About OKstays
OKstays is a hosted, read-only MCP server for travelers comparing hotels by comfort rather than ranking incentives. It scores hotels across comfort signals and offers city search, comparisons and multi-stop trip planning.
Key features
- 01Hotel rankings based on comfort signals
- 02Search by travel style, needs and price
- 03Hotel score breakdowns and caveats
- 04Side-by-side comparison of two to four hotels
- 05Multi-stop hotel trip planning
Use cases
- 01Find a quiet hotel within a nightly budget
- 02Compare hotels by comfort and value
- 03Choose hotels for different travel styles
- 04Plan stays across several cities
MCP support
Exposes eight read-only hotel and destination tools through a hosted Streamable HTTP MCP server. It requires no installation, account, API key or authentication.
Configuration
Remote servers need no local install. Pick your client, then copy the config or install in one click.
https://okstays.com/api/mcpclaude mcp add --transport http com-okstays-okstays https://okstays.com/api/mcp{"mcpServers":{"com-okstays-okstays":{"type":"http","url":"https://okstays.com/api/mcp"}}}Open in Cursor{"servers":{"com-okstays-okstays":{"type":"http","url":"https://okstays.com/api/mcp"}}}Open in VS Code{"mcpServers":{"com-okstays-okstays":{"type":"http","url":"https://okstays.com/api/mcp"}}}{"mcpServers":{"com-okstays-okstays":{"serverUrl":"https://okstays.com/api/mcp"}}}Run commands in a terminal; paste JSON into the client’s MCP config and restart. Servers that need sign-in will prompt on first connect.
Tools
Details
From the project READMEOKstays MCP server
Find hotels you'll actually sleep well in. OKstays scores 30,000+ hotels in 80+ destinations on 67 comfort signals (efficient AC, comfy beds, real soundproofing, quiet nights, spacious rooms, recent renovations, safe and walkable neighbourhoods and more) and combines them into one Comfort Score from 0 to 10. Five must-haves (clean, comfy beds, good shower, bug-free, safe area) weigh 40%, and a hotel that fails one is never ranked. Hotels can't pay to be ranked.
This is a hosted, read-only MCP server. There is nothing to install and no account or API key.
- Endpoint:
https://okstays.com/api/mcp(streamable HTTP) - Authentication: none
- Documentation: https://okstays.com/mcp
- Website: https://okstays.com
Connect
Claude (web and desktop): Customize → Add → Add custom connector. Name it OKstays, paste
https://okstays.com/api/mcp as the server URL, no sign-in, then connect and allow the tools. Works on every Claude
plan, including Free.
Claude Code:
claude mcp add --transport http okstays https://okstays.com/api/mcp
ChatGPT (web): Connectors → Add → Add custom MCP server. Name it OKstays, paste https://okstays.com/api/mcp,
choose No authentication, create it and connect. In a chat, pick OKstays (or type @OKstays).
Cursor (~/.cursor/mcp.json):
{
"mcpServers": {
"okstays": { "url": "https://okstays.com/api/mcp" }
}
}
VS Code (.vscode/mcp.json):
{
"servers": {
"okstays": { "type": "http", "url": "https://okstays.com/api/mcp" }
}
}
Cline (MCP settings):
{
"mcpServers": {
"okstays": { "type": "streamableHttp", "url": "https://okstays.com/api/mcp" }
}
}
Any client, by hand:
curl -X POST https://okstays.com/api/mcp -H 'Content-Type: application/json' -H 'Accept: application/json, text/event-stream' \
-d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'
Tools
All eight tools only read data. Inputs, outputs and access level for each: TOOLS.md.
| Tool | What it does |
|---|---|
get_city_overview | A destination at a glance: hotels scored, average Comfort Score, median price, what its hotels do best and worst, the best neighbourhoods, the travel styles it suits |
search_hotels | Up to 10 hotels in a city ranked by Comfort Score, optionally for a travel style (deep sleep, digital nomad, family, romantic, business, solo, luxury, budget, avoid the crowds), required qualities, price, neighbourhood or distance from a landmark |
get_hotel | One hotel in full: score breakdown, every signal's score with its explanation, caveats, price, link |
compare_hotels | Two to four hotels side by side, with a verdict: best comfort, cheapest, best value |
find_similar_hotels | Hotels in the same city that score most like a given one, optionally cheaper |
list_cities | The destinations covered, with hotel counts, optionally for one country |
get_filters | Every comfort filter and travel style usable in search_hotels |
plan_trip | Hotels for a multi-stop trip (e.g. Lisbon 4 nights, Porto 3, Madrid 5): the best match and alternatives for each stop, the stay dates and an indicative total, with links that open each hotel's page with those dates |
Example prompts
- Which neighbourhoods in Lisbon have the most comfortable hotels?
- Find a quiet hotel in Porto under $200 a night
- Hotels in Bangkok with efficient AC and soundproof rooms
- Compare the top two and tell me which is better value
- Find something like the first one, but cheaper
- Plan hotels for Lisbon 4 nights, Porto 3 and Madrid 5 from 10 May
Data, privacy and limits
- Results link to each hotel's page on okstays.com, with photos, a map and prices. Prices are indicative rates for two adults on a sample date. OKstays earns a commission when people book through the booking links on its website; this never affects the rankings, and tool results contain no affiliate links.
- Fair use: 60 requests a minute and 2,000 a day per caller. Each tool call is logged (tool, search parameters, client name, a hashed caller id) for 30 days for limits and abuse prevention: https://okstays.com/privacy
- Terms: https://okstays.com/terms
- Support: [email protected]
About this repository
The server runs on OKstays' own infrastructure; its code isn't public. This repository holds what MCP directories and clients need:
- this README and
llms-install.md, for people and agents that set servers up; server.json, published to the official MCP Registry ascom.okstays/okstays;gemini-extension.json(Gemini CLI) and.cursor-plugin/plugin.jsonwithmcp.json(Cursor), which only point those clients at the endpoint;- the logo (
logo-400.png).
The configuration files and documentation are MIT-licensed (LICENSE); the OKstays name and logo are not.
Comments
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.