# Universal ATS Job Scraper (`express_kingfisher/ats-job-scraper`) Actor

Scrape thousands of job listings from Greenhouse and Lever career pages in seconds. Detects ATS type automatically and returns structured JSON (Title, Location, Salary, Description).

- **URL**: https://apify.com/express\_kingfisher/ats-job-scraper.md
- **Developed by:** [Prince Raj](https://apify.com/express_kingfisher) (community)
- **Categories:** Automation, Jobs, Developer tools
- **Stats:** 22 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.01 / 1,000 results

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?

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

## 💼 Universal ATS Job Scraper

**Scrape thousands of jobs from major ATS platforms in seconds.**

This Actor detects and scrapes job listings from the most popular Applicant Tracking Systems (ATS):

- **Greenhouse** (`boards.greenhouse.io`)
- **Lever** (`jobs.lever.co`)
- **Ashby** (Coming Soon)

### 🚀 Use Cases

- **Job Aggregators**: Build your own niche job board (e.g., "Remote React Jobs").
- **Market Research**: Analyze hiring trends across competitors.
- **Lead Generation**: Find companies hiring for specific roles (e.g., "Sales Director").

### 🛠️ Usage

#### Inputs

| Field | Type | Description | Default |
|-------|------|-------------|---------|
| `startUrls` | Array | List of ATS Board URLs. | (Required) |
| `extractDescription` | Boolean | Fetch full HTML description for each job? (Slower). | `false` |

#### JSON Output Example

```json
{
  "source": "greenhouse",
  "company": "airbnb",
  "title": "Senior Software Engineer, Payments",
  "location": "Remote - USA",
  "url": "https://boards.greenhouse.io/airbnb/jobs/12345",
  "scrapedAt": "2023-10-25T10:00:00.000Z"
}
```

### ⚡ Performance

Uses `CheerioCrawler` (lightweight HTTP requests) instead of Headless Browsers, making it **10x faster** and **cheaper** than standard scrapers.

# Actor input Schema

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

List of Greenhouse, Lever, or Ashby board URLs (e.g. https://boards.greenhouse.io/airbnb).

## `extractDescription` (type: `boolean`):

If true, will visit every job post to get the full HTML description. Slower.

## Actor input object example

```json
{
  "startUrls": [
    {
      "url": "https://boards.greenhouse.io/airbnb"
    },
    {
      "url": "https://jobs.lever.co/atlassian"
    }
  ],
  "extractDescription": false
}
```

# 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 = {
    "startUrls": [
        {
            "url": "https://boards.greenhouse.io/airbnb"
        },
        {
            "url": "https://jobs.lever.co/atlassian"
        }
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("express_kingfisher/ats-job-scraper").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 = { "startUrls": [
        { "url": "https://boards.greenhouse.io/airbnb" },
        { "url": "https://jobs.lever.co/atlassian" },
    ] }

# Run the Actor and wait for it to finish
run = client.actor("express_kingfisher/ats-job-scraper").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 '{
  "startUrls": [
    {
      "url": "https://boards.greenhouse.io/airbnb"
    },
    {
      "url": "https://jobs.lever.co/atlassian"
    }
  ]
}' |
apify call express_kingfisher/ats-job-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,express_kingfisher/ats-job-scraper"
        }
    }
}

```

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/Y9VTO1mDtj5RpcGE5/builds/M9PDMZdVSOJQd34Gd/openapi.json