# Job Post Intelligence & Salary Stack Parser 💼 (`environmental_audio/job-board-intelligence`) Actor

Parse job postings from any URL or text to extract hard constraints: exact salary range, remote/hybrid policy, full tech stack, experience level, and visa sponsorship details.

- **URL**: https://apify.com/environmental_audio/job-board-intelligence.md
- **Developed by:** [Rahul Kasturiya](https://apify.com/environmental_audio) (community)
- **Categories:** Jobs, AI, Developer tools
- **Features:** Limited permissions
- **Stats:** 3 total users, 2 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $5.00 / 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?

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

## Job Board Intelligence (Arbitrage) 💼

Most job board scrapers just dump giant walls of text from Greenhouse or Lever pages, forcing recruiters and candidates to read every single post to find out if it's actually remote or if they sponsor visas.

This Actor introduces an **Intelligence Layer**. It crawls any given job posting URL and uses AI to structurally extract the *hard constraints*.

### How it works

1. You feed the Actor a list of Job URLs (from any ATS or company site).
2. It extracts the raw description text.
3. It passes the text to OpenAI using your API key.
4. It outputs an organized dataset containing exactly what you need to filter candidates or find a job: Tech stack, YoE, Remote policy, Visa policy, and Salary.

### What you get (Output JSON)

```json
{
  "url": "https://jobs.lever.co/example/12345",
  "job_title": "Senior Frontend Engineer",
  "mandatory_tech_stack": ["React", "TypeScript", "Next.js"],
  "minimum_yoe": 5,
  "remote_policy": "Remote",
  "visa_sponsorship": "No",
  "salary_range": "$140,000 - $180,000"
}
```

### Setup & Privacy

**To run this, you need your own OpenAI API Key.**
We designed it this way so we don't have to mark up token costs. You pay Apify's cheap compute costs, and you pay OpenAI directly at their exact rate (it uses `gpt-4o-mini` by default).

**Your OpenAI API key is handled as a Secret.** It is strictly securely passed to the LLM and is never logged in data exports.

# Actor input Schema

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

List of URLs to process.

## `openaiApiKey` (type: `string`):

Your OpenAI API Key for the intelligence layer.

## Actor input object example

```json
{
  "startUrls": [
    {
      "url": "https://www.apify.com/"
    }
  ]
}
```

# 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://www.apify.com/"
        }
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("environmental_audio/job-board-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 = { "startUrls": [{ "url": "https://www.apify.com/" }] }

# Run the Actor and wait for it to finish
run = client.actor("environmental_audio/job-board-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 '{
  "startUrls": [
    {
      "url": "https://www.apify.com/"
    }
  ]
}' |
apify call environmental_audio/job-board-intelligence --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,environmental_audio/job-board-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/2amrLOjPSFvOPA99u/builds/gsDmvJhbVAX82BWab/openapi.json