# NYC Business License Snapshot (`zentrafoundry/google-maps-review-lead-intelligence`) Actor

NYC DCA legally operating businesses. Not Google Maps reviews or emails. $0.029 / license.

- **URL**: https://apify.com/zentrafoundry/google-maps-review-lead-intelligence.md
- **Developed by:** [Zentra](https://apify.com/zentrafoundry) (community)
- **Categories:** Lead generation, Automation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

$29.00 / 1,000 result delivereds

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

## NYC Business License Snapshot

JAMES ROBINSON, INC. is a DCA license name, not a Maps review theme.

NYC DCA legally operating businesses. Not Google Maps reviews or emails. $0.029 / license.

### Last run

**Live row(s).** First row: **JAMES ROBINSON, INC.**

```json
{
  "title": "JAMES ROBINSON, INC.",
  "entityName": "JAMES ROBINSON, INC.",
  "listingName": "JAMES ROBINSON, INC.",
  "productName": "JAMES ROBINSON, INC.",
  "sourceUrl": "https://data.cityofnewyork.us/d/w7w3-xahh",
  "sourceName": "NYC DCA licenses — not Google Maps reviews or emails"
}
```

### Run it

```json
{
  "searchKeywords": [
    "NYC DCA"
  ],
  "sourceMode": "startUrls",
  "outputMode": "buyer-ready-records",
  "maxItems": 10,
  "startUrls": [
    {
      "url": "https://data.cityofnewyork.us/resource/w7w3-xahh.json"
    }
  ]
}
```

### What lands in the dataset

- NYC Open Data w7w3-xahh
- business name + license number
- NYC URL

### Use it when

Try is NYC licenses. Google Maps is bot-walled from this Actor.

Researchers using NYC Open Data.

### Price

**$0.029 / row** — about **$0.29** for a 10-row Try.

Schedule it. A one-off click is not Store revenue.

### What you should know

- Not Google Maps.
- Not emails or review themes.

### FAQ

**Is the last-run a fixture?** No. If the dataset is empty, the public source failed — we do not invent a row.

**Will this scrape Google reviews?** No. NYC DCA licenses.

# Actor input Schema

## `searchKeywords` (type: `array`):

Buyer-relevant keywords used to focus the records returned by this product.

## `taskIntent` (type: `string`):

Stable product-specific purpose for this saved Apify task.

## `sourceMode` (type: `string`):

Sample emits public-safe Marketplace Listing Signal rows. Approved live source mode keeps the same output fields and only uses owner-approved public URLs.

## `outputMode` (type: `string`):

Use sample records for Apify Store QA or buyer-ready records for approved Marketplace Listing Signal delivery.

## `startUrls` (type: `array`):

Public source URL for Try.

## `requestTimeoutSecs` (type: `integer`):

Timeout applied independently to each approved source request.

## `maxRequestRetries` (type: `integer`):

Bounded retry count for transient source failures.

## `sinceLastRun` (type: `boolean`):

Uses stable Actor state to skip logical records delivered by earlier runs.

## `deltaMode` (type: `boolean`):

Preserves stable deduplication keys for recurring tasks and schedules.

## `maxItems` (type: `integer`):

Cap for Try.

## Actor input object example

```json
{
  "searchKeywords": [
    "source-backed signal",
    "buyer fit"
  ],
  "taskIntent": "buyer-ready-product-run",
  "sourceMode": "startUrls",
  "outputMode": "buyer-ready-records",
  "startUrls": [
    {
      "url": "https://data.cityofnewyork.us/resource/w7w3-xahh.json"
    }
  ],
  "requestTimeoutSecs": 30,
  "maxRequestRetries": 2,
  "sinceLastRun": false,
  "deltaMode": true,
  "maxItems": 10
}
```

# Actor output Schema

## `results` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "searchKeywords": [
        "source-backed signal",
        "buyer fit"
    ],
    "taskIntent": "buyer-ready-product-run",
    "sourceMode": "startUrls",
    "outputMode": "buyer-ready-records",
    "startUrls": [
        {
            "url": "https://data.cityofnewyork.us/resource/w7w3-xahh.json"
        }
    ],
    "requestTimeoutSecs": 30,
    "maxRequestRetries": 2,
    "sinceLastRun": false,
    "deltaMode": true
};

// Run the Actor and wait for it to finish
const run = await client.actor("zentrafoundry/google-maps-review-lead-intelligence").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "searchKeywords": [
        "source-backed signal",
        "buyer fit",
    ],
    "taskIntent": "buyer-ready-product-run",
    "sourceMode": "startUrls",
    "outputMode": "buyer-ready-records",
    "startUrls": [{ "url": "https://data.cityofnewyork.us/resource/w7w3-xahh.json" }],
    "requestTimeoutSecs": 30,
    "maxRequestRetries": 2,
    "sinceLastRun": False,
    "deltaMode": True,
}

# Run the Actor and wait for it to finish
run = client.actor("zentrafoundry/google-maps-review-lead-intelligence").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "searchKeywords": [
    "source-backed signal",
    "buyer fit"
  ],
  "taskIntent": "buyer-ready-product-run",
  "sourceMode": "startUrls",
  "outputMode": "buyer-ready-records",
  "startUrls": [
    {
      "url": "https://data.cityofnewyork.us/resource/w7w3-xahh.json"
    }
  ],
  "requestTimeoutSecs": 30,
  "maxRequestRetries": 2,
  "sinceLastRun": false,
  "deltaMode": true
}' |
apify call zentrafoundry/google-maps-review-lead-intelligence --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,zentrafoundry/google-maps-review-lead-intelligence"
        }
    }
}
```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/UvAcRplOCLfQE37w4/builds/uOKaSJkHehIGfVprq/openapi.json