Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Live hotel, Airbnb/Vrbo and flight prices for agents: 330-night hotel calendars, OTA rates, reviews.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
x-api-key비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
터미널에서 이 명령어를 실행하세요
claude mcp add --transport http travel-data https://api.scrapercompany.com/mcp --header 'x-api-key: your-value'실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"travel-data": {
"url": "https://api.scrapercompany.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"travel-data": {
"type": "http",
"url": "https://api.scrapercompany.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
x-api-key 비밀 HTTP header이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
서버가 도구 목록을 보여 주기 전에 로그인을 요구해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 도메인 scrapercompany.com 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
102ms 만에 응답(HTTP 401)
OAuth 로그인을 지원한다고 밝혀서, AI 앱이 로그인 화면으로 안내해 줘요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: x-api-key
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.0.1)은 10일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Master CSS
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Inspect Master CSS classes, generated CSS, and project stylesheets from your AI client.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
166+ live-data tools for AI agents: hotels, vacation rentals, flights, reviews, cars and attractions, plus Google search/maps, jobs, shopping, property listings, SEC filings, events and more. Price a hotel for the next 330 nights in one call, compare every booking site's price for a stay to the hotel's own website (over 50 booking engines, adding more), pull guest reviews, or search Google Flights — then add other groups when you need them.
This is a remote MCP server: there is nothing to install or run. This repository holds the connection settings for each client and a few short examples. The server itself is hosted by ScraperCompany.
https://api.scrapercompany.com/mcp (Streamable HTTP). Plain /mcp is the default set of 24 hotel and flight tools; add groups with /mcp/g/default,reviews or use /mcp/g/travel (55 read-only travel tools) or /mcp/g/all (everything).x-api-key headercom.scrapercompany/travel-dataWhat are the cheapest nights at The Savoy in London over the next two months?
Is anyone selling the Park Hyatt Tokyo cheaper than the hotel's own website on 20 November?
Find Airbnbs in Lisbon for four guests in the first week of December and quote the total for the best three.
Summarise this month's 1- and 2-star reviews for my hotel and list the ones we haven't replied to.
Cheapest dates to fly Montreal to Paris in January, and what does that week cost at the hotel near the Louvre I like?
What are Sixt and DiscoverCars quoting for a week in Rome from FCO next month?
Show open LinkedIn and Indeed roles for "revenue manager" in Toronto, and the latest 10-K for that hotel group.
New accounts get a free trial of 50 calls or 14 days, whichever ends first, with no card. Clients that support OAuth sign you in through the browser, so they need no key. For the others, create a key in the dashboard.
Add ScraperCompany from the Claude directory, or add a custom connector with the URL https://mcp.scrapercompany.com/mcp and sign in. That address shows the read-only travel tools, which suit a chat assistant. If it does not resolve on your network, use https://api.scrapercompany.com/mcp/g/travel: it is the same server with the same tools.
With a key, read from your environment:
claude mcp add --transport http scrapercompany https://api.scrapercompany.com/mcp --header "x-api-key: $SCRAPERCOMPANY_API_KEY"
Without a key, run the command below, then finish the browser sign-in from /mcp inside Claude Code:
claude mcp add --transport http scrapercompany https://api.scrapercompany.com/mcp
To share the server with a project, copy .mcp.json into it. It reads the key from SCRAPERCOMPANY_API_KEY.
Put mcp.json in ~/.cursor/mcp.json with your key in place of ${SCRAPERCOMPANY_API_KEY}. Use the key in Cursor rather than OAuth. This repository is also packaged as a Cursor plugin (.cursor-plugin/plugin.json), which asks for the key when you install it.
Copy .vscode/mcp.json into your project. VS Code asks for the key the first time and keeps it in its secret storage.
In developer mode, add an MCP server app with the URL https://api.scrapercompany.com/mcp/g/default, choose OAuth, and leave the client fields empty: the client registers itself.
Use the mcp-remote bridge, for example in claude_desktop_config.json:
{
"mcpServers": { "scrapercompany": { "command": "npx", "args": ["-y", "mcp-remote", "https://api.scrapercompany.com/mcp", "--header", "x-api-key:${SCRAPERCOMPANY_API_KEY}"], "env": { "SCRAPERCOMPANY_API_KEY": "YOUR_API_KEY" } } } }
Listing the tools is free:
curl -X POST https://api.scrapercompany.com/mcp \
-H "x-api-key: $SCRAPERCOMPANY_API_KEY" \ -H "Content-Type: application/json" \ -H "Accept: application/json, text/event-stream" \ -d '{"jsonrpc": "2.0", "id": 1, "method": "tools/list"}'
A 401 means the key is missing or wrong.
The server exposes 166+ tools in 21 groups. A plain connection to /mcp shows the default set of 24 read-only hotel and flight tools (table below). Add groups in the URL when you need more, for example /mcp/g/default,reviews,serp or /mcp/g/travel / /mcp/g/all. Each tool description states its cost in credits. A call that fails or comes back empty costs nothing.
| Tool | What it does | Credits |
|---|---|---|
resolve_hotel | Find a hotel | 2 |
resolve_google_hotel | Find a hotel by address | 12 |
find_hotel_everywhere | Find a hotel on every booking site | 18 by default; free if nothing is found |
hotel_link_ids | Identify a hotel link | 1 to follow a short link, otherwise free |
hotel_destination_search | Search hotels in a destination | 4 per page; empty pages are free |
expedia_find_hotel | Find a hotel on Expedia | 2 |
hotel_rate_calendar | Hotel nightly rate calendar (up to 330 nights) | 8 |
hotel_offers | Every booking site's price for one stay | 10 (14 with room detail required) |
compare_ota_rates | Compare OTA rates | 30 |
expedia_rates | Expedia rooms and rates | 12 |
official_site_rates | The hotel's own-site rates, including member and points rates | 4 |
airbnb_search | Search Airbnb | 12 |
airbnb_priced_calendar | Airbnb priced availability calendar | 12 plus 1 per night priced (at most 92) |
vrbo_search | Search Vrbo | 2 |
vrbo_quote | Vrbo stay quote | 12 |
hotel_guest_reviews | Google Hotels guest reviews | 2 per page |
hotel_reviews_all_sources | Guest reviews across booking sites | 2 per page per source |
flight_search | Search flights | 4 |
flight_next_leg | Flight return or next leg | 4 |
flight_booking_options | Flight booking options | 5 |
flight_location_search | Find airport or city codes | 2 |
flight_price_calendar | Flight price calendar | 6 |
credit_balance | Credit balance | free |
api_catalog | What this API can do | free |
Every tool belongs to a group. A long tool list costs your agent context in every conversation, so a connection only sees the groups named in its URL: https://api.scrapercompany.com/mcp/g/ , . For example, /mcp/g/default,reviews adds every review tool to the default set.
| Group | What it covers |
|---|---|
catalog | Credit balance and the endpoint catalog |
search | Hotel name or link to each site's id; destination search |
rates | Google and booking-site prices (Booking.com, Hotels.com, Expedia, Agoda, Tripadvisor, Trivago and more) for a stay or a horizon |
official | The hotel's own website: rates and loyalty ladder across over 50 booking engines |
rentals | Airbnb and Vrbo search, quotes and calendars |
reviews | Guest reviews per source, merged, and response insights |
content | Property details, photos, facilities, nearby places |
monitoring | Saved competitor sets: scheduled rate shopping, parity, history, alerts, exports (changes data) |
webhooks | Webhook endpoints for rate and quota events (changes data) |
flights | Google Flights search, legs, booking options, calendars |
cars | Car-rental offers and their locations |
attractions | Theme-park and attraction day-ticket prices per visit date |
serp | Google Search, News, Maps, Trends and Autocomplete |
jobs | LinkedIn, Indeed, Google Jobs and company careers pages |
video | YouTube search, video details, transcripts, comments, channels |
apps | Google Play and Apple App Store |
shopping | Amazon, Walmart, Target, Google Shopping, TikTok Shop and Shopify |
property | Property listings for sale or rent (Domain, Redfin, Zillow, Centris) |
companies | SEC filings, financials, insider trades, earnings calendar, businesses for sale |
marketplace | Craigslist, Kijiji, Karrot and Etsy listings |
events | Ticket search across SeatGeek, Ticketmaster and StubHub |
web | Any public web page as Markdown, text or HTML |
default / travel / all | Shortcuts: default set (24), read-only travel set (55), or every tool |
Every tool is annotated. Only the monitoring and webhooks groups change data, and clients that ask before running write tools will ask before running those.
examples/ has three short Python scripts that call the server directly. They use only the standard library, so there is nothing to install:
export SCRAPERCOMPANY_API_KEY=sk_...
cd examples python rate_calendar.py "The Savoy" London --days 60 --currency GBP # 10 credits python rate_parity.py "The Savoy" London --check-in 2026-11-06 --currency GBP --market GB # 12 credits python review_watch.py "The Savoy" London --pages 3 --max-rating 3 # 8 credits
rate_parity.py prints every seller's price for one night and flags the sellers that undercut the hotel's own website (a real run on 28 October 2026):
The Savoy, 2026-11-06, 1 night, 2 adults, GBP
Vio.com 688.99 -16.6% vs direct <- undercuts the hotel Super.com 696.34 -15.7% vs direct <- undercuts the hotel ... Official site 826.50 Booking.com 870.00 +5.3% vs direct
examples/scrapercompany_mcp.py is the whole client: one JSON-RPC POST per tool call. The server is stateless, so there is no session to open first.
Hotel owners can also request a free rate parity check without writing any code.
Plans start at $49 a month for 40,000 credits, and credit packs start at $15. A tool call costs the same as the REST API call it wraps. See pricing and the credit cost of every call.
support@scrapercompany.com · Status · REST API docs
The configuration files and examples in this repository are MIT licensed. Use of the ScraperCompany service is governed by its Terms of Service.