# Leforem \[Just 💰$2] — Wallonia Belgium Jobs (`blackfalcondata/leforem-scraper`) Actor

💰 $2 per 1,000 jobs. Scrape leforem.be — Wallonia's public employment service — job listings with contact details · salary text · contract type · work regime · location & language needs. Incremental mode tracks new and changed jobs across scheduled runs.

- **URL**: https://apify.com/blackfalcondata/leforem-scraper.md
- **Developed by:** [Black Falcon Data](https://apify.com/blackfalcondata) (community)
- **Categories:** Jobs, Lead generation, Automation
- **Stats:** 6 total users, 1 monthly users, 100.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## Pricing

from $2.00 / 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/platform/actors/running/actors-in-store#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

### What does Leforem do?

Leforem extracts structured job data from [leforem.be](https://leforem.be) — including salary data, contact details (email, apply URL), company metadata, full descriptions, and skill tags. It supports keyword search, location filters, and controllable result limits, so you can run the same query consistently over time. The actor also offers detail enrichment (full descriptions, company metadata, and contact information) where the source provides them.

### How to use this actor

- 👉 **Register for a free Apify account** — no credit card required.
- 🎉 Just click **[Sign up free on Apify →](https://console.apify.com/sign-up?fpr=1h3gvi\&fp_sid=ctarich)** and complete a quick signup.
- 💰 A free Apify account includes $5 in monthly credits — enough to test this actor.
- ⏳ Scrape during the free trial, with no commitment or upfront payment required.

### Key features

- **🔔 Notifications** — Telegram, Slack, Discord, WhatsApp Cloud API, generic webhook — out of the box. Pair with incremental + `notifyOnlyChanges` for daily "new Leforem jobs" pings to your hiring channel.
- **📋 Detail enrichment** — two-stage mode: list, then enrich each job with the full description + detail-page fields (apply counts, education, etc.). One toggle, no extra orchestration.
- **📦 Compact mode** — AI-agent and MCP-friendly compact payloads with core fields only — pipe straight into your ATS, salary-benchmarking tool, or LLM context without parsing extras.
- **✂️ Description truncation** — cap description length with `descriptionMaxLength` to control LLM prompt cost and dataset size — set 0 for full descriptions, or any char-limit to trim.
- **📌 Change classification** — each record carries a `changeType` of NEW / UPDATED / UNCHANGED / REAPPEARED / EXPIRED. Default emits NEW + UPDATED + REAPPEARED; opt into the others with `emitUnchanged` / `emitExpired`. Repost detection flags previously-expired listings that come back.
- **♻️ Incremental mode** — recurring runs emit only NEW / UPDATED / REAPPEARED records — UNCHANGED and EXPIRED are opt-in. First run builds the baseline; subsequent runs emit and charge only for the diff. Pair with notifications for daily "new jobs" alerts to your hiring team. Saves 80–95% on daily monitoring.
- **📤 Export anywhere** — Download the dataset as JSON, CSV, or Excel from the Apify Console, or stream live via the Apify API and integrations (Make, Zapier, Google Sheets, n8n, …).
- **📧 Email + phone extraction** — every record carries `extractedEmails[]` and `extractedPhones[]` regex-pulled from the description — direct-outreach lists with no extra processing step.
- **🔗 URL + social-profile extraction** — every record carries `extractedUrls[]` and structured `socialProfiles { linkedin, twitter, github, … }` parsed from the description — useful when employers drop their careers page or recruiter LinkedIn in-line.
- **🔌 MCP connectors** — export your results into Notion via Apify's MCP connectors — a clean run-summary page, no glue code. Opt-in via the App connector field; deterministic field-mapping, no AI. Built on Apify's connector framework, so more destinations open up as their catalog grows.

### What data can you extract from leforem.be?

Each result includes Core job fields (`jobId`, `offreId`, `title`, `logoUrl`, `contractType`, `workRegime`, `workSchedule`, and `locations`, and more), detail fields when enrichment is enabled (`description`, `jobDescription`, `salaryBenefits`, and `benefitsComments`), contact and apply information (`contactEmail`, `contactName`, `contactFunction`, and `applyUrl`), and company metadata (`employerName`, `employerSector`, and `employerDescription`). In standard mode, all fields are always present — unavailable data points are returned as `null`, never omitted. In compact mode, only core fields are returned.

Enable detail enrichment in the input to get richer fields such as full descriptions, company metadata, and contact information where the source provides them.

### Input

The main inputs are a search keyword, an optional location filter, and a result limit. Additional filters and options are available in the input schema.

Key parameters:

- **`query`** — Search by profession name (e.g. "développeur", "infirmier", "chauffeur"). Matched against Le Forem's profession taxonomy. Leave empty to browse all listings.
- **`location`** — City, commune, or arrondissement in Wallonia (e.g. "Liège", "Namur", "Charleroi"). Leave empty to search all Belgium.
- **`contractType`** — Filter by contract type (e.g. "Durée indéterminée", "Intérimaire", "Durée déterminée").
- **`workRegime`** — Filter by work regime: "Temps plein" (full-time) or "Temps partiel" (part-time).
- **`workSchedule`** — Filter by work schedule (e.g. "Travail de jour", "Travail posté 2 pauses", "Travail de nuit").
- **`educationLevel`** — Filter by required education level (e.g. "Baccalauréat", "Enseignement secondaire", "Master").
- **`experienceLevel`** — Filter by required experience (e.g. "Pas d'expérience", "Moins de 2 ans", "De 2 à 5 ans").
- **`sector`** — Filter by industry/activity sector (e.g. "Construction", "Soins de santé", "Activités liées à l'emploi").
- **`language`** — Filter by required language (e.g. "Français", "Néerlandais", "Anglais").
- **`certification`** — Filter by required certification (e.g. "Brevet de cariste", "Diplôme VCA").
- **`source`** — Filter by job board or source (e.g. "Le Forem", "Accent Job", "Manpower").
- **`sortBy`** — Sort results by date. Default is relevance order.
- ...and 25 more parameters

### Input examples

**Basic search** — Keyword-driven search with a result cap.

→ Full payload per result — all standard fields populated where the source provides them.

```json
{
  "query": "développeur",
  "maxResults": 50
}
```

**Filtered search** — Narrow results with advanced filters — only matching jobs are returned.

→ Same field set as basic search; fewer, more relevant rows.

```json
{
  "query": "développeur",
  "contractType": "Durée indéterminée",
  "educationLevel": "Baccalauréat",
  "experienceLevel": "Pas d'expérience",
  "maxResults": 100
}
```

**Incremental tracking** — Only emit jobs that changed since the previous run with this `stateKey`.

→ First run builds the baseline state. Subsequent runs emit only records that are new or whose tracked content changed. Set `emitUnchanged: true` to include unchanged records as well.

```json
{
  "query": "développeur",
  "maxResults": 200,
  "incrementalMode": true,
  "stateKey": "développeur-tracker"
}
```

**Compact filtered output** — Combine filters with compact mode for a lightweight AI-agent or MCP data source.

→ Core fields only — ideal for piping into LLMs or downstream tools without token overhead.

```json
{
  "query": "développeur",
  "contractType": "Durée indéterminée",
  "educationLevel": "Baccalauréat",
  "maxResults": 50,
  "compact": true
}
```

### Output

Each run produces a dataset of structured job records. Results can be downloaded as JSON, CSV, or Excel from the Dataset tab in Apify Console.

### Example job record

```json
{
  "jobId": "6182a79c116819b7f34bca6ccbac9a59f9083bbc1cc3e4d5e37c80fecef55500",
  "offreId": "1851670",
  "title": "Project Engineer FR/ANG  (H/F/X)",
  "employerName": "L.I.P. Belgique - L.I.P. Belgique",
  "logoUrl": "https://www.leforem.be/recherche-offres/api/document/logo/4218cdc8-bea0-4b8e-bd4e-08de8dbac3bc",
  "contractType": "Durée indéterminée",
  "workRegime": "Temps plein",
  "locations": [
    "Arrondissement de Mons"
  ],
  "languages": [
    {
      "code": "EN",
      "libelle": "Anglais",
      "experience": "B2 - Avancé",
      "comment": "Bonne maitrise de l'anglais réquise. "
    }
  ],
  "contactEmail": "mons@groupelip.com",
  "contactName": "Julie Tourret",
  "positionsAvailable": 1,
  "sectors": [
    "Activités des agences de placement de main-d'oeuvre"
  ],
  "isPostulable": true,
  "profession": "Responsable recherche-développement en industrie",
  "employerSector": "Activités des agences de placement de main-d'oeuvre",
  "description": "<p><!-- x-tinymce/html --></p>\n<ul>\n<li>Atouts : connaissances informatiques techniques (Excel, Word, Autocad),</li>\n<li>Qualit&eacute;s : relationnel, capacit&eacute; d&rsquo;adaptation, autonome, fl...",
  "jobDescription": "<p><strong>Vos t&acirc;ches principales seront les suivantes :</strong></p>\n<ul>\n<li>G&eacute;rer les projets d&rsquo;investissements et de support technique dans les domaines li&eacute;s &agrave; nos...",
  "benefitsComments": "<p></p>\n<p><strong>Ce que nous offrons&nbsp;:</strong></p>\n<ul>\n<li>CDI,</li>\n<li>Temps plein,</li>\n<li>Salaire en fonction du profil + avantages extra-l&eacute;gaux.</li>\n</ul>\n<p>Nous ne contacteron...",
  "jobExperience": [
    {
      "code": "H120601-1",
      "libelle": "Responsable recherche-développement en industrie",
      "experience": "Entre 2 et 5 ans - "
    }
  ],
  "educationLevel": [
    "Formation supérieure initiale de type long (Master)"
  ],
  "datePosted": "2026-04-03T22:00:00.000Z",
  "dateExpires": "2026-04-10T22:00:00.000Z",
  "dateModified": "2026-04-04T00:00:00.000Z",
  "portalUrl": "https://www.leforem.be/recherche-offres/offre-detail/1851670",
  "scrapedAt": "2026-04-04T14:35:24.380Z",
  "source": "leforem.be"
}
```

### Incremental fields

When incremental mode is on, each record also carries:

- `changeType` — one of `NEW`, `UPDATED`, `UNCHANGED`, `REAPPEARED`, `EXPIRED`. Default output covers `NEW` / `UPDATED` / `REAPPEARED`; set `emitUnchanged: true` or `emitExpired: true` to opt into the others.
- `isRepost`, `repostOfId`, `repostDetectedAt` — populated when a new listing matches the tracked content of a previously expired one. Set `skipReposts: true` to drop detected reposts from the output.

### How to scrape leforem.be

1. Go to [Leforem](https://apify.com/blackfalcondata/leforem-scraper?fpr=1h3gvi) in Apify Console.
2. Enter a search keyword and optional location filter.
3. Set `maxResults` to control how many results you need.
4. Enable `includeDetails` if you need full descriptions, contact info, company data.
5. Click **Start** and wait for the run to finish.
6. Export the dataset as JSON, CSV, or Excel.

### Use cases

- Extract job data from leforem.be for market research and competitive analysis.
- Track salary trends across regions and categories over time.
- Monitor new and changed jobs on scheduled runs without processing the full dataset every time.
- Build outreach lists using contact details and apply URLs from listings.
- Research company hiring patterns, employer profiles, and industry distribution.
- Feed structured data into AI agents, MCP tools, and automated pipelines using compact mode.
- Export clean, structured data to dashboards, spreadsheets, or data warehouses.
- Analyze skill demand across listings using structured skill tags.

### How much does it cost to scrape leforem.be?

Leforem uses [pay-per-event](https://docs.apify.com/platform/actors/paid-actors/pay-per-event) pricing. You pay a small fee when the run starts and then for each result that is actually produced.

- **Run start:** $0.01 per run
- **Per result:** $0.002 per job record

Example costs:

- 10 results: **$0.03**
- 25 results: **$0.06**
- 100 results: **$0.21**
- 200 results: **$0.41**
- 500 results: **$1.01**

#### Example: recurring monitoring savings

These examples compare full re-scrapes with incremental runs at different churn rates. Churn is the share of jobs that are new or whose tracked content changed since the previous run. Actual churn depends on your query breadth, source activity, and polling frequency — the scenarios below are examples, not predictions.

Example setup: 100 jobs per run, daily polling (30 runs/month). Costs scale linearly with the number of jobs.

| Churn rate | Full re-scrape run cost | Incremental run cost | Savings vs full re-scrape | Monthly cost after baseline |
|---|---:|---:|---:|---:|
| 5% — stable niche query | $0.21 | $0.02 | $0.19 (90%) | $0.60 |
| 15% — moderate broad query | $0.21 | $0.04 | $0.17 (81%) | $1.20 |
| 30% — high-volume aggregator | $0.21 | $0.07 | $0.14 (67%) | $2.10 |

Full re-scrape monthly cost at the same cadence: $6.30. First month with incremental costs $0.79 / $1.37 / $2.24 for the 5% / 15% / 30% scenarios because the first run builds baseline state at full cost before incremental savings apply.

### FAQ

#### How many results can I get from leforem.be?

The number of results depends on the search query and available jobs on leforem.be. Use the `maxResults` parameter to control how many results are returned per run.

#### Does Leforem support recurring monitoring?

Yes. Enable incremental mode to only receive new or changed jobs on subsequent runs. This is ideal for scheduled monitoring where you want to track changes over time without re-processing the full dataset.

#### Can I integrate Leforem with other apps?

Yes. Leforem works with Apify's [integrations](https://apify.com/integrations?fpr=1h3gvi) to connect with tools like Zapier, Make, Google Sheets, Slack, and more. You can also use webhooks to trigger actions when a run completes.

#### Can I use Leforem with the Apify API?

Yes. You can start runs, manage inputs, and retrieve results programmatically through the [Apify API](https://docs.apify.com/api/v2). Client libraries are available for JavaScript, Python, and other languages.

#### Can I use Leforem through an MCP Server?

Yes. Apify provides an [MCP Server](https://apify.com/apify/actors-mcp-server?fpr=1h3gvi) that lets AI assistants and agents call this actor directly. Use compact mode, `descriptionMaxLength`, a single `descriptionFormat`, and `excludeEmptyFields` to keep payloads manageable for LLM context windows.

#### Is it legal to scrape leforem.be?

This actor extracts publicly available data from leforem.be. Web scraping of public information is generally considered legal, but you should always review the target site's terms of service and ensure your use case complies with applicable laws and regulations, including GDPR where relevant.

#### Your feedback

If you have questions, need a feature, or found a bug, please [open an issue](https://apify.com/blackfalcondata/leforem-scraper/issues?fpr=1h3gvi) on the actor's page in Apify Console. Your feedback helps us improve.

### You might also like

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- [Actiris \[Just 💰$1.5\] — Brussels Public Jobs](https://apify.com/blackfalcondata/actiris-scraper?fpr=1h3gvi) — 💰 $1.5 per 1,000 jobs. Scrape actiris.brussels — the official Brussels public employment service.
- [AMS Austria — Public Employment Service Jobs](https://apify.com/blackfalcondata/ams-austria-job-scraper?fpr=1h3gvi) — Scrape jobs.ams.at — Austria's official AMS public employment portal (branded alle jobs) with live.
- [APEC.fr Scraper - French Executive Jobs](https://apify.com/blackfalcondata/apec-scraper?fpr=1h3gvi) — Scrape apec.fr - French executive job listings with salary ranges, company, location, skills,.
- [Arbeitsagentur \[Just 💰$0.45\] — German Federal Jobs](https://apify.com/blackfalcondata/arbeitsagentur-jobs-feed?fpr=1h3gvi) — 💰 $0.45 per 1,000 jobs. Scrape arbeitsagentur.de — Germany's official public employment portal.
- [Arbetsförmedlingen \[Just 💰$3\] — Sweden Public Jobs](https://apify.com/blackfalcondata/arbetsformedlingen-scraper?fpr=1h3gvi) — 💰 $3 per 1,000 jobs. Scrape arbetsformedlingen.se (Platsbanken) — Sweden's official employment.
- [Bayt — MENA Jobs with Salary & Skills](https://apify.com/blackfalcondata/bayt-scraper?fpr=1h3gvi) — Scrape bayt.com — the leading Middle East job board across UAE · Saudi Arabia · Qatar · Egypt & 9.
- [BestJobs.eu \[Just 💰$1.5\] — Romania Job Board](https://apify.com/blackfalcondata/bestjobs-eu-scraper?fpr=1h3gvi) — 💰 $1.5 per 1,000 jobs. Scrape bestjobs.eu — a leading Romanian job board — export salary ranges ·.

### Getting started with Apify

New to Apify? [Create a free account with $5 credit](https://console.apify.com/sign-up?fpr=1h3gvi\&fp_sid=ctarich) — no credit card required.

1. Sign up — $5 platform credit included
2. Open this actor and configure your input
3. Click **Start** — export results as JSON, CSV, or Excel

Need more later? [See Apify pricing](https://apify.com/pricing?fpr=1h3gvi).

### Disclaimer

This actor accesses only publicly available data on leforem.be. You are responsible for how you use the extracted data — in particular any personal information such as names, phone numbers, or email addresses — and for complying with Leforem's terms of use, applicable data-protection law (including the GDPR where it applies), and the anti-spam rules of your jurisdiction.

This actor is not affiliated with, endorsed by, or connected to Leforem.

### Search keywords

leforem scraper, leforem api, apify leforem, leforem data extraction, leforem.be scraper, leforem.be data, leforem.be api, job listings scraper, recruitment data, hiring data, job board scraper, leforem.be jobs, wallonia jobs, belgium job listings, emploi wallonie, offres emploi belgique, job scraper belgium.

# Actor input Schema

## `query` (type: `string`):

Search by profession name (e.g. "développeur", "infirmier", "chauffeur"). Matched against Le Forem's profession taxonomy. Leave empty to browse all listings.

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

City, commune, or arrondissement in Wallonia (e.g. "Liège", "Namur", "Charleroi"). Leave empty to search all Belgium.

## `contractType` (type: `string`):

Filter by contract type (e.g. "Durée indéterminée", "Intérimaire", "Durée déterminée").

## `workRegime` (type: `string`):

Filter by work regime: "Temps plein" (full-time) or "Temps partiel" (part-time).

## `workSchedule` (type: `string`):

Filter by work schedule (e.g. "Travail de jour", "Travail posté 2 pauses", "Travail de nuit").

## `educationLevel` (type: `string`):

Filter by required education level (e.g. "Baccalauréat", "Enseignement secondaire", "Master").

## `experienceLevel` (type: `string`):

Filter by required experience (e.g. "Pas d'expérience", "Moins de 2 ans", "De 2 à 5 ans").

## `sector` (type: `string`):

Filter by industry/activity sector (e.g. "Construction", "Soins de santé", "Activités liées à l'emploi").

## `language` (type: `string`):

Filter by required language (e.g. "Français", "Néerlandais", "Anglais").

## `certification` (type: `string`):

Filter by required certification (e.g. "Brevet de cariste", "Diplôme VCA").

## `source` (type: `string`):

Filter by job board or source (e.g. "Le Forem", "Accent Job", "Manpower").

## `sortBy` (type: `string`):

Sort results by date. Default is relevance order.

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

Maximum total results to collect (0 = unlimited). Memory scales with result count: ≤1000 → 256 MB, ≤2000 → 512 MB, 2001+ → 1024 MB.

## `includeDetails` (type: `boolean`):

Fetch full job detail page for each listing (contact, salary, skills, description). Recommended: true.

## `descriptionMaxLength` (type: `integer`):

Truncate HTML description to N characters. 0 = no truncation.

## `compact` (type: `boolean`):

Return core fields only (jobId, title, employer, contact, salary, location, URL). Ideal for AI-agent and MCP workflows.

## `descriptionFormat` (type: `string`):

Pick a single description representation. `all` keeps every variant; `text` / `html` / `markdown` drop the others.

## `excludeEmptyFields` (type: `boolean`):

Drop null, empty-string, and empty-array fields from each record before push. Smaller payloads for AI agents and dashboards.

## `incrementalMode` (type: `boolean`):

Only emit new or changed listings compared to the previous run. Requires stateKey.

## `stateKey` (type: `string`):

Optional stable identifier for the tracked search universe. Leave empty to auto-derive a stable identifier from your search inputs — different keyword/location/filter combinations get isolated state automatically.

## `skipReposts` (type: `boolean`):

Exclude listings detected as reposts of previously seen jobs.

## `telegramToken` (type: `string`):

Telegram bot token from @BotFather. Required for Telegram notifications.

## `telegramChatId` (type: `string`):

Telegram chat or channel ID where alerts are sent (e.g. "-100123456789" for a private group, or "@yourchannel").

## `discordWebhookUrl` (type: `string`):

Discord incoming webhook URL. Get one from Server Settings → Integrations → Webhooks.

## `slackWebhookUrl` (type: `string`):

Slack incoming webhook URL. Create at api.slack.com/messaging/webhooks.

## `whatsappPhoneNumberId` (type: `string`):

WhatsApp Business phone number ID from Meta Business Manager (NOT the phone number itself — the numeric ID shown next to your business number). Free service-conversation messages within 24 hours of last user-initiated contact.

## `whatsappAccessToken` (type: `string`):

Meta Cloud API access token with `whatsapp_business_messaging` scope. Get a permanent token from a system user in Meta Business Manager.

## `whatsappTo` (type: `string`):

Recipient phone in E.164 format (e.g. +32475123456). Recipient must have messaged your business number within the last 24 hours — outside that window, free-form text is rejected by Meta.

## `webhookUrl` (type: `string`):

Generic webhook URL that receives a JSON POST with the full job payload + run metadata. Universal escape hatch for n8n / Make / Zapier / your own backend.

## `webhookHeaders` (type: `object`):

Optional headers (e.g. {"Authorization": "Bearer xyz"}) sent with the webhook POST.

## `notificationLimit` (type: `integer`):

Maximum number of jobs included in each notification message (1–20). Excess jobs are still in the dataset; notifications get a summary line.

## `notifyOnlyChanges` (type: `boolean`):

When Incremental Mode is on, only send notifications for NEW / UPDATED / REAPPEARED jobs. Has no effect outside incremental mode.

## `appConnector` (type: `string`):

Optional. Pick a connected app under Settings → API & Integrations to receive your results. Notion is supported today (a run-summary page); other MCP connectors are best-effort as Apify expands its catalog.

## `mcpIssueTeam` (type: `string`):

Only when the connected app is an issue tracker: the team (name or ID) the summary issue is created under, if that app requires one.

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

One or more Le Forem listing detail URLs to fetch directly. Search filters are ignored in this mode.

## `emitUnchanged` (type: `boolean`):

When incremental mode is on, also emit listings whose content has not changed since the last run.

## `emitExpired` (type: `boolean`):

When incremental mode is on, also emit listings that were seen before but are no longer found.

## Actor input object example

```json
{
  "query": "développeur",
  "maxResults": 10,
  "includeDetails": true,
  "descriptionMaxLength": 0,
  "compact": false,
  "descriptionFormat": "all",
  "excludeEmptyFields": false,
  "incrementalMode": false,
  "skipReposts": false,
  "notificationLimit": 5,
  "notifyOnlyChanges": false,
  "emitUnchanged": false,
  "emitExpired": false
}
```

# 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 = {
    "query": "développeur",
    "maxResults": 10,
    "descriptionFormat": "all",
    "excludeEmptyFields": false
};

// Run the Actor and wait for it to finish
const run = await client.actor("blackfalcondata/leforem-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 = {
    "query": "développeur",
    "maxResults": 10,
    "descriptionFormat": "all",
    "excludeEmptyFields": False,
}

# Run the Actor and wait for it to finish
run = client.actor("blackfalcondata/leforem-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "query": "développeur",
  "maxResults": 10,
  "descriptionFormat": "all",
  "excludeEmptyFields": false
}' |
apify call blackfalcondata/leforem-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=blackfalcondata/leforem-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/kpBLabyHkO9XG1aJn/builds/PgcdGDev82xh8cm8n/openapi.json