Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Airbnb MCP server for short-term rental data: occupancy, ADR, RevPAR, revenue, comps, live rates
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
X-API-KEYValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http airroi https://mcp.airroi.com --header 'X-API-KEY: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"airroi": {
"url": "https://mcp.airroi.com",
"headers": {
"X-API-KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"airroi": {
"type": "http",
"url": "https://mcp.airroi.com",
"headers": {
"X-API-KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
X-API-KEY secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified against the domain airroi.com (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: X-API-KEY
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.1) reached the registry 42 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, 御府和田玉 在售作品查询
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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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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