Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Airbnb MCP server for short-term rental data: occupancy, ADR, RevPAR, revenue, comps, live rates
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
X-API-KEYLos valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Esta dirección necesita una clave en un header de la solicitud, y el menú para agregar conectores no puede ponerla. Usa Claude Code, Cursor o VS Code.
Ejecuta esto en tu terminal
claude mcp add --transport http airroi https://mcp.airroi.com --header 'X-API-KEY: your-value'Completa los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"airroi": {
"url": "https://mcp.airroi.com",
"headers": {
"X-API-KEY": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"airroi": {
"type": "http",
"url": "https://mcp.airroi.com",
"headers": {
"X-API-KEY": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Esta dirección necesita una clave en un header de la solicitud, y el menú para agregar conectores no puede ponerla. Usa Claude Code, Cursor o VS Code.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
X-API-KEY secreto obligatorio HTTP headerEsta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Todavía no hemos leído la lista de herramientas de este servidor; revisamos los endpoints por turnos.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con el dominio airroi.com (el registro comprueba quién es dueño del dominio)
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; leemos la lista de herramientas cuando revisamos el endpoint
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
Debes completar: X-API-KEY
Se ejecuta en la nube del creador. Te conectas por internet sin instalar nada, pero lo que envías pasa por los servidores del creador.
El repo de GitHub cambió por última vez –, y la última versión (1.0.1) llegó al registro hace 42 días.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Detailing Manager
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Connect your auto detailing studio's tasks, cars, clients and revenue to Claude or ChatGPT.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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
Solo se muestra el principio; lee el resto en el repo