# Email Pattern Finder - Likely Work Emails from Name + Domain (`oriented_wallpaper/email-pattern-finder`) Actor

Generate the most likely work email formats (first.last@, flast@, first@...) from a full name and company domain, ranked by how common each pattern is, plus an MX domain check. Read-only B2B prospecting: builds address strings and does a DNS lookup only - never sends email or probes mailboxes.

- **URL**: https://apify.com/oriented\_wallpaper/email-pattern-finder.md
- **Developed by:** [Flash Scrape](https://apify.com/oriented_wallpaper) (community)
- **Categories:** Lead generation, Automation, Developer tools
- **Stats:** 1 total users, 0 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.40 / 1,000 person processeds

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

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

## Email Pattern Finder — likely work emails from a name + domain

Generate the **most likely professional email formats** for a person at a company. Feed it a full name and a company domain, get back ranked candidates (`first.last@`, `flast@`, `first@`…) with a confidence score and an MX domain check.

Standard B2B prospecting tooling — the natural front of the **find → verify → enrich** flow (pair with the Email Verifier and Company Enricher).

### Privacy & safety

Read-only. It **only builds address strings** from the names you provide and does a **DNS (MX) lookup** on the domain. It **never sends any email** and **never probes individual mailboxes**.

### What you get per person

- `best_guess` — the single most likely email + a confidence score
- `candidates` — all ranked guesses with the pattern that produced each
- `mx_found` + `email_provider` — whether the domain accepts mail (Google Workspace / Microsoft 365 / other)

### Input

```json
{
  "domain": "stripe.com",
  "names": ["Patrick Collison", "Jane Doe"],
  "verifyMx": true,
  "maxCandidatesPerPerson": 6
}
````

### Output

| name | best\_guess | confidence | email\_provider | candidates |
|------|------------|------------|----------------|------------|
| Patrick Collison | patrick.collison@stripe.com | 95 | Google Workspace | \[first.last, flast, …] |

Export to CSV, JSON, or Excel. Then run the results through the **Bulk Email Verifier** to filter to deliverable domains.

### Pricing

Pay-per-result — charged per person processed. No subscription.

# Actor input Schema

## `domain` (type: `string`):

The company domain emails should use, e.g. 'acme.com' or 'https://acme.com'.

## `names` (type: `array`):

People to generate email guesses for, one full name per line (e.g. 'Jane Doe').

## `verifyMx` (type: `boolean`):

Look up the domain's MX records (DNS) to confirm it can receive mail and detect the email provider. Boosts confidence. No mailbox probing, no email sent.

## `maxCandidatesPerPerson` (type: `integer`):

How many ranked email guesses to return per person.

## `patterns` (type: `array`):

Optional: only generate these pattern ids (e.g. 'first.last', 'flast', 'first'). Leave empty for all.

## Actor input object example

```json
{
  "domain": "stripe.com",
  "names": [
    "Patrick Collison",
    "Jane Doe"
  ],
  "verifyMx": true,
  "maxCandidatesPerPerson": 6
}
```

# 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 = {
    "domain": "stripe.com",
    "names": [
        "Patrick Collison",
        "Jane Doe"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("oriented_wallpaper/email-pattern-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 = {
    "domain": "stripe.com",
    "names": [
        "Patrick Collison",
        "Jane Doe",
    ],
}

# Run the Actor and wait for it to finish
run = client.actor("oriented_wallpaper/email-pattern-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 '{
  "domain": "stripe.com",
  "names": [
    "Patrick Collison",
    "Jane Doe"
  ]
}' |
apify call oriented_wallpaper/email-pattern-finder --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Email Pattern Finder - Likely Work Emails from Name + Domain",
        "description": "Generate the most likely work email formats (first.last@, flast@, first@...) from a full name and company domain, ranked by how common each pattern is, plus an MX domain check. Read-only B2B prospecting: builds address strings and does a DNS lookup only - never sends email or probes mailboxes.",
        "version": "0.1",
        "x-build-id": "YerB9Ttr9JEFGOxVW"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/oriented_wallpaper~email-pattern-finder/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-oriented_wallpaper-email-pattern-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/oriented_wallpaper~email-pattern-finder/runs": {
            "post": {
                "operationId": "runs-sync-oriented_wallpaper-email-pattern-finder",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/oriented_wallpaper~email-pattern-finder/run-sync": {
            "post": {
                "operationId": "run-sync-oriented_wallpaper-email-pattern-finder",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "domain",
                    "names"
                ],
                "properties": {
                    "domain": {
                        "title": "Company domain",
                        "type": "string",
                        "description": "The company domain emails should use, e.g. 'acme.com' or 'https://acme.com'."
                    },
                    "names": {
                        "title": "Full names",
                        "type": "array",
                        "description": "People to generate email guesses for, one full name per line (e.g. 'Jane Doe').",
                        "items": {
                            "type": "string"
                        }
                    },
                    "verifyMx": {
                        "title": "Check domain MX",
                        "type": "boolean",
                        "description": "Look up the domain's MX records (DNS) to confirm it can receive mail and detect the email provider. Boosts confidence. No mailbox probing, no email sent.",
                        "default": true
                    },
                    "maxCandidatesPerPerson": {
                        "title": "Max candidates per person",
                        "minimum": 1,
                        "maximum": 12,
                        "type": "integer",
                        "description": "How many ranked email guesses to return per person.",
                        "default": 6
                    },
                    "patterns": {
                        "title": "Limit to specific patterns (optional)",
                        "type": "array",
                        "description": "Optional: only generate these pattern ids (e.g. 'first.last', 'flast', 'first'). Leave empty for all.",
                        "items": {
                            "type": "string"
                        }
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
