Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Beschreibung vom Entwickler (englisches Original)
Airbnb MCP server for short-term rental data: occupancy, ADR, RevPAR, revenue, comps, live rates
Diese drei werden nie zu einer Punktzahl zusammengefasst: Meinungen, Messungen und Beliebtheit sind verschiedene Dinge.
Für diesen Server haben wir noch keine Zusammenfassung in einfacher Sprache geschrieben. Unten stehen die Fakten, die wir aus der Registry gelesen haben.
Wähle die KI-App, die du nutzt, und kopiere die Einstellungen.
X-API-KEYAls geheim markierte Werte sind Schlüssel zu deinem Konto. Gib sie nie weiter und füge sie nie in einen Chat ein.
Du brauchst
Welche App nutzt du?
Wähle oben deine App. Wir merken sie uns, damit der Button beim nächsten Mal „In … installieren“ anzeigt.
Diese Adresse braucht einen Schlüssel in einem Header der Anfrage, und das Menü zum Hinzufügen von Connectors kann ihn nicht setzen. Nutze stattdessen Claude Code, Cursor oder VS Code.
Führe das in deinem Terminal aus
claude mcp add --transport http airroi https://mcp.airroi.com --header 'X-API-KEY: your-value'Trag die leeren Werte ein, bevor du ihn startest.
In .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"mcpServers": {
"airroi": {
"url": "https://mcp.airroi.com",
"headers": {
"X-API-KEY": "your-value"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
In .vscode/mcp.json in deinem Projekt einfügen
{
"servers": {
"airroi": {
"type": "http",
"url": "https://mcp.airroi.com",
"headers": {
"X-API-KEY": "your-value"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
Diese Adresse braucht einen Schlüssel in einem Header der Anfrage, und das Menü zum Hinzufügen von Connectors kann ihn nicht setzen. Nutze stattdessen Claude Code, Cursor oder VS Code.
Deine Auswahl bleibt in einem Cookie auf diesem Gerät; kein Konto nötig.
X-API-KEY geheim erforderlich HTTP headerDiese Einstellungen werden aus dem Registry-Eintrag des Entwicklers erzeugt. Wenn in der README etwas anderes steht, folge der README.
Die Tool-Liste dieses Servers haben wir noch nicht gelesen; wir prüfen die Endpunkte reihum.
Wir prüfen Informationen, die jeder sehen kann; den Code haben wir nicht gelesen. Checks, die nicht zutreffen, werden nicht mitgezählt. · Geprüft am 7. Nov. 2026
Der Registry-Name wurde über die Domain airroi.com bestätigt (die Registry prüft, wem die Domain gehört)
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieses Repo haben wir noch nicht von GitHub gelesen
Noch nicht geprüft; wir prüfen die Endpunkte reihum
Noch nicht geprüft; wir prüfen die Endpunkte reihum
Noch nicht geprüft; wir lesen die Tool-Liste, wenn wir den Endpunkt prüfen
Verglichen mit allen aktiven Servern dieser Kategorie in der Registry. Sterne zählen nur, wenn dem Herausgeber das Repo gehört.
Er hat 1 von 1 zutreffenden Basischecks bestanden. Den Code haben wir nicht gelesen. Bevor du einen Schlüssel oder Token hinzufügst, sieh nach, welche Zugriffe der Server verlangt, und nutze einen Schlüssel, der nur die Berechtigungen hat, die du brauchst.
Das musst du eintragen: X-API-KEY
Er läuft in der Cloud des Entwicklers. Du verbindest dich übers Internet, ohne etwas zu installieren, aber was du sendest, läuft über die Server des Entwicklers.
Das GitHub-Repo wurde zuletzt – geändert, und die neueste Version (1.0.1) kam vor 42 Tagen in die Registry.
Apps, die MCP unterstützen, etwa Claude Desktop, Claude Code, Cursor und VS Code. Er verbindet sich per URL, also funktionieren auch Apps, die Remote-MCP-Server akzeptieren, zum Beispiel ChatGPT im Entwicklermodus.
In derselben Kategorie: Spec Driven Development, Remote Desktop Commander, Tools MCP
Server derselben Kategorie von anderen Entwicklern, sortiert nach Sternen.
So liest du eine Karte:★ GitHub-SterneiDrei Säulen: Bewertungen · Checks · NutzungiAktualisiert = neueste Version in der Registry veröffentlichti
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.
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Unverändert aus dem Repo des Entwicklers übernommen. PopNx MCP hat den Inhalt weder geprüft noch empfiehlt es ihn. HTML, Bilder und Skripte wurden entfernt. Links führen von dieser Website weg.
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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