# AI job search across the open web — example

**Use case:** 

Finds remote senior Python backend roles across the open web and returns a few postings with an AI match score, reasoning and a verified live link.

## Input

```json
{
  "keywords": [
    "python",
    "backend"
  ],
  "locations": [
    "remote"
  ],
  "userDescription": "Senior Python backend engineer, fully remote, product company.",
  "remote": "remote-only",
  "seniority": "senior",
  "titleMustMatch": [
    "frontend",
    "react"
  ],
  "maxItems": 5,
  "maxAgeHours": 168
}
```

## Output

```json
{
  "matchScore": {
    "label": "Match score",
    "format": "integer"
  },
  "title": {
    "label": "Job title",
    "format": "string"
  },
  "company": {
    "label": "Company",
    "format": "string"
  },
  "location": {
    "label": "Location",
    "format": "string"
  },
  "salary": {
    "label": "Salary",
    "format": "string"
  },
  "postedAt": {
    "label": "Posted date",
    "format": "string"
  },
  "url": {
    "label": "Posting URL",
    "format": "string"
  },
  "verified": {
    "label": "Liveness verified",
    "format": "boolean"
  },
  "snippet": {
    "label": "Snippet",
    "format": "string"
  },
  "id": {
    "label": "Job ID",
    "format": "string"
  },
  "source": {
    "label": "Source",
    "format": "string"
  },
  "matchReasoning": {
    "label": "Match reasoning",
    "format": "string"
  },
  "warning": {
    "label": "Warning message",
    "format": "string"
  },
  "docs": {
    "label": "Docs pointer",
    "format": "string"
  }
}
```

## How it works

### 1. Sign up on Apify or log in

The AI Job Search Agent (No API Key) + Match Scores Actor is ready to run with the inputs already set for "AI job search across the open web — example". [Sign up or log in](https://console.apify.com/create-task-from-example/TXK9Y5D2etLDiH2we) and you'll land in Apify Console with a copy of this exact task.

### 2. Start the "AI job search across the open web — example" task

The AI Job Search Agent (No API Key) + Match Scores Actor will start running based on the input automatically. You can also change all the input fields, like override role keywords (optional), preferred locations (optional), and more, to match your specific use case.

### 3. Receive the "AI job search across the open web — example" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as match score, job title, company, and more.

### 4. Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also [run the "AI job search across the open web — example" task via API](https://apify.com/nomad-agent/ai-job-search-agent.md).

## About this Actor

This example demonstrates how to use [AI Job Search Agent (No API Key) + Match Scores](https://apify.com/nomad-agent/ai-job-search-agent.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/nomad-agent/ai-job-search-agent.md) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

This Task's input is already configured above. Use it as-is rather than inventing a new one.

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 full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/nomad-agent/ai-job-search-agent.md

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`).