# scrape_airbnb

Scrape Airbnb listings (price, rating, host, amenities). Use for travel and STR-investor agents. Example call: {"listing_or_query": "12345678"} Cost: $0.005–$0.05 USDC on Base per call.

Agent View of the PolicyLayer registry record for `scrape_airbnb`. HTML page: https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/scrape-airbnb

## Facts

- Tool: `scrape_airbnb`
- Server: GoCreative Agent API (`https://api.gocreativeai.com/mcp`) — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api.md
- Homepage: https://github.com/https://api.gocreativeai.com/mcp
- Risk category: Read (Low risk)
- Registry record: grade D, identity unverified
- Server auth posture: open
- Server rate-limited: no
- Parameters: 1 (1 required)
- Recommended policy verdict: Allowed

## Parameters

| Parameter | Type | Required | Description |
| --- | --- | --- | --- |
| `listing_or_query` | string | yes |  |

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": "scrape_airbnb",
    "arguments": {
      "listing_or_query": "<listing_or_query>"
    }
  }
}
```

## Why scrape_airbnb is rated Low

This tool retrieves and aggregates publicly available Airbnb data. It is a Read operation with no side effects on the Airbnb platform or user accounts. Severity is medium rather than low because web scraping at scale can violate terms of service, trigger rate limits, or be used to harvest personal data about hosts/guests.

From the tool's own definition: "Tool performs data retrieval ('Scrape Airbnb listings') extracting public information (price, rating, host, amenities). The example call uses a listing ID parameter, indicating read-only lookup functionality."

## Use case

AI agents call scrape_airbnb to retrieve information from GoCreative Agent API 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 GoCreative Agent API:

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

## Other tools on GoCreative Agent API (171)

- `ai_ask` — Financial — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/ai-ask.md
- `enrich_browserbase` — Financial — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/enrich-browserbase.md
- `lookup_credit_card_validate` — Financial — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/lookup-credit-card-validate.md
- `lookup_lighthouse` — Financial — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/lookup-lighthouse.md
- `lookup_qr_code` — Financial — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/lookup-qr-code.md
- `lookup_uuid` — Financial — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/lookup-uuid.md
- `scrape_firefoxstore` — Financial — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/scrape-firefoxstore.md
- `ai_pro` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/ai-pro.md
- `ai_ultra` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/ai-ultra.md
- `audit_github` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/audit-github.md
- `bundle_company_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-company-360.md
- `bundle_crypto_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-crypto-360.md
- `bundle_dev_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-dev-360.md
- `bundle_device_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-device-360.md
- `bundle_diligence_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-diligence-360.md
- `bundle_domain_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-domain-360.md
- `bundle_drug_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-drug-360.md
- `bundle_email_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-email-360.md
- `bundle_kyb_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-kyb-360.md
- `bundle_regulatory_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-regulatory-360.md
- `bundle_repo_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-repo-360.md
- `bundle_risk_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-risk-360.md
- `bundle_sales_intent` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-sales-intent.md
- `bundle_sec_360` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/bundle-sec-360.md
- `data_clinical_trials` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/data-clinical-trials.md
- `data_ip_threat` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/data-ip-threat.md
- `data_sanctions_screen` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/data-sanctions-screen.md
- `enrich_apify` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/enrich-apify.md
- `enrich_browsersnap` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/enrich-browsersnap.md
- `enrich_company` — Read — https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api/enrich-company.md
- …and 141 more: https://policylayer.com/tools/io-github-colinhughes2121-gocreative-agent-api.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=io-github-colinhughes2121-gocreative-agent-api · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/io-github-colinhughes2121-gocreative-agent-api