# Unclaimed Google Listing Finder (`blueberry_delicacy/unclaimed-listing-finder`) Actor

Businesses that never claimed their Google listing — the easiest yes in local SEO sales. Scored, exportable leads.

- **URL**: https://apify.com/blueberry\_delicacy/unclaimed-listing-finder.md
- **Developed by:** [Laurent Ferrenti](https://apify.com/blueberry_delicacy) (community)
- **Categories:** Lead generation, SEO tools
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $60.00 / 1,000 results

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 a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
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.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use 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

## Unclaimed Google Listing Finder 🏷️
**The easiest "yes" in local SEO sales.**

Find every business in any city that never claimed its Google Business Profile
— with contact details and an Urgency Score that ranks who needs you most.

### Who is this for?
- **Local SEO agencies** — claiming a profile is a 15-minute first win that opens the account
- **Web & marketing agencies** — an unclaimed listing means nobody manages their online presence
- **Freelance marketers** — "your Google listing is unmanaged, competitors' aren't" sells itself

### What you get (per business)
Name, address, phone (mined from their website when the listing has none),
website, Google Maps URL, rating, review count, and a 0-100 **Urgency Score**
(review volume nobody manages + drifting rating + competitive niche).

### Example
Scan "hair salons in Lyon, France" → every salon whose listing was never
claimed → export to CSV, or pipe straight into Make, n8n, Zapier, or your CRM.

### Why unclaimed listings convert
The owner never touched their profile: no replies, no photos, no updates —
while competitors' listings are managed daily. Show them the listing and the
fix. It is the lowest-friction local SEO pitch that exists.

### Pricing
Pay per result. A full city scan typically costs $2–5. No subscription.

### MCP-ready
Use it from Claude, Cursor or any MCP client via the Apify MCP server:
"Find me 50 unclaimed hair salons in Lyon."

---
### Part of the Local Lead Intelligence suite
🎯 [Unanswered Reviews Finder] · 🌐 [No-Website Business Finder] ·
🏷️ [Unclaimed Listing Finder] · 📉 [Declining Rating Detector] ·
🆕 [New Business Detector]

### Need something custom?
Need a custom scraper / MCP server / AI agent? We build them for agencies and
SaaS — OAuth, registry listing and interactive MCP Apps included.
**→ [MCP Studio — get a quote]**

# Actor input Schema

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

City / area to scan, e.g. "Lyon, France" or "Denver, CO".
## `category` (type: `string`):

What kind of businesses to scan, e.g. "hair salon", "restaurant".
## `maxPlaces` (type: `integer`):

Hard cap on establishments scanned (max 500).
## `minReviews` (type: `integer`):

Skip dead listings with fewer reviews than this.
## `includeContactEnrichment` (type: `boolean`):

When a listing shows no phone but has a website, fetch the site and mine a phone/email.
## `maxHealthyRating` (type: `string`):

Ratings below this count as a reputation drifting with no pilot (urgency signal).
## `highCompetitionCategories` (type: `array`):

Substring-matched category keywords that add competitive urgency. Leave empty for the built-in list.
## `language` (type: `string`):

Interface language for the crawl (hl parameter).

## Actor input object example

```json
{
  "location": "Lyon, France",
  "category": "hair salon",
  "maxPlaces": 15,
  "minReviews": 1,
  "includeContactEnrichment": true,
  "maxHealthyRating": "4.0",
  "language": "en"
}
````

# 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 = {
    "location": "Lyon, France",
    "category": "hair salon"
};

// Run the Actor and wait for it to finish
const run = await client.actor("blueberry_delicacy/unclaimed-listing-finder").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 = {
    "location": "Lyon, France",
    "category": "hair salon",
}

# Run the Actor and wait for it to finish
run = client.actor("blueberry_delicacy/unclaimed-listing-finder").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 '{
  "location": "Lyon, France",
  "category": "hair salon"
}' |
apify call blueberry_delicacy/unclaimed-listing-finder --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=blueberry_delicacy/unclaimed-listing-finder",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Unclaimed Google Listing Finder",
        "description": "Businesses that never claimed their Google listing — the easiest yes in local SEO sales. Scored, exportable leads.",
        "version": "0.1",
        "x-build-id": "KVbJGaCXGbCdhjLKv"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/blueberry_delicacy~unclaimed-listing-finder/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-blueberry_delicacy-unclaimed-listing-finder",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/blueberry_delicacy~unclaimed-listing-finder/runs": {
            "post": {
                "operationId": "runs-sync-blueberry_delicacy-unclaimed-listing-finder",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/blueberry_delicacy~unclaimed-listing-finder/run-sync": {
            "post": {
                "operationId": "run-sync-blueberry_delicacy-unclaimed-listing-finder",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "location",
                    "category"
                ],
                "properties": {
                    "location": {
                        "title": "Location",
                        "type": "string",
                        "description": "City / area to scan, e.g. \"Lyon, France\" or \"Denver, CO\"."
                    },
                    "category": {
                        "title": "Business category",
                        "type": "string",
                        "description": "What kind of businesses to scan, e.g. \"hair salon\", \"restaurant\"."
                    },
                    "maxPlaces": {
                        "title": "Max places",
                        "minimum": 1,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Hard cap on establishments scanned (max 500).",
                        "default": 15
                    },
                    "minReviews": {
                        "title": "Min reviews",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Skip dead listings with fewer reviews than this.",
                        "default": 1
                    },
                    "includeContactEnrichment": {
                        "title": "Enrich missing contacts from the website",
                        "type": "boolean",
                        "description": "When a listing shows no phone but has a website, fetch the site and mine a phone/email.",
                        "default": true
                    },
                    "maxHealthyRating": {
                        "title": "Drifting-reputation threshold",
                        "type": "string",
                        "description": "Ratings below this count as a reputation drifting with no pilot (urgency signal).",
                        "default": "4.0"
                    },
                    "highCompetitionCategories": {
                        "title": "High-competition categories",
                        "type": "array",
                        "description": "Substring-matched category keywords that add competitive urgency. Leave empty for the built-in list.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "language": {
                        "title": "Language",
                        "type": "string",
                        "description": "Interface language for the crawl (hl parameter).",
                        "default": "en"
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```