# French & France Jobs — WTTJ, HelloWork, France Travail (MCP) (`amygraphics/france-jobs-scraper`) Actor

France job scraper: offres d'emploi from HelloWork, France Travail and Welcome to the Jungle — title, company, city, contract type, salary, remote, skills, apply URL. French jobs and salary data. MCP-ready for AI agents.

- **URL**: https://apify.com/amygraphics/france-jobs-scraper.md
- **Developed by:** [Zakaria el bouami](https://apify.com/amygraphics) (community)
- **Categories:** Jobs
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $3.00 / 1,000 job extracteds

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

## French & France Jobs — WTTJ, HelloWork, France Travail (MCP)

Extract **French job offers** from three major job boards in one Actor: **Welcome to the Jungle** (France's biggest tech & startup job board, read through its public Algolia search API — salary ranges, remote policy, experience level, sector), **HelloWork** (30 offers per page, paginated) and **France Travail**, the national employment service. No browser, no proxy.

Part of the *data franchise* series by the same developer: 🇲🇦 Morocco (Avito, Mubawab) • 🇫🇷 France (Paruvendu, Bien'ici, BODACC + SIRENE, and now jobs).

### What you get

One JSON row per job offer:

| Field | Example |
|---|---|
| `site` | `welcometothejungle` / `hellowork` / `francetravail` |
| `title` | Data Architecte H/F |
| `company` | Ministère des armées - Civils de la Défense |
| `location` / `city` / `department` | Paris 15e - 75 / Paris 15e / 75 |
| `contractType` | CDI, CDD, Alternance, Stage, Intérim |
| `workTime` | Temps plein / Temps partiel |
| `remote` | Télétravail partiel |
| `salary` | 45 000 - 55 000 € / an (Welcome to the Jungle, HelloWork) |
| `region` / `country` | Ile-de-France / France (Welcome to the Jungle) |
| `experienceLevel` | 7 an(s)+ (Welcome to the Jungle) |
| `publishedAgo` / `publishedAt` | il y a 2 jours / 2026-10-05T15:00:00+02:00 |
| `recruiterBadge` | true (HelloWork super recruiter) |
| `description` | offer snippet (France Travail) |
| `url` | direct link to the offer |

### How to use

1. Set **keywords** (`data engineer`, `plombier`, `comptable`) and a **location** (`Paris`, `75015`, `75`, `Lyon`).
2. Choose the **job boards** — all three are enabled by default (Welcome to the Jungle gives the richest fields: salary, remote policy, experience level).
3. Set **max pages** (HelloWork) and **max offers**, press **Start**.

Advanced: paste your own **search URLs** (any HelloWork or France Travail search page) — the Actor detects the site automatically.

### Use cases

- 📊 Labour-market analysis: hiring volumes by city, contract type or sector
- 🎯 Recruiters & staffing agencies: fresh offer feeds per keyword
- 🏢 Sales & SaaS: companies currently hiring (expansion signals)
- 🤖 Job aggregators and AI pipelines needing structured French job data

### Use from AI agents (MCP)

This Actor is exposed as a tool through **Apify's MCP server** — any MCP client (Claude, Cursor, VS Code / Copilot, Codex, custom agents) can discover and run it without writing code:

```json
{
  "mcpServers": {
    "apify": { "url": "https://mcp.apify.com?tools=amygraphics/france-jobs-scraper" }
  }
}
```

Then just ask: *"Use amygraphics/france-jobs-scraper to get me this data."* Agents can also pay autonomously — this Actor is **whitelisted for agentic payments** (Direct x402 / Apify AGI prepaid token), so no Apify account is required.

### Pricing

Pay-per-event: one **`job-extracted`** charge per successfully extracted offer, plus a tiny **`apify-actor-start`** fee per run. Failed pages are never charged, and the Actor stops cleanly when your spending limit is reached.

### Notes & limits

- HelloWork: paginated, 30 offers per page (set `maxPages` for depth).
- France Travail: up to 20 offers per search URL — combine several keywords for wider coverage.
- Only publicly listed offers are read.

***

### 🇫🇷 En français

Extrayez des **offres d'emploi françaises** depuis **HelloWork** (30 offres par page, paginé) et **France Travail** en un seul Actor : intitulé, entreprise, ville, département, type de contrat (CDI, CDD, alternance, stage, intérim), temps de travail, télétravail, date de publication, extrait de description et lien direct.

Renseignez des mots-clés et une localisation (ville, code postal ou département), choisissez les job boards, lancez — export JSON/CSV/Excel immédiat. Tarification à l'offre extraite (`job-extracted`) ; les pages en échec ne sont jamais facturées.

Fait partie de la série *data franchise* du même développeur : 🇲🇦 Maroc (Avito, Mubawab) • 🇫🇷 France (Paruvendu, Bien'ici, BODACC + SIRENE, Emploi).

***

### Agents IA (MCP)

Cet Actor est exposé comme outil du serveur **MCP d'Apify** — branchez `https://mcp.apify.com?tools=amygraphics/france-jobs-scraper` dans Claude, Cursor, VS Code ou Codex, puis demandez vos données en langage naturel. Les agents peuvent payer seuls (x402 / AGI) : l'Actor est *whitelisted* pour les paiements agentiques.

# Actor input Schema

## `keyword` (type: `string`):

Job title or keywords, e.g. 'data engineer', 'plombier', 'comptable'.

## `location` (type: `string`):

City name, postal code or department code, e.g. 'Paris', '75015', '75', 'Lyon'. Leave empty for all of France. Welcome to the Jungle filters by city name only.

## `sources` (type: `array`):

Which job boards to query. Welcome to the Jungle uses its public Algolia API (fast, up to 1,000 results per query); HelloWork is paginated (30 offers per page); France Travail returns up to 20 offers per URL.

## `remoteOnly` (type: `boolean`):

Ask the job boards for remote-friendly offers when supported.

## `searchUrls` (type: `array`):

Optional: paste full HelloWork or France Travail search URLs to scrape instead. Keywords and location are ignored when set.

## `maxPages` (type: `integer`):

How many result pages to read per search URL. Welcome to the Jungle returns 50 offers per page (capped at 1,000 results per query); HelloWork 30 per page. France Travail has no server-side pagination.

## `maxResults` (type: `integer`):

Maximum number of job offers to extract in this run. One billable event per extracted offer.

## `chargedEventName` (type: `string`):

Pay-per-event name charged for each successfully extracted offer.

## Actor input object example

```json
{
  "keyword": "data",
  "location": "Paris",
  "sources": [
    "wttj",
    "hellowork",
    "francetravail"
  ],
  "remoteOnly": false,
  "searchUrls": [],
  "maxPages": 1,
  "maxResults": 10,
  "chargedEventName": "job-extracted"
}
```

# 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 = {
    "keyword": "data",
    "location": "Paris",
    "maxPages": 1,
    "maxResults": 10
};

// Run the Actor and wait for it to finish
const run = await client.actor("amygraphics/france-jobs-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 = {
    "keyword": "data",
    "location": "Paris",
    "maxPages": 1,
    "maxResults": 10,
}

# Run the Actor and wait for it to finish
run = client.actor("amygraphics/france-jobs-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 '{
  "keyword": "data",
  "location": "Paris",
  "maxPages": 1,
  "maxResults": 10
}' |
apify call amygraphics/france-jobs-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,amygraphics/france-jobs-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/7z8ho31ZL5gpL8tbM/builds/fq72Solecom9gnbHb/openapi.json