JobCtrl

Local-first job search app that discovers, scores, and tailors applications with human approval gates.

Desktopfreeglobal

JobCtrl is a free, open-source, local-first job search application that discovers postings, scores them against the user's real profile with cited evidence, and tailors resumes and cover letters for review before submission. All data stays on the user's machine with no account or hosted backend. It's aimed at job seekers who want AI-assisted discovery and tailoring while keeping a human approval step before anything is sent.

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Full match profile

Behind the summary, Matchbox keeps a richer profile of JobCtrl - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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