Jobs and market data MCP server

An MCP server that lets an AI assistant search public job postings and market data in the countries and sectors that the big English-language job APIs cover poorly: France, Germany, Spain, Latin America, plus French movie and crowdfunding data. It is a remote server hosted by Apify, exposing seven Actors maintained by bibian.

Tools

Tool (Apify Actor)	What it returns
free-work-jobs-scraper	French IT jobs and freelance missions, with daily rates (TJM), skills and remote mode
arbeitsagentur-jobs-scraper	German postings from the Bundesagentur fuer Arbeit, with salary when disclosed
infoempleo-jobs-scraper	Spanish postings with salary range, region and contract type
latam-jobs-bumeran-scraper	Bumeran, Zonajobs, Laborum and sister sites: Argentina, Chile, Peru, Ecuador, Panama
codeur-projects-scraper	French freelance projects from Codeur.com with budget and brief
allocine-movies-scraper	Movies now playing in France, ratings, showtimes count
kisskissbankbank-projects-scraper	Crowdfunding projects: amount, goal, backers, dates

No login on the source sites, public pages only, no personal data.

Servers by theme

The whole catalogue is also published as smaller servers, so a client only loads the tools it needs:

Server (MCP registry name)	Tools	Covers
io.github.morvanvivien/bibian-job-boards	2	One search_jobs tool over 35 job boards in 50+ countries (single server, Apify Standby).
io.github.morvanvivien/bibian-france-jobs	10	Job postings and freelance day rates from 8 French job boards, as JSON tools.
io.github.morvanvivien/bibian-europe-jobs	15	Job postings from German, Spanish, Swiss, Polish, Swedish and UK job boards plus EURES.
io.github.morvanvivien/bibian-americas-apac-jobs	14	Job postings from Latin American, North American and Asia Pacific job boards, as JSON.
io.github.morvanvivien/bibian-remote-ats-jobs	13	Remote jobs (RemoteOK, Remotive, WWR, HN) and career pages on Greenhouse, Lever, Workday.
io.github.morvanvivien/bibian-freelance-industry-jobs	11	Freelance projects (Codeur, Freelancer, Workana, PeoplePerHour) and sector job boards.
io.github.morvanvivien/bibian-market-data	17	Grocery and book prices, hotels, property, used cars, movies, events, tenders and sports scores.

Connect

Server URL (Streamable HTTP, OAuth with your Apify account):

https://mcp.apify.com?tools=bibian/free-work-jobs-scraper,bibian/arbeitsagentur-jobs-scraper,bibian/infoempleo-jobs-scraper,bibian/latam-jobs-bumeran-scraper,bibian/codeur-projects-scraper,bibian/allocine-movies-scraper,bibian/kisskissbankbank-projects-scraper

Claude Desktop, Cursor, VS Code and any client that supports remote MCP servers:

{
  "mcpServers": {
    "bibian-data": {
      "url": "https://mcp.apify.com?tools=bibian/free-work-jobs-scraper,bibian/arbeitsagentur-jobs-scraper,bibian/infoempleo-jobs-scraper,bibian/latam-jobs-bumeran-scraper,bibian/codeur-projects-scraper,bibian/allocine-movies-scraper,bibian/kisskissbankbank-projects-scraper"
    }
  }
}

The first connection opens an Apify sign-in. You can also send Authorization: Bearer <APIFY_TOKEN> if your client prefers a token.

Cost

Each Actor is billed per result on your Apify account, from $0.001 to $0.005 per result plus $0.01 per run start. A 50-result call costs about $0.07 to $0.30 depending on the Actor. Apify's free plan includes monthly credits.

Also available as REST APIs

Free-Work Jobs, German Jobs Arbeitsagentur, Spain Jobs Infoempleo, LatAm Jobs Bumeran, Codeur, AlloCine, KissKissBankBank on RapidAPI.

Notes

Unofficial tool, not affiliated with the sites it reads. Check each site's terms and the data protection rules that apply to your use.

License: MIT.