimited)
• Input: origin (IATA), destination (IATA), date_from, optional: date_to, return_from, return_to, adults, children, infants, cabin_class (M/W/C/F), max_stopovers, currency, sort, limit, mode ("fast" = OTAs + key airlines only, ~25 connectors, 20-40s)
• Output: List of flight offers with price, airlines, times, segments, conditions, passenger_ids
• Note: All offers are locked. Must unlock before booking.

search_hotels

Search hotels worldwide via direct hotel APIs and aggregators.

• Cost: FREE
• Input: location (city name or IATA), checkin, checkout, adults, children, rooms, min_stars, max_price, currency, sort, limit
• Output: List of hotel offers with name, address, stars, rating, photos, rooms, prices, cancellation policies

search_transfers

Search ground transfers — private cars, taxis, shared shuttles, airport express.

• Cost: FREE
• Input: origin, destination, date, passengers
• Output: Transfer options with prices and vehicle types

search_activities

Search activities — tours, museum tickets, day trips via direct APIs and aggregators.

• Cost: FREE
• Input: location, date_from, date_to
• Output: Activity options with prices, descriptions, availability

resolve_location

Resolve city names to IATA airport/city codes.

• Cost: FREE
• Input: query (city name, e.g. "London")
• Output: List of matching IATA codes (e.g. LON, LHR, LGW, STN, LTN, LCY)

get_system_profile

Get system resource profile and recommended browser concurrency for local search.

• Cost: FREE
• Input: (none)
• Output: ram_total_gb, ram_available_gb, cpu_cores, recommended_max_browsers, tier (minimal/low/moderate/standard/high/maximum), platform
• Tiers: minimal (<2GB, 2 browsers), low (2-4GB, 3), moderate (4-8GB, 5), standard (8-16GB, 8), high (16-32GB, 12), maximum (32+GB, 16)
• Python: from letsfg import get_system_profile; profile = get_system_profile()
• CLI: letsfg system-info or letsfg system-info --json
• MCP: system_info tool
• JS: import { systemInfo } from 'letsfg'; const info = await systemInfo();

configure_max_browsers

Override auto-detected browser concurrency limit for local search.

• Cost: FREE
• Input: max_browsers (integer, 1–32)
• Priority: env var LETSFG_MAX_BROWSERS > explicit config > auto-detect from RAM
• Python: from letsfg import configure_max_browsers; configure_max_browsers(4)
• CLI: letsfg search LHR BCN 2026-04-15 --max-browsers 4
• MCP: search_flights tool with max_browsers parameter
• JS: await searchLocal('LHR', 'BCN', '2026-04-15', { maxBrowsers: 4 })

unlock_flight_offer

Confirm live price with airline and reveal the direct booking URL. Reserves the offer for 30 minutes.

• Cost: 1% of ticket price (min $3) — Stripe card or MPP crypto. Free with the prepaid Developer API.
• Endpoint: POST /api/v1/bookings/unlock
• Input: offer_id from search results (only required parameter)
• Output: confirmed_price, confirmed_currency, booking_url, offer_expires_at
• Prerequisite: A payment method on file (setup_payment) for the Stripe path, or an MPP-capable client for the crypto path.
• HTTP 402: No card on file. With MPP support, response carries a WWW-Authenticate: Payment challenge — pay via Tempo USDC.e and retry. Otherwise add a card via setup_payment.
• HTTP 410: Offer expired — airline sold the seats, search again (OfferExpiredError)
• Note: confirmed_price may differ from search price (airline prices change in real-time). After unlock, you have 30 minutes to complete the booking. If the window expires, search again (free) and unlock again.
• Python: unlocked = bt.unlock(offer_id) → returns UnlockResult
• CLI: letsfg unlock off_xxx
• JS/TS: const unlocked = await bt.unlock(offerId)

book_flight

Create a real airline reservation with PNR code. Charges ticket price via Stripe before booking.

• Cost: Ticket price + Stripe processing fee (2.9% + 30¢). Zero markup — LetsFG does not add any margin.
• Prerequisite: Payment method must be attached via setup_payment first.
• Input: offer_id, passengers (id, given_name, family_name, born_on, gender, title, email, phone_number), contact_email
• Output: booking_reference (airline PNR), status, flight_price, currency
• CRITICAL: Use real passenger names (must match passport/ID) and real email (airline sends e-ticket there)
• Payment flow: Your Stripe card is charged the ticket price → LetsFG books via the airline → you get the PNR. If the airline booking fails, you are automatically refunded.

hotel_checkrate

Confirm hotel rate before booking (required if rate_type=RECHECK).

• Cost: FREE
• Input: rate_keys from hotel search
• Output: Confirmed price, board type, cancellation policy, rate comments

hotel_book

Book a hotel room.

• Cost: Room price (charged via Hotelbeds)
• Input: holder_name, holder_surname, rooms with rate_key and paxes
• Output: reference, status, hotel details, total_net

hotel_voucher

Get guest voucher for hotel check-in.

• Cost: FREE
• Input: booking reference
• Output: Hotel name, dates, room type, board, payment notice

hotel_cancel

Cancel a hotel booking or simulate cancellation.

• Cost: Depends on cancellation policy
• Input: reference, simulate (true/false)
• Output: cancellation_amount, currency, status

register

Register a new AI agent.

• Cost: FREE
• Input: agent_name, email
• Output: api_key (permanent credential)

setup_payment

Attach a payment card for booking. Required before booking flights.

• Cost: FREE (attaching the card is free; you are charged the ticket price when you book)
• Input: token (e.g. "tok_visa" for testing) or payment_method_id or card details
• Output: Payment status confirmation
• Note: Must be called once before your first booking. The card stays on file for future bookings.

get_agent_profile

Get current agent's profile, usage stats, and payment status.

• Cost: FREE
• Output: Agent details, search count, booking count, payment status

Authentication

All endpoints except register require an X-API-Key header.

X-API-Key: trav_...

Get your key by calling POST /api/v1/agents/register with agent_name and email. The key is permanent — save it once.

Before your first unlock, attach a payment method via POST /api/v1/agents/setup-payment (or use the MPP crypto path on the 402 challenge).

Complete Workflow

Flight Booking (5 API calls)

1. POST /api/v1/agents/register        → Get API key (once)
2. POST /api/v1/agents/setup-payment   → Attach payment card (once)
3. POST /api/v1/flights/search         → Search flights (FREE)
4. POST /api/v1/bookings/unlock        → Unlock offer (1% fee, min $3) → returns booking_url
5. POST /api/v1/bookings/book          → Book flight (ticket price charged via Stripe)

Hotel Booking (5 API calls)

1. POST /api/v1/agents/register        → Get API key (once)
2. POST /api/v1/hotels/search          → Search hotels (FREE)
3. POST /api/v1/hotels/checkrate       → Confirm price (if rate_type=RECHECK)
4. POST /api/v1/hotels/book            → Book room
5. GET  /api/v1/hotels/voucher/{ref}   → Get guest voucher

CLI Usage

pip install letsfg

letsfg register --name my-agent --email me@example.com
export LETSFG_API_KEY=trav_...

# Search flights
letsfg search LHR JFK 2026-04-15
letsfg search LON BCN 2026-04-01 --return 2026-04-08 --cabin C --sort price
letsfg search GDN BER 2026-05-10 --adults 2 --children 1

# Resolve locations
letsfg locations "New York"

# Unlock and book
letsfg unlock off_xxx
letsfg book off_xxx \
  --passenger '{"id":"pas_0","given_name":"John","family_name":"Doe","born_on":"1990-01-15","gender":"m","title":"mr"}' \
  --email john.doe@example.com

# Machine-readable output
letsfg search GDN BER 2026-03-03 --json

Python SDK Usage

from letsfg import LetsFG

bt = LetsFG(api_key="trav_...")

# Search
results = bt.search("LHR", "JFK", "2026-04-15")
for offer in results.offers:
    print(f"{offer.price} {offer.currency} — {', '.join(offer.airlines)}")

# Unlock
unlocked = bt.unlock(results.offers[0].id)
print(f"Confirmed: {unlocked.confirmed_price} {unlocked.confirmed_currency}")

# Book
booking = bt.book(
    offer_id=results.offers[0].id,
    passengers=[{
        "id": results.passenger_ids[0],
        "given_name": "John",
        "family_name": "Doe",
        "born_on": "1990-01-15",
        "gender": "m",
        "title": "mr",
        "email": "john@example.com",
        "phone_number": "+447123456789",
    }],
    contact_email="john@example.com",
)
print(f"PNR: {booking.booking_reference}")

MCP Server Setup

{
  "mcpServers": {
    "letsfg": {
            "url": "https://letsfg.co/developers/api/mcp",
      "headers": {
        "X-API-Key": "trav_..."
      }
    }
  }
}

Or run locally:

npm install -g letsfg-mcp
LETSFG_API_KEY=trav_... letsfg-mcp

MCP Tools

Search Flags Reference

Cabin Class Codes Explained

Error Handling

Authentication Failure Recovery

from letsfg import LetsFG, AuthenticationError

try:
    bt = LetsFG(api_key="trav_...")
    flights = bt.search("LHR", "JFK", "2026-04-15")
except AuthenticationError:
    # API key invalid or expired — re-register
    creds = LetsFG.register("my-agent", "agent@example.com")
    bt = LetsFG(api_key=creds["api_key"])
    bt.setup_payment(token="tok_visa")  # re-attach payment on the new key

Rate Limit and Timeout Handling

import time
from letsfg import LetsFG, LetsFGError

def search_with_retry(bt, origin, dest, date, max_retries=3):
    for attempt in range(max_retries):
        try:
            return bt.search(origin, dest, date)
        except LetsFGError as e:
            if "429" in str(e) or "rate limit" in str(e).lower():
                time.sleep(2 ** attempt)  # exponential backoff
            elif "timeout" in str(e).lower() or "504" in str(e):
                time.sleep(1)
            else:
                raise
    raise LetsFGError("Max retries exceeded")

Rate Limits

Pricing Summary

Key Facts

• 180+ airlines via local connectors (Playwright + httpx)
• Hotels and activities via direct APIs
• Zero price bias — no demand inflation, no cookie tracking
• $20–50 cheaper than OTAs on average
• Real airline PNR codes and hotel confirmations
• E-tickets sent directly to passenger email
• Search is always free and unlimited
• Unlock reveals the direct booking URL for 1% of the ticket (min $3); free with the prepaid Developer API
• API designed for machines, not browsers