🏨 stays — Google Hotels MCP Server + Python Library

🏨 stays — Google Hotels MCP Server + Python Library

A single Python package that gives you Google Hotels three ways: a CLI, anMCP server for Claude / Codex / ChatGPT, and an importable library.All three talk directly to Google's internal batchexecute RPC — no HTMLscraping, no headless browser, no unofficial proxies.

🚀 Why stays?

• Fast — direct RPC calls, not page rendering
• Zero scraping — no HTML parsing, no Playwright/Puppeteer at runtime
• Reliable — Chrome TLS impersonation via curl_cffi, 10 rps rate-limit bucket, tenacity retries
• MCP-native — three tools, two prompts, one resource; stdio and streamable HTTP
• One install, three surfaces — pipx install stays gets you the CLI, the MCP server, and the library

Quick start

Don't want to touch the terminal? If you already use Claude Code orCodex, paste this into the chat and your assistant will handleeverything — uv, the stays install, and the MCP client registration:

Install the stays MCP server on this Mac and register it with your CLI. Use uv (install it from https://astral.sh/uv/install.sh if it's not already there) — don't use Homebrew. Once stays is installed, run stays setup <your-host> (use claude if you're Claude Code, codex if you're Codex) and tell me to restart this session.

Then restart your CLI and ask for a hotel search.

Prefer the terminal?

# Install
pipx install stays

# Register the MCP server with whichever client(s) you use
stays setup claude        # Claude Code CLI and/or Claude Desktop
stays setup codex         # OpenAI Codex CLI
stays setup chatgpt       # Instructions for remote HTTPS + Developer Mode

# Or skip MCP and use the CLI directly
stays "tokyo hotels" --check-in 2026-07-22 --check-out 2026-07-26

Restart your MCP client, then try:

"Find me a 4-star hotel in Tokyo for July 22–26 under $120 a night."

"Compare rooms, rates, and cancellation for the top 5 hotels near Big Ben."

"Show me pet-friendly refundable stays in Paris for next weekend."

Prefer a different install path? See Install below.

Pick your path

Features

• 🔍 List-view search — 16 filter slots: city / brand / stars / price range / amenities / dates / guests / cancellation / eco / special offers / sort.
• 🏨 Deep hotel detail — rooms, per-OTA rate plans (Booking, Expedia, Hotels.com, Trip.com, direct), cancellation policies, deep-link URLs.
• ⚡ Parallel enrichment — search + fan-out detail fetch for the top N hotels in a single call, with per-hotel partial failure.
• 🤖 MCP server — FastMCP over stdio (what Claude/Codex spawn) or streamable HTTP (dev / Docker).
• 🧰 Three-format CLI — text (rich tables), json (single envelope), jsonl (stream-friendly).
• 🛡️ Production hygiene — rate-limited curl_cffi session with Chrome TLS impersonation, tenacity exponential backoff, typed pydantic v2 models, 330 offline tests.
• 🐳 Ready for containers — published multi-arch image at ghcr.io/him229/stays:latest, plus docker-compose profiles.

Install

# Recommended — isolated venv, `stays` on your PATH
pipx install stays

# Inside an existing environment
pip install stays

# From source (latest main)
pip install 'git+https://github.com/him229/stays.git'

# Local dev checkout
git clone https://github.com/him229/stays.git
cd stays
uv sync --extra dev
uv run stays --help

Requires Python 3.10+. There are no optional extras — the CLI, the MCPstdio/HTTP server, and the Python library are all included in the single coreinstall.

CLI Usage

The stays console script is the only entry point you need. Subcommands:

Smart default: if the first positional arg doesn't match a knownsubcommand, stays routes to search. stays "paris hotels" ... isequivalent to stays search "paris hotels" ....

Examples

# Rich list-view with filters
stays search "tokyo hotels" \
    --check-in 2026-07-22 --check-out 2026-07-26 \
    --stars 4 --stars 5 \
    --amenity POOL --brand HILTON \
    --price-max 300 --sort-by LOWEST_PRICE

# Smart-default form (no `search` subcommand)
stays "paris hotels" --check-in 2026-09-01 --check-out 2026-09-04

# Rooms / rates / cancellation for ONE hotel
stays details "ChkI_ENTITY_KEY_FROM_SEARCH" \
    --check-in 2026-07-22 --check-out 2026-07-26

# Search + top-5 deep detail in parallel
stays enrich "new york hotels" --max-hotels 5 \
    --check-in 2026-09-01 --check-out 2026-09-04

# Machine-readable output
stays search "tokyo" --format json    # single pretty-printed envelope
stays search "tokyo" --format jsonl   # one record per line, stream-friendly

CLI options (search / enrich)

--format json / --format jsonl envelope shapes are stable for v0.1.xbut may evolve in minor releases.

MCP Clients

One command per client. If auto-registration isn't possible, each backendprints the equivalent JSON/TOML you can paste yourself.

Claude Code / Desktop

stays setup claude

Auto-detects both the claude CLI (Claude Code) andclaude_desktop_config.json (Claude Desktop) and registers with whichever itfinds. Falls through to printing the canonical JSON when neither is present.

• --print-json — always print, never register.
• --desktop-only — skip the claude CLI probe and force Desktop mode.
• --replace — overwrite any prior stays entry.

Codex CLI

stays setup codex

Shells to codex mcp add stays -- <abs-path>/stays mcp when the codexbinary is on $PATH; otherwise prints the equivalent TOML block for~/.codex/config.toml.

• --print-toml — always print, never shell out.
• --replace — overwrite any prior stays entry.

ChatGPT

stays setup chatgpt

Prints setup instructions. ChatGPT requires a public HTTPS endpointimplementing OAuth 2.1 + Dynamic Client Registration, registered viaDeveloper Mode in the ChatGPT app — no local auto-registration is possible.

• --open — jump to the ChatGPT Connectors settings page in your browser.

Canonical MCP client config

If the stays setup … installer cannot detect your client, emit the snippetyourself:

stays setup claude --print-json

A minimal version that works when the stays binary is on the client's$PATH:

{
  "mcpServers": {
    "stays": {
      "command": "/abs/path/to/stays",
      "args": ["mcp"]
    }
  }
}

Claude Desktop config path:

MCP Tools

The server exposes three tools. All of them return JSON-safe dicts.

search_hotels parameters

get_hotel_details parameters

search_hotels_with_details parameters

Same filter set as search_hotels, plus:

Prompts & resources

The server also exposes two prompts — when-to-deep-search andcompare-hotels-in-city — that help an LLM pick the right tool, plus oneresource resource://stays-mcp/configuration describing the live env-varconfig.

Python API

Everything public is re-exported from the top-level stays package.

from datetime import date
from stays import (
    SearchHotels, HotelSearchFilters, Location, DateRange, GuestInfo,
    Amenity, Brand, Currency, SortBy, MinGuestRating,
)

s = SearchHotels()

# 1. Fast list-view search — one RPC
results = s.search(HotelSearchFilters(
    location=Location(query="tokyo hotels"),
    dates=DateRange(check_in=date(2026, 7, 22), check_out=date(2026, 7, 26)),
    guests=GuestInfo(adults=2),
    hotel_class=[4, 5],
    amenities=[Amenity.POOL, Amenity.WIFI],
    brands=[Brand.HILTON],
    sort_by=SortBy.LOWEST_PRICE,
    currency=Currency.USD,
))
for hotel in results[:3]:
    print(hotel.name, hotel.display_price, hotel.overall_rating)

Deep detail for one hotel

first = results[0]
if first.entity_key:
    detail = s.get_details(
        entity_key=first.entity_key,
        dates=DateRange(check_in=date(2026, 7, 22), check_out=date(2026, 7, 26)),
    )
    print(detail.address, detail.phone)
    for room in detail.rooms:
        for rp in room.rates:
            print(rp.provider, rp.price, rp.cancellation.kind.value)

Parallel enrichment with partial-failure handling

filters = HotelSearchFilters(
    location=Location(query="new york hotels"),
    dates=DateRange(check_in=date(2026, 9, 1), check_out=date(2026, 9, 4)),
)
for item in s.search_with_details(filters, max_hotels=5):
    if item.ok:
        print(item.detail.name, len(item.detail.rooms), "rooms")
    else:
        # error_kind is "transient" or "fatal"; is_retryable is True only
        # for transient failures. Unknown exceptions (parser bugs, etc.)
        # propagate — only typed BatchExecuteError / TransientBatchExecuteError
        # / MissingHotelIdError become per-item errors.
        retry_hint = " (retryable)" if item.is_retryable else ""
        print("skipped:", item.result.name, "—", item.error_kind, item.error, retry_hint)

stays enrich --format json and the MCP search_hotels_with_details toolmirror this shape: each per-hotel record includes ok, result, detail,error, error_kind ("transient" | "fatal" | null), and is_retryable.

Serializer-only (no HTTP)

Useful for debugging the wire shape or building your own client on top:

filters = HotelSearchFilters(
    location=Location(query="new york hotels"),
    dates=DateRange(check_in=date(2026, 9, 1), check_out=date(2026, 9, 4)),
    guests=GuestInfo(adults=2, children=1, child_ages=[7]),
    price_range=(100, 300),
)
filters.format()           # Python list — inner JSON shape
filters.encode()           # URL-encoded outer envelope
filters.to_request_body()  # "f.req=..." — ready to POST

Public exports

• Models: Amenity, Brand, Currency, DateRange, GuestInfo,HotelSearchFilters, Location, MinGuestRating, PropertyType, SortBy
• Results: HotelResult, HotelDetail, RoomType, RatePlan,CancellationPolicy, CancellationPolicyKind, Review,RatingHistogram, CategoryRating, NearbyPlace, EnrichedResult(now carries error_kind: Literal["transient","fatal"] | None anda .is_retryable property)
• Search API: SearchHotels, Client, BatchExecuteError,TransientBatchExecuteError, MissingHotelIdError
• Serializers: stays.serialize — canonical serialize_hotel_result,serialize_hotel_detail, plus build_success / build_error envelopehelpers (shared by CLI + MCP; dict shapes guarded by golden-fixture tests)
• MCP (core install only): mcp, search_hotels, get_hotel_details,search_hotels_with_details, run_mcp, run_mcp_http

Running the server directly

# Stdio — what Claude Code / Desktop / Codex invoke on your behalf
stays mcp

# Streamable HTTP — dev or Docker runtime
stays mcp-http   # serves http://127.0.0.1:8000/mcp/

The streamable-HTTP endpoint requires the MCP-spec headerAccept: application/json, text/event-stream. A bare GET /mcp/ returns405/406 by design — this is not a bug.

Docker

A published image is available from GitHub Container Registry:

# Pull the latest release image
docker run --rm -p 8000:8000 ghcr.io/him229/stays:latest

# Or with compose (prod profile, healthcheck included)
docker compose --profile prod up

# Or build + run locally (dev profile)
docker compose --profile dev up --build

Environment variables (see Configuration) are passed throughnormally, e.g. -e STAYS_RPS=5 -e STAYS_MCP_DEFAULT_CURRENCY=EUR.

Configuration

All configuration is via environment variables. STAYS_RPS tunes the sharedrate-limit bucket used by the library, CLI, and MCP server alike; everythingelse is prefixed STAYS_MCP_ and only affects MCP tool defaults.

The live config resource is also readable atresource://stays-mcp/configuration from the running MCP server.

For AI Agents

If you are an AI agent installing this on behalf of a human user, usethe commands in this section verbatim. They are the canonical install path.pipx install stays is always sufficient — there are no optional[mcp] / [cli] extras to remember.

# Option A (recommended) — pipx: isolated venv + `stays` on PATH
pipx install stays
stays setup claude        # registers with any Claude client detected

# Option B — inside an existing Python environment
pip install stays

# Option C — local dev checkout
git clone https://github.com/him229/stays.git
cd stays
uv sync --extra dev
uv run stays setup claude

Full agent-facing docs — verification steps, troubleshooting table, scriptedinstall — live in docs/AI_AGENTS.md.

Development

git clone https://github.com/him229/stays.git
cd stays
make install-dev          # uv sync --extra dev
make test                 # offline suite
make test-live            # live Google-API tests (network + rate-limit)
make lint                 # ruff check
make format               # ruff format
make mcp                  # run stdio MCP server locally
make mcp-http             # run streamable-HTTP MCP server on :8000
make coverage             # pytest + branch coverage → htmlcov/
make build                # sdist + wheel

Full command list: make help.

Testing

• Offline suite (make test) — 330 tests including golden-fixtureregression guards for the parser, the canonical serializers, and the CLIJSON envelope shapes (tests/test_parse_golden.py,tests/test_serialize_golden.py, tests/test_cli_envelope_golden.py).
• Live CLI E2E (tests/test_cli_live.py, marker-gated: pytest -m live)— 9 subprocess-driven scenarios that exercise the real stays binaryagainst live Google (Tokyo dates, Hilton brand family, 4/5-star Paris,London amenity + price band, free-cancellation differential andrefundability, search→details roundtrip, enrich parallel per-itemcontract, JPY sort).
• Browser-verify matrix (pytest --browser-verify) — theMCP-vs-browser and CLI-vs-browser oracle suites undertests/browser_verification/ (includingtests/browser_verification/test_cli_vs_browser.py) diff our resultsagainst an authoritative browser oracle. The driver is pluggable:agent-browser is the default; set STAYS_BROWSER_DRIVER=playwrightto force the Playwright fallback.

Project layout

stays/
├── cli/           # typer app + subcommand bodies
├── mcp/           # FastMCP server, per-client setup backends
├── search/        # batchexecute HTTP client + search / detail / enrich
└── models/        # pydantic v2 filter + result + detail + policy models

tests/             # 330 offline + live (-m live) + browser-verify (--browser-verify)
docs/              # reverse-engineering notes, superpowers artifacts, AI_AGENTS.md
captures/          # Playwright capture oracles (gitignored where large)

Contributing

Contributions welcome — see CONTRIBUTING.md for the devloop, PR checklist, and issue template.

Acknowledgements

Inspired by punitarani/fli, whichdemonstrated the same direct batchexecute approach for Google Flights— a cleaner path than HTML scraping or headless-browser automation.stays applies that pattern to Google Hotels.

License

MIT — see LICENSE.