# Local Business Lead Scorer (`mrprince90/local-business-lead-scorer`) Actor

Score and rank local business leads from public sources. Perfect for marketing agencies and sales teams.

- **URL**: https://apify.com/mrprince90/local-business-lead-scorer.md
- **Developed by:** [Mr Prince](https://apify.com/mrprince90) (community)
- **Categories:** Lead generation, Automation
- **Stats:** 1 total users, 0 monthly users, 0.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.005 / actor start

This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage.

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

## What's an Apify Actor?

Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
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.
Actors are written with capital "A".

## 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.
The best way to integrate Actors is as follows.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).

# README

## Local Business Lead Scorer

**Score and rank local business leads from Google Maps and public directories. Get lead scores based on rating, reviews, website presence, and contact information completeness.**

### 🎯 Why This Matters

Not all leads are equal. This Actor scores each business based on quality signals so your sales team focuses on the best opportunities first.

#### What makes a high-scoring lead:

- ✅ Has a website (+25 points)
- ✅ Has a phone number (+20 points)
- ✅ High rating 4.0+ (+10-20 points)
- ✅ Lots of reviews 50+ (+10-25 points)
- ✅ Multiple categories detected (+10 points)

### ✨ Features

| Feature | Description |
|---------|-------------|
| **Smart Lead Scoring** | 0-100 score based on 7 quality criteria |
| **Score Breakdown** | See exactly why each lead scored what it did |
| **Multi-Source** | Google Maps + OpenStreetMap + seed data fallback |
| **Quality Filters** | Filter by minimum rating, reviews, phone, website |
| **CRM Ready** | Clean structured output for direct import |

### 💰 Pricing Plan (Pay-Per-Event)

| Event | Price |
|-------|-------|
| Per city/category scan | $0.01 |
| Multi-city analysis (5 cities) | $0.04 |
| Weekly territory monitoring | $0.02/run |

### 🚀 Use Cases

- **Sales Teams**: Prioritize outreach to highest-scored leads
- **Local SEO Agencies**: Build targeted prospecting lists for clients
- **Small Business Lending**: Score businesses by digital presence quality
- **Marketing Agencies**: Identify businesses needing digital services

***

**Don't prospect harder — prospect smarter.**

# Actor input Schema

## `keywords` (type: `array`):

Keywords to search for (e.g. 'restaurant', 'dentist', 'plumber')

## `location` (type: `string`):

City or area to search in (e.g. 'Jakarta', 'Surabaya')

## `maxResults` (type: `integer`):

Maximum number of leads to return

## Actor input object example

```json
{
  "keywords": [
    "coffee shop"
  ],
  "location": "Jakarta",
  "maxResults": 3
}
```

# 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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("mrprince90/local-business-lead-scorer").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 = {}

# Run the Actor and wait for it to finish
run = client.actor("mrprince90/local-business-lead-scorer").call(run_input=run_input)

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

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

```

## CLI example

```bash
echo '{}' |
apify call mrprince90/local-business-lead-scorer --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=mrprince90/local-business-lead-scorer",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/rdnOJAI7AayGSXAle/builds/noTRz7GFPO5TEfRc9/openapi.json