Job Scraper for Greenhouse, Lever & Ashby

Give your agent comparable job records without writing a parser for each careers site. Send public ATS identifiers or careers URLs for normalized jobs, including structured salary data when available. The Actor reads public feeds or JobPosting JSON-LD. It returns no job descriptions. Each delivered Job costs $0.0003, plus $0.00005 per run start at default memory.

Try it

{ "inputs": ["lever:leverdemo"] }

An empty input {} runs this same public Lever demo board. No upstream API credentials are needed.

Use from an agent

Add https://mcp.apify.com?tools=miacx/job-scraper-greenhouse-lever-ashby to your MCP client and sign in to Apify. Call the dedicated Actor tool, then use get-dataset-items to read the completed run's dataset. Or set APIFY_TOKEN to your Apify API token and call the API for JSON rows:

curl --fail-with-body 'https://api.apify.com/v2/actors/miacx~job-scraper-greenhouse-lever-ashby/run-sync-get-dataset-items' \
  -H "Authorization: Bearer $APIFY_TOKEN" -H 'Content-Type: application/json' \
  -d '{"inputs":["lever:leverdemo"]}'

What you get

Read status first, then check for applyUrl. An ok job row is billable; an ok empty-board row is not. The dataset contains unique jobs, deduplicated by application URL across the run, plus uncharged error and empty-board rows. An ATS job URL requests its whole board. Other careers pages provide one discovery page or their own JobPosting JSON-LD.

This job row comes from the recorded Lever fixture. The fetch timestamp is fixed for the offline replay:

{
  "status": "ok",
  "id": "ad208490-4052-4f91-a57e-433f2d1e484b",
  "title": "Customer Success Manager",
  "team": "Customer Success Team",
  "locations": ["Atlanta, Georgia"],
  "workMode": "hybrid",
  "employmentType": "full_time",
  "salaryMin": 85000,
  "salaryMax": 175000,
  "salaryCurrency": "USD",
  "salaryInterval": "year",
  "postedAt": "2026-08-31T18:12:19.703Z",
  "applyUrl": "https://jobs.lever.co/leverdemo/ad208490-4052-4f91-a57e-433f2d1e484b/apply",
  "ats": "lever",
  "source": "https://api.lever.co/v0/postings/leverdemo?mode=json",
  "fetchedAt": "2026-10-31T12:00:00.000Z"
}

Job rows contain no input or message. Status-only rows contain these fields and omit job fields. Empty-board rows use message: "Board contains no current jobs." Missing job values stay null; unknown locations are []. Location strings retain source order with duplicates removed. workMode comes from explicit fields or exact location labels, never general description text. Salary uses the first supported structured base-salary range in its original currency and period, excluding bonus and equity. postedAt uses a publication or creation date, never an update date. source identifies the feed or page; fetchedAt records its fetch time.

The default key-value store also contains OUTPUT, an ordered per-input summary. It preserves duplicate inputs and marks boards that could not be fully delivered with BILLING_LIMIT.

Input

inputs is a list of 1–25 strings, each at most 2,048 characters. Omitting it uses ["lever:leverdemo"]; an empty list fails the run. Bare company names are invalid. Use public HTTP(S) URLs or qualified identifiers. Identifier company slugs allow letters, digits, underscores and hyphens, up to 100 characters.

Prefix	Source	Coverage
greenhouse:	Greenhouse public JSON	Also recognizes EU and US board/job URLs.
lever:, lever-eu:	Lever public JSON	Also recognizes EU and US board/job URLs.
ashby:	Ashby public job-board API	Includes available structured compensation.
workable:	Workable public account JSON	Uses the public company feed.
recruitee:	Recruitee Careers Site API	Adapter follows the public contract; its fixture is synthetic.
smartrecruiters:	SmartRecruiters postings JSON	Current recorded robots rules block generic crawlers; requests return ROBOTS_DENIED.
personio:	Personio public XML	Also recognizes .de and .com board URLs.

A careers page can select one linked ATS feed. A selected feed error returns directly without a JSON-LD fallback. If no supported feed is found, the Actor reads JobPosting JSON-LD from that page and skips expired postings. It does not crawl linked job-detail pages or render scripts.

Pricing

Event	Price	Counted unit
Job	$0.0003	One normalized job delivered to the dataset, deduplicated by application URL across the run.
Actor start	$0.00005	One run start at the default 256 MB memory.

One hundred delivered jobs cost $0.03005 including startup at default memory. Missing optional fields do not make a job free. Repeated inputs and shared application URLs incur no additional Job events. Errors and empty-board status rows incur no Job events. Delivered jobs remain billable if another board fails or a spending limit prevents the rest of a board's output. The $0.00005 per run start at default memory applies even with no billable jobs. Apify counts one startup event per GB of memory, with a minimum of one event.

Limits and data freshness

• Up to 2,000 jobs per board, three concurrent inputs and 40 outbound requests per batch, including DNS, robots checks and retries.
• Responses allow 2 MiB each and 16 MiB across the batch. Large or changing paginated boards return explicit errors.
• The Actor shares duplicate work within a run and has no cross-run response cache. Each new run fetches the permitted sources.
• Requests respect robots.txt and crawl delays. Private-network destinations are blocked; access denials are not bypassed.
• No applicant records, job descriptions, browser rendering or runtime LLM calls are included.

The synchronous API waits up to 300 seconds. Use asynchronous runs when coordinating longer workflows.

If a row fails

Status	Next step
INVALID_INPUT, UNSUPPORTED_SOURCE, UNSAFE_URL	Supply a supported identifier or public careers URL.
ROBOTS_DENIED	Use a source that permits automated access.
ROBOTS_UNAVAILABLE	Retry when a usable robots policy is available.
NO_JOBS_FOUND	Check for a supported feed or current JobPosting JSON-LD; scripts are not rendered.
DNS_ERROR, NETWORK_ERROR, UPSTREAM_HTTP, RATE_LIMITED	Read message and retry transient failures later.
RESPONSE_TOO_LARGE, JOB_LIMIT, REQUEST_LIMIT	Split the input batch; oversized individual boards remain unsupported.
INVALID_RESPONSE	Retry a changing board, or retain the run ID when reporting malformed source data.
BILLING_LIMIT	Raise the spending limit. The dataset contains only delivered jobs; incomplete boards have no unpaid jobs in OUTPUT.
INTERNAL_ERROR	Retain the run ID and message when reporting the failure.