Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Airbnb MCP server for short-term rental data: occupancy, ADR, RevPAR, revenue, comps, live rates
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 airroi https://mcp.airroi.com --header 'X-API-KEY: your-value'실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"airroi": {
"url": "https://mcp.airroi.com",
"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": {
"airroi": {
"type": "http",
"url": "https://mcp.airroi.com",
"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 필수 HTTP header이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
아직 이 서버의 도구 목록을 읽지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 도메인 airroi.com 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
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 1개 중 1개를 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 42일 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, sync. labs
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.
Lipsync videos, dub them into other languages, make talking videos and open sync. Studio.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
AirROI Airbnb MCP Server
Short-term rental market data for AI assistants · Remote · Streamable HTTP · com.airroi/mcp
AirROI's Airbnb MCP server gives Claude, Codex, Cursor, VS Code and any other Model Context Protocol client 29 tools for Airbnb and short-term rental market data: occupancy, ADR, RevPAR, revenue percentiles, comparables, revenue estimates, live Airbnb calendars and search rank, and price recommendations. It covers 20M+ listings in 190+ countries and answers from a maintained dataset, so your assistant never scrapes airbnb.com.
This repository is documentation only. The server is fully remote at https://mcp.airroi.com; there is nothing to install or run. AirROI is an independent data provider and is not affiliated with Airbnb. As of September 2026, Airbnb has no official MCP server or public API.
| Endpoint | https://mcp.airroi.com |
| Transport | Streamable HTTP (remote) |
| Auth | X-API-KEY header, required on every request |
| Tools | 29 (11 market, 13 listing, 3 lookup and estimate, 2 pricing) |
| Price | From $0.01 per call, pay as you go |
| Registry | com.airroi/mcp in the official MCP Registry |
| Docs | https://www.airroi.com/mcp-server |
"Airbnb MCP server" can mean three different things. Pick by the job:
| You want to… | Server type | Examples | AirROI? |
|---|---|---|---|
| Find a place to stay | Listing-search scraper | Apify, Bright Data | No |
| Run your own listings (messages, reservations, calendars) | Property-management server | Hospitable, Guesty | No |
| Analyze a market, a property or a comp set | Market-data MCP | AirROI | Yes |
A side-by-side comparison with pricing and limitations: https://www.airroi.com/mcp-server/compare
X-API-KEY header value in the snippets below. Replace only YOUR_API_KEY.Discovering tools (tools/list) is not billed, but every request needs the key.
Full, per-client guides: Claude · Codex and ChatGPT · every other client
claude mcp add --transport http airroi \
https://mcp.airroi.com \ --header "X-API-KEY: YOUR_API_KEY" --scope user
Check it with claude mcp get airroi, then ask Claude a market question.
Claude Desktop connects to remote servers with custom headers through the mcp-remote bridge (needs Node.js). Edit ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows), then restart the app:
{
"mcpServers": { "airroi": { "command": "npx", "args": [ "mcp-remote", "https://mcp.airroi.com", "--header", "X-API-KEY:${AIRROI_API_KEY}" ], "env": { "AIRROI_API_KEY": "YOUR_API_KEY" } } } }
Keep X-API-KEY:${AIRROI_API_KEY} free of spaces around the colon.
All three read ~/.codex/config.toml:
[mcp_servers.airroi]
url = "https://mcp.airroi.com" env_http_headers = { "X-API-KEY" = "AIRROI_API_KEY" }
Then export AIRROI_API_KEY=YOUR_API_KEY in your shell profile. codex mcp list shows Auth: Unsupported for header auth; that is expected. ChatGPT on the web (developer mode) doesn't support API-key servers, so use Codex.
~/.cursor/mcp.json (global) or .cursor/mcp.json (project):
{
"mcpServers": { "airroi": { "url": "https://mcp.airroi.com", "headers": { "X-API-KEY": "${env:AIRROI_API_KEY}" } } } }
.vscode/mcp.json. The top-level key is servers, not mcpServers:
{
"inputs": [ { "type": "promptString", "id": "airroi-key", "description": "AirROI API key", "password": true } ], "servers": { "airroi": { "type": "http", "url": "https://mcp.airroi.com", "headers": { "X-API-KEY": "${input:airroi-key}" } } } }
~/.config/devin/mcp_config.json (Windows: %APPDATA%\devin\mcp_config.json):
{
"mcpServers": { "airroi": { "serverUrl": "https://mcp.airroi.com", "headers": { "X-API-KEY": "${env:AIRROI_API_KEY}" } } } }
~/.gemini/config/mcp_config.json (global) or .agents/mcp_config.json (project):
{
"mcpServers": { "airroi": { "serverUrl": "https://mcp.airroi.com", "headers": { "X-API-KEY": "YOUR_API_KEY" } } } }
https://mcp.airroi.com and the transport to HTTP Streamable.X-API-KEY and your key as the value.import asyncio, os
from agents import Agent, Runner from agents.mcp import MCPServerStreamableHttp
async def main(): async with MCPServerStreamableHttp( name="airroi", params={ "url": "https://mcp.airroi.com", "headers": {"X-API-KEY": os.environ["AIRROI_API_KEY"]}, }, ) as airroi: agent = Agent(name="STR analyst", mcp_servers=[airroi]) result = await Runner.run( agent, "Occupancy and ADR for 2-bedroom homes in Nashville?" ) print(result.final_output)
asyncio.run(main())
npx mcp-remote https://mcp.airroi.com --header X-API-KEY:${AIRROI_API_KEY}
Prompt, run against the live server at mcp.airroi.com:
Compare Austin and Nashville for a 2-bedroom entire-home Airbnb: occupancy, ADR, RevPAR, annual revenue, and how many competing listings I'd face.
Tool calls: airroi_search_markets → airroi_search_markets → airroi_market_summary → airroi_market_summary → airroi_market_revenue → airroi_market_revenue (cost $0.42)
Over the trailing 12 months, 2-bedroom entire homes in Nashville earned more per listing: $40,075 in average annual revenue versus $24,965 in Austin. Occupancy is nearly identical (49% vs 48%), so the gap comes from rate: Nashville's ADR is $296 against Austin's $236, for RevPAR of $146 versus $114. Nashville also has less 2-bedroom supply, about 1,270 active listings a month versus about 2,029 in Austin. October 2025 was the strongest month for the median listing in both markets, at $5,009 in Nashville and $3,941 in Austin.
More sessions (live search rank, owner reports, forward pacing, Lisbon): https://www.airroi.com/mcp-server/use-cases
No tool can change a listing, price, booking or message. 26 tools are flagged read-only; the other 3 create a download file or a scan cursor.
| Tool | What it does | Price per call |
|---|---|---|
airroi_market_min_nights | Track monthly average minimum-night settings and percentile breakdowns across a market. Use this to understand local stay restrictions alongside occupancy and pricing trends. | $0.10 |
airroi_market_summary | Get a quick market overview with key stats: occupancy, ADR, RevPAR, average annual revenue per listing, booking lead time, length of stay, minimum nights, and active listing count. Returns a single-response trailing-12-month snapshot of any market. | $0.10 |
airroi_market_metrics_all | Access all market metrics combined in one response. Returns monthly time-series with percentile breakdowns (avg, p25, p50, p75, p90) for occupancy, ADR, RevPAR, revenue, lead time, length of stay, minimum nights, and active listings -- the most comprehensive single tool. | $0.50 |
airroi_market_occupancy | Track historical and seasonal occupancy rate trends with monthly time-series data. Returns average and percentile breakdowns to identify peak demand periods and booking patterns. | $0.10 |
airroi_market_adr | Analyze Average Daily Rate trends with monthly time-series and percentile breakdowns. Track pricing compression, seasonal fluctuations, and rate growth across an entire market. | $0.10 |
airroi_market_revpar | Monitor Revenue Per Available Rental combining occupancy and pricing into a single performance metric. Returns monthly time-series with percentile distributions for benchmarking. | $0.10 |
airroi_market_revenue | Track monthly listing revenue with time-series and percentile breakdowns. Analyze revenue growth trends and seasonal patterns for investment opportunity sizing. | $0.10 |
airroi_market_lead_time | Understand how far in advance guests book in any market, measured in days. Returns monthly time-series with percentiles to optimize pricing and marketing timing strategies. | $0.10 |
airroi_market_los | Analyze average guest length-of-stay patterns measured in nights. Returns monthly time-series with percentile breakdowns for operational planning and minimum-stay optimization. | $0.10 |
airroi_market_active_listings | Monitor market supply growth by tracking active listing counts over time. Identify new entrants, market saturation, and competitive landscape changes with monthly time-series data. | $0.10 |
airroi_market_future_pacing | Access forward-looking booking pace for upcoming dates. Returns daily pacing data with booked count, available count, average rates, and fill rate for demand forecasting and revenue prediction. | $0.20 |
| Tool | What it does | Price per call |
|---|---|---|
airroi_search_markets | Search for short-term rental markets by name with prefix matching. Returns the exact market identifiers (country, region, locality, district) with active listing counts needed by all market tools. | $0.01 |
airroi_lookup_market | Resolve raw GPS coordinates to the exact market identifiers (country, region, locality, district) that every market tool requires. The reverse of search_markets — use it when you have a latitude/longitude instead of a place name. | $0.01 |
airroi_estimate_revenue | Generate revenue projections for any location based on bedrooms, bathrooms, and guest capacity. Returns projected annual revenue, ADR, occupancy with percentile breakdowns (p25-p90), monthly distribution, and comparable listings. | $0.20 |
| Tool | What it does | Price per call |
|---|---|---|
airroi_get_listing | Retrieve full data for one Airbnb listing by ID: property details, description text, photo URLs, check-in and check-out times, guest-favorite status, pricing, ratings, and performance metrics including trailing-12-month and last-90-day occupancy, ADR, and revenue. | $0.10 |
airroi_batch_listings | Fetch detailed information for up to 25 properties in a single billed request. Returns counts and a downloadable JSON resource containing full property details and any per-ID errors. Downloading the resource does not repeat the API call. | $1.00 |
airroi_find_comparables | Discover up to 25 similar properties ranked by relevance based on location, bedrooms, bathrooms, and guest capacity. Specify location via coordinates or a physical address, and optionally a 1–10 mile radius and room type, for competitive benchmarking. | $0.10 |
| airroi_listing_metrics | Access up to 60 months of historical performance data per listing: monthly occupancy, ADR, RevPAR, revenue, and average minimum-night setting. Ideal for trend an
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