Rate Ranger for AI agents

MCP serverCommunication

Your AI can keep watching a hotel's price after a booking is made and email the traveler when the rate drops enough to be worth rebooking. That means catching a better deal on a stay you already booked, without checking prices yourself.

Available today. Use it from your connected AI after setup.

After adding it, tell your AI which booked hotel to watch. It will start tracking the price and email you when a drop worth rebooking on comes up.

Then ask your AI: use Rate Ranger for AI agents to submit hotel booking

What your AI can do with it

  • Track the price of a hotel after a booking is made
  • Watch rates over time so no one has to check prices manually
  • Weigh whether a new rate is low enough to justify rebooking a stay
  • Email the traveler when a worthwhile price drop shows up

From the project's README

As published by halymich/rate-ranger-api in README.md.

Rate Ranger watches what a hotel charges after your user has already booked it, and emails them if the rate drops far enough to be worth rebooking. Free, no account, no app.

This repository is the public contract for doing that programmatically: an OpenAPI spec, an MCP connector manifest, and worked examples.

Do not drive the web form

The form at rateranger.io is protected by a CAPTCHA that issues no token to an automated browser. An assistant will fill every field correctly and then fail at the last step with nothing to click. Use the connector or the API instead.

Option 1: the MCP connector

Add https://www.rateranger.io/api/mcp as a custom connector. No key, no account, no setup beyond the URL.

It exposes two tools:

ToolWhat it does
submit_hotel_bookingEnrols one to ten bookings for one traveller
check_hotel_bookingReads a booking back, including whether it is confirmed yet

Works in ChatGPT (Developer Mode), Claude Code and Cursor. It does not work as a claude.ai custom connector, which requires OAuth; there is no way to declare a server unauthenticated there.

The server speaks protocol revisions 2026-07-28, 2025-11-25, 2025-06-18 and 2025-03-26, so both the current per-request-metadata shape and the older initialize handshake work.

Option 2: the HTTP API

curl -X POST https://www.rateranger.io/api/agent/bookings \
  -H 'Content-Type: application/json' \
  -d '{
    "email": "traveller@example.com",
    "agent": "my-assistant/1.0",
    "bookings": [{
      "hotel_name": "Novotel Bali Ubud Resort",
      "city": "Ubud",
      "country": "ID",
      "check_in_date": "2027-07-14",
      "check_out_date": "2027-07-17",
      "total_price": 742.50,
      "currency": "USD"
    }]
  }'

Answers 202 Accepted with a read_token per booking.

The traveller has to confirm. Tell them so.

A successful submission monitors nothing. Rate Ranger emails the traveller one link. Until they click it, no price is checked and no alert can fire. If they never click, everything is deleted after 7 days.

So do not tell your user their booking is being tracked. Tell them to check their inbox, then confirm it yourself with check_hotel_booking or GET /api/agent/bookings/{token} before you say anything stronger. Look at booking.confirmed, which is false until they act.

This is why no key is needed. The endpoint takes an email address from whoever calls it, so if submission alone started the service, anyone could sign any address up for mail it never asked for. The confirmation step is what makes an open API safe to leave open.

country is required, and it matters

ISO 3166-1 alpha-2, for example JP or ID. It decides which rate source can find the hotel at all. A booking without one cannot be monitored properly, so it is required here even though the web form treats it as optional.

Limits

Per day
Anonymous caller, by IP50 bookings
With a key100 bookings
One email address, from one caller3 bookings
One email address, from anyone10 bookings

Email hello@rateranger.io for a key if you need more.

Prices may include decimals. Only the web form restricts them to whole numbers.

Errors

Every error carries a stable code to branch on, plus a message for a human reading a log. Branch on code; the wording may change.

CodeMeaning
invalid_emailNot a valid address
disposable_emailA throwaway provider, which cannot receive alerts
invalid_tokenSignature failed, wrong token type, or expired
not_foundToken verified but matches no booking
rate_limitedA daily limit was reached

Full request and response shapes are in openapi.json.

Support

hello@rateranger.io

Tools it offers (2)

What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.

  • submit_hotel_booking
  • check_hotel_booking

Signals

Last commit
Sep 2026
Advanced
Delivery
hotel-price-monitor MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
Catalog kind
mcp-server
Gateway key
io-rateranger-hotel-price-monitor
Source
github.com/halymich/rate-ranger-api
Hosted endpoint
https://www.rateranger.io/api/mcp