Core concepts / Dedup & tracking

Dedup & tracking

The same job is posted to five boards and reposted every two weeks. mcpfor.work canonicalizes and remembers, so you never apply twice by accident.

Canonical URLs

Every posting is reduced to a canonical form — stripping tracking parameters and aggregator wrappers — and hashed. Two links that lead to the same role collapse to one, whether they came from the company site, an aggregator, or a recruiter’s repost.

The check_seen gate

Before any application — supervised or autopilot — a dedup gate runs against everything you’ve tracked. A job you already applied to is blocked; a reposting you saw last week is flagged, not re-surfaced as new.

Claude
/hunt icu nurse dublin
12 found · 3 new · 1 duplicate skipped — seen 12 days ago on IrishJobs

Everything tracked

Applications you make elsewhere can be recorded too, so the dedup gate and your pipeline stay complete. Every application, its consent level, and its outcome live in your history — yours to export or delete any time.