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ats-jobs-mcp

v0.1.1

Published

MCP server for job data and hiring change detection across Greenhouse, Lever, Ashby, Workable, Teamtailor and SmartRecruiters. Give it a company domain, it finds the board itself.

Readme

Greenhouse, Lever, Ashby, Workable, Teamtailor Jobs API

One API for six applicant tracking systems: Greenhouse, Lever, Ashby, Workable, Teamtailor and SmartRecruiters.

Give it a company website. It finds the job board itself, returns every open role, and on every run after that returns only what changed — roles opened, roles closed, titles moved, salaries changed — plus derived hiring signals.

{ "domains": ["stripe.com", "spotify.com", "pleo.io"] }

No board tokens. No ATS knowledge required. No browser.


Two ways to run it

| | Hosted on Apify | Self-hosted MCP server | |---|---|---| | Setup | none | npx ats-jobs-mcp | | State between runs | managed | local file | | Scheduling, retries, storage | included | your own | | Price | $1 per 1,000 jobs | free | | Link | apify.com/feedworks/ats-jobs-api | this repo, mcp/ |

The logic is the same code in both. Pick whichever fits.


What you get

| Event | Meaning | |---|---| | job_indexed | Baseline: an open role captured on the first run | | job_posted | A new opening appeared | | job_closed | An opening disappeared | | job_changed | Title, location, department or employment type changed | | salary_changed | Compensation changed | | hiring_accelerating | This month's postings are 2× or more the recent average | | first_role_in_function | First ever hire in sales, AI/ML, security, data — a new budget line opened | | hiring_freeze | Postings dropped to zero after steady hiring |

Every record carries provenance: source URL, HTTP status, fetch time, job count, truncation flag and a confidence value — so an agent can verify before it acts, instead of trusting a claim.


MCP server

npx ats-jobs-mcp

Four tools, usable by any MCP client — Claude Desktop, Cursor, VS Code, your own agent:

| Tool | Question it answers | |---|---| | find_job_board | Which ATS does this company use, and what is its board token? | | list_jobs | What roles are open right now? | | detect_changes | What changed since the last time I looked? | | hiring_summary | What is this company hiring for — which functions, which locations? |

Claude Desktop config:

{
  "mcpServers": {
    "ats-jobs": { "command": "npx", "args": ["-y", "ats-jobs-mcp"] }
  }
}

State lives in ~/.ats-jobs-mcp/state.json. Override with ATS_MCP_STATE.


Why it stays cheap to run continuously

Every source is polled with If-None-Match. When nothing changed, the ATS answers 304 with no body.

Measured on the hosted Actor at 512 MB:

| Path | Compute | |---|---| | Nothing changed (304) | 0.000344 CU per run | | Baseline, 143 jobs | 0.001386 CU |

That is why watching hundreds of companies every few hours costs cents rather than dollars — and why this project will never open a headless browser to read a job board.


What it deliberately does not do

  • No personal data. Recruiter names, emails and phone numbers are stripped at parse time and never stored.
  • No headless browser, no proxies. Only public ATS endpoints that answer with JSON.
  • No false layoffs. If a source response may be truncated by paging, job_closed events are suppressed — a paging artefact must never look like a company shutting down hiring.

Supported sources

greenhouse · lever · ashby · workable · teamtailor · smartrecruiters

Detection order: a link on the company careers page → the board token guessed from the domain → Workable short links resolved through their redirect.

Companies that cannot be resolved return a source_unresolved record explaining why, instead of failing silently.

Recruitee and Personio are not listed because they are not verified working. Personio currently answers 429 to non-browser clients; Recruitee endpoints did not resolve in testing. This project does not claim coverage it cannot deliver.


Repo layout

src/          Apify Actor: adapters, diff engine, derived signals
mcp/          MCP server — the same engine, self-hosted
tools/        discovery utilities (domain → ATS)
.actor/       Apify manifests and schemas

MIT licensed. Contributions welcome, especially new ATS adapters — the interface is one url() and one parse() function per system, see src/adapters/index.js.