# datasets_airbnb_search

Search the Airbnb markets dataset. Returns aggregate Airbnb short-term-rental market rollups from the dataset id enum value airbnb-markets. Aggregate-only: each row is a market cell, never an individual listing. Thin cells are suppressed. group_by enum: country, market, admin1 (top subdivision), locality (settlement), room_type (entire_place/private_room/hotel/shared_room), property_type (Airbnb's canonical listing type from the detail page). admin1, locality, room_type and property_type are enrichment-derived and stay empty until their coverage is high enough to be reliable. Each cell also carries median_price_usd, the median nightly price converted to USD via an approximate dated FX snapshot, for cross-country comparison (combine with group_by=room_type for median price by room type); guest_favorite_pct, the share of listings carrying the Guest Favorite badge (an observed lower bound, like superhost_pct); and avg_person_capacity, the average guests a listing sleeps over the detail-page-enriched sample. Sort enum: listings_desc, superhost_pct_desc, rating_desc, key_asc.

Agent View of the PolicyLayer registry record for `datasets_airbnb_search`. HTML page: https://policylayer.com/tools/crawlora-mcp/datasets-airbnb-search

## Facts

- Tool: `datasets_airbnb_search`
- Server: Crawlora (`crawlora-mcp`) — https://policylayer.com/tools/crawlora-mcp.md
- Install: `npx -y crawlora-mcp`
- Homepage: https://www.npmjs.com/package/crawlora-mcp
- Risk category: Read (Low risk)
- Registry record: grade F, identity unverified
- Server rate-limited: no
- Parameters: 12
- Recommended policy verdict: Allowed

## Parameters

| Parameter | Type | Required | Description |
| --- | --- | --- | --- |
| `page` | integer | no | Page number, defaults to 1 |
| `sort` | string | no | Sort enum: listings_desc, superhost_pct_desc, rating_desc, key_asc |
| `market` | string | no | Exact metro-market filter, e.g. Paris, max 128 characters |
| `country` | string | no | Exact ISO-3166-1 alpha-2 country filter, e.g. FR |
| `group_by` | string | no | Aggregate cell dimension enum: country, market, admin1, locality, room_type, property_type. Defaults to country |
| `page_size` | integer | no | Page size, defaults to 20 and maxes at 100; page * page_size must be <= 10000 |
| `superhost` | boolean | no | Count only Superhost listings |
| `min_rating` | number | no | Minimum listing rating, from 0 through 5 |
| `active_since` | string | no | Freshness filter, an ISO-8601 date (YYYY-MM-DD); only listings last seen on or after it are counted |
| `min_listings` | integer | no | Minimum listings per cell; raises the small-cell suppression floor (never lowered below the built-in minimum) |
| `guest_favorite` | boolean | no | Count only Guest Favorite listings (an observed lower bound; the badge under-counts) |
| `min_review_count` | integer | no | Minimum listing review count, 0 or greater |

Parameters from the server's own tool schema.

## Example call (MCP tools/call, JSON-RPC 2.0)

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "datasets_airbnb_search",
    "arguments": {}
  }
}
```

## Why datasets_airbnb_search is rated Low

Even though datasets_airbnb_search only reads data, uncontrolled read access leaks sensitive information and racks up API costs: an agent caught in a retry loop can make thousands of calls a minute without anyone noticing.

Risk signals: High parameter count (12 properties)

## Use case

AI agents call datasets_airbnb_search to retrieve information from Crawlora without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.

## Recommended policy (PolicyLayer)

Verdict: **Allowed**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches Crawlora:

```json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "datasets_airbnb_search": {}
  }
}
```

## Other tools on Crawlora (727)

- `anime_title` — Execute — https://policylayer.com/tools/crawlora-mcp/anime-title.md
- `coingecko_new_coins` — Execute — https://policylayer.com/tools/crawlora-mcp/coingecko-new-coins.md
- `justwatch_discover` — Execute — https://policylayer.com/tools/crawlora-mcp/justwatch-discover.md
- `justwatch_new` — Execute — https://policylayer.com/tools/crawlora-mcp/justwatch-new.md
- `manga_title` — Execute — https://policylayer.com/tools/crawlora-mcp/manga-title.md
- `steam_charts_top_releases` — Execute — https://policylayer.com/tools/crawlora-mcp/steam-charts-top-releases.md
- `yahoo_finance_ticker_history` — Execute — https://policylayer.com/tools/crawlora-mcp/yahoo-finance-ticker-history.md
- `airbnb_host` — Read — https://policylayer.com/tools/crawlora-mcp/airbnb-host.md
- `airbnb_host_listings` — Read — https://policylayer.com/tools/crawlora-mcp/airbnb-host-listings.md
- `airbnb_host_reviews` — Read — https://policylayer.com/tools/crawlora-mcp/airbnb-host-reviews.md
- `airbnb_room` — Read — https://policylayer.com/tools/crawlora-mcp/airbnb-room.md
- `airbnb_room_calendar` — Read — https://policylayer.com/tools/crawlora-mcp/airbnb-room-calendar.md
- `airbnb_room_reviews` — Read — https://policylayer.com/tools/crawlora-mcp/airbnb-room-reviews.md
- `airbnb_search` — Read — https://policylayer.com/tools/crawlora-mcp/airbnb-search.md
- `amazon_product` — Read — https://policylayer.com/tools/crawlora-mcp/amazon-product.md
- `amazon_search` — Read — https://policylayer.com/tools/crawlora-mcp/amazon-search.md
- `amazon_suggest` — Read — https://policylayer.com/tools/crawlora-mcp/amazon-suggest.md
- `anime_character` — Read — https://policylayer.com/tools/crawlora-mcp/anime-character.md
- `anime_character_search` — Read — https://policylayer.com/tools/crawlora-mcp/anime-character-search.md
- `anime_rankings` — Read — https://policylayer.com/tools/crawlora-mcp/anime-rankings.md
- `anime_search` — Read — https://policylayer.com/tools/crawlora-mcp/anime-search.md
- `anime_title_characters` — Read — https://policylayer.com/tools/crawlora-mcp/anime-title-characters.md
- `anime_title_recommendations` — Read — https://policylayer.com/tools/crawlora-mcp/anime-title-recommendations.md
- `anime_title_staff` — Read — https://policylayer.com/tools/crawlora-mcp/anime-title-staff.md
- `apple_podcasts_charts` — Read — https://policylayer.com/tools/crawlora-mcp/apple-podcasts-charts.md
- `apple_podcasts_episodes_search` — Read — https://policylayer.com/tools/crawlora-mcp/apple-podcasts-episodes-search.md
- `apple_podcasts_search` — Read — https://policylayer.com/tools/crawlora-mcp/apple-podcasts-search.md
- `apple_podcasts_show` — Read — https://policylayer.com/tools/crawlora-mcp/apple-podcasts-show.md
- `apple_podcasts_show_episodes` — Read — https://policylayer.com/tools/crawlora-mcp/apple-podcasts-show-episodes.md
- `appstore_app` — Read — https://policylayer.com/tools/crawlora-mcp/appstore-app.md
- …and 697 more: https://policylayer.com/tools/crawlora-mcp.md

## For agents

This record is a snapshot. Live verdicts and the full registry:

- Check every server in your MCP config at once: `npx -y policylayer stack`
- Vet a server before you add it: install the mcp-precheck skill — `npx skills add https://policylayer.com` (skill text: https://policylayer.com/skill.md)
- Query the registry over MCP: endpoint `https://api.policylayer.com/mcp` — tools `check_mcp_server`, `check_mcp_stack`, `check_tool`, `search_registry`, `get_change_events`

---

Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=crawlora-mcp · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/crawlora-mcp