Jobs Data

io.github.benthepythondev00v1.0.0Updated Oct 6, 2026

Remote job boards, LinkedIn jobs, company ATS pages and Upwork jobs as tools. Runs on Apify.

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingProductivity & Workflow

Overview

AI-generated overview

Gives an assistant tools to scrape job listings from remote job boards, LinkedIn, company ATS pages and Upwork via Apify.

What it does
This is Apify's hosted MCP server loaded with a fixed set of job-scraping actors: a remote jobs aggregator covering six boards, a LinkedIn jobs scraper, an ATS jobs aggregator for Greenhouse, Lever, Ashby and similar, and an Upwork jobs scraper. The agent can search and pull job postings, full descriptions and client details as tool results. Apify's server also adds helpers to read a run, read its dataset, read a stored record and stop a run.
When to use it
Use it when an assistant needs to gather job postings or hiring data from several sources in one session, for example building a job feed, researching roles, or collecting listings and descriptions for analysis. It is a fit if you already use Apify or are willing to run the scrapers on an Apify account.
Requirements
A remote Streamable HTTP endpoint at mcp.apify.com; no local package. Authentication is either Apify's OAuth sign-in on first connection or an Apify API token sent as the Authorization header. The scrapers run on your own Apify account, and network access to Apify is required.
Before you install
The Authorization header carries an Apify API token, a secret that should be handled carefully. Scrapers run on your own Apify account and charge per result, so usage can cost money beyond the free monthly allowance. The server reads third-party job sites, and the README notes the author may earn a commission from sign-ups.

Installation

In SourceWeft

  1. Open Jobs Data in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "jobs-data": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=benthepythondev/remote-jobs-aggregator,benthepythondev/linkedin-jobs-scraper,benthepythondev/ats-jobs-aggregator,benthepythondev/upwork-jobs-scraper"
    }
  }
}

README

Web data tools for AI agents

Five tool sets for Claude, Cursor, VS Code and any other MCP client. Each one is an address of Apify's hosted MCP server that loads a fixed list of scrapers, so the agent gets a handful of tools for one job instead of the whole Apify Store.

Connect

Add one of the addresses below as a remote MCP server (Streamable HTTP):

json
{"mcpServers": {"reddit-data": {"url": "https://mcp.apify.com/?tools=benthepythondev/reddit-scraper,benthepythondev/reddit-search-scraper,benthepythondev/reddit-comments-scraper,benthepythondev/reddit-archive-scraper"}}}

The first connection opens Apify's sign-in page. A client without OAuth sends an Apify API token instead, as the header Authorization: Bearer <token>.

What it costs

The tools run on your own Apify account. Each scraper charges per result, and its page in the Apify Store lists the price per plan. Apify's free plan includes $5 of usage a month, and no scraper here needs a login or cookies for the site it reads.

New to Apify? Create an account. I may earn a commission at no extra cost to you.

The tool sets

Reddit Data

Reddit posts, comments, keyword search and historical archives as tools.

https://mcp.apify.com/?tools=benthepythondev/reddit-scraper,benthepythondev/reddit-search-scraper,benthepythondev/reddit-comments-scraper,benthepythondev/reddit-archive-scraper

Social Media Data

Instagram, TikTok, YouTube and Threads profiles, posts, comments and transcripts.

https://mcp.apify.com/?tools=benthepythondev/instagram-profile-scraper,benthepythondev/instagram-posts-scraper,benthepythondev/instagram-comments-scraper,benthepythondev/tiktok-profile-videos-scraper,benthepythondev/tiktok-comments-scraper,benthepythondev/youtube-transcript-scraper,benthepythondev/youtube-comments-scraper,benthepythondev/threads-public-scraper

Local Business Leads

Google Maps places with emails, phones and the tech stack of their websites.

https://mcp.apify.com/?tools=benthepythondev/google-maps-business-scraper,benthepythondev/google-maps-email-scraper,benthepythondev/website-contact-extractor,benthepythondev/tech-stack-detector

Real Estate Data

Zillow homes and rentals, Zumper rentals and Craigslist housing listings as tools.

https://mcp.apify.com/?tools=benthepythondev/zillow-scraper,benthepythondev/zillow-detail-scraper,benthepythondev/zillow-rentals-scraper,benthepythondev/zumper-rental-scraper,benthepythondev/craigslist-real-estate-scraper

Jobs Data

Remote job boards, LinkedIn jobs, company ATS pages and Upwork jobs as tools.

https://mcp.apify.com/?tools=benthepythondev/remote-jobs-aggregator,benthepythondev/linkedin-jobs-scraper,benthepythondev/ats-jobs-aggregator,benthepythondev/upwork-jobs-scraper

Besides the scrapers, Apify's server adds four helpers to every set: read a run, read its dataset, read a stored record, stop a run.

Questions

Open an issue here, or on the page of the scraper in the Apify Store.

Source: README.md at commit 9a82a7e

Tools

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Version history

1
  1. v1.0.0LatestOct 6, 2026