Unified ATS Job & Hiring Signal Scraper (Greenhouse, Lever, Ashby)

Scrape live job postings, department structures, remote positions, and salary compensation from Greenhouse, Lever, and Ashby without proxies, browser overhead, or API keys.

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⚡ Key Highlights

• 3 Major ATS Platforms in One: Accepts any mix of company slugs or career URLs and auto-detects whether the organization is hosted on Greenhouse (boards-api.greenhouse.io), Lever (api.lever.co), or Ashby (api.ashbyhq.com).
• 100% Reliable & Keyless: Interacts directly with official public candidate endpoints. Zero rate limits, zero IP blocks, and no expensive residential proxies required (runs on $0 Apify free tier compute).
• Normalized Schema: Outputs consistent fields (company, ats, jobId, title, department, location, isRemote, salary, url, publishedAt).
• Model Context Protocol (MCP) Compatible: Ready for direct querying by AI agents via the Apify MCP Server in Claude Desktop, Cursor, and custom agent loops.
• Precision Filtering: Filter by role keywords (e.g. AI, Engineer, Founding, Sales), remote-only tags, and per-company limits.

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💼 High-Value Use Cases

1. Recruitment & Executive Search Agencies: Track real-time headcount expansions and hiring surges across target competitor lists.
2. B2B Sales & GTM Prospecting: Identify companies actively hiring for specific tech stacks (e.g. Snowflake, Salesforce, Kubernetes) as high-intent buying signals.
3. Niche Job Aggregators & Newsletters: Power automated programmatic job boards and weekly curated alert newsletters.
4. Autonomous AI Agents: Connect via Model Context Protocol (MCP) to let your LLM agent check live salaries and openings on demand.

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📥 Input Parameters

Parameter	Type	Default	Description
companies	Array (string)	["automattic", "lever", "linear"]	List of company slugs or full career URLs (e.g. https://boards.greenhouse.io/gitlab).
atsPlatform	String (select)	"auto"	"auto" (auto-detect), or force "greenhouse", "lever", "ashby".
keywordFilter	String	""	Filter matching jobs by title, department, or description (e.g. "AI").
remoteOnly	Boolean	false	When true, only exports verified remote listings.
maxJobsPerCompany	Number	100	Max postings per company (0 for unlimited).

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📤 Output Data Format

{
  "company": "linear",
  "ats": "ashby",
  "jobId": "b1b72e90-d4cf-4b6e-b352-87a3297a7836",
  "title": "Software Engineer - AI & Foundations",
  "department": "Engineering",
  "location": "San Francisco, CA or Remote",
  "isRemote": true,
  "salary": "$180,000 - $240,000 USD",
  "url": "https://jobs.ashbyhq.com/linear/b1b72e90-d4cf-4b6e-b352-87a3297a7836",
  "publishedAt": "2026-10-20T14:22:10.000Z",
  "descriptionSnippet": "Linear is looking for exceptional engineers to build the next generation of product software...",
  "scrapedAt": "2026-10-22T15:35:00.000Z"
}

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🤖 MCP Integration (Claude / Cursor / LangChain)

This Actor connects directly to the Apify MCP Server:

{
  "mcpServers": {
    "apify": {
      "command": "npx",
      "args": ["-y", "@apify/mcp-server"],
      "env": {
        "APIFY_TOKEN": "YOUR_APIFY_TOKEN"
      }
    }
  }
}

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🏷️ Recommended Store Pricing

• Pay-Per-Event (PPE): $0.50 per 1,000 scraped jobs (with a $1.00 minimum run charge).
• Monthly Subscription: $19 / month for unlimited runs.
• Profit Margin: ~95%+ net margin since zero proxies are needed and compute runtime is sub-second per company.