# CV to Jobs Matcher: Score Open Jobs Against a Resume

**Use case:** 

Paste a CV and get the open jobs that fit it best, each with a match score, a one-line reason, and the skills it shows or misses. Jobs come straight from employers' own career sites, with the employer apply link. Filter by country, city and work mode. About $0.10 for 10 matched jobs.

## Input

```json
{
  "mode": "cv_match",
  "query": " ",
  "cv": "Jordan Example\nRegistered Nurse, Chicago, Illinois, USA\n\nExperience\n2020-present  ICU Registered Nurse, Example Medical Center, Chicago IL\n- Care for 2-3 critically ill adult patients per shift in a 30-bed ICU\n- Manage ventilated patients, titrate vasoactive drips, assist with central lines\n- Precept new graduate nurses and lead shift huddles\n2017-2020  Medical-Surgical Nurse, Example Community Hospital, Evanston IL\n- 5-6 patients per shift: post-operative care, wound care, patient education\n\nEducation\nBSN, University of Illinois, 2017\n\nLicenses and certifications\nIllinois RN license, BLS, ACLS, CCRN\n\nSkills\nCritical care, ventilator management, Epic EHR, telemetry, patient education",
  "country": [
    "US"
  ],
  "postedWithinDays": 7,
  "sort": "relevance",
  "maxResults": 10,
  "onlyNewSinceLastRun": false
}
```

## Output

```json
{
  "title": {
    "label": "Title"
  },
  "company": {
    "label": "Company"
  },
  "locationLabel": {
    "label": "Location"
  },
  "workplace": {
    "label": "Work mode"
  },
  "seniority": {
    "label": "Seniority"
  },
  "employmentType": {
    "label": "Type"
  },
  "salary": {
    "label": "Salary"
  },
  "postedAt": {
    "label": "Posted",
    "format": "date"
  },
  "score": {
    "label": "Match score",
    "format": "number"
  },
  "reason": {
    "label": "Why it fits"
  },
  "url": {
    "label": "Apply link",
    "format": "link"
  }
}
```

## How it works

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

The Job Search API: Career Site Jobs Actor is ready to run with the inputs already set for "CV to Jobs Matcher: Score Open Jobs Against a Resume". [Sign up or log in](https://console.apify.com/create-task-from-example/NYvvD5eIr7RlnFvOm) and you'll land in Apify Console with a copy of this exact task.

### 2. Start the "CV to Jobs Matcher: Score Open Jobs Against a Resume" task

The Job Search API: Career Site Jobs Actor will start running based on the input automatically. You can also change all the input fields, like search mode, CV text (cv_match mode), and more, to match your specific use case.

### 3. Receive the "CV to Jobs Matcher: Score Open Jobs Against a Resume" 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 title, company, location, 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 "CV to Jobs Matcher: Score Open Jobs Against a Resume" task via API](https://apify.com/joblessdev/employer-jobs-search.md).

## About this Actor

This example demonstrates how to use [Job Search API: Career Site Jobs](https://apify.com/joblessdev/employer-jobs-search.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/joblessdev/employer-jobs-search.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/joblessdev/employer-jobs-search.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`).
