JobCtrlLocal-first, AI-assisted job application pipeline

Discover jobs, score fit against your real profile, generate audited tailored materials, and apply behind explicit approval gates — all on your own machine.

Product Tour

Install & Get Started

Developer Guide

JobCtrl dashboard showing pipeline progress, job counts, and apply runs

🔎

Profile-Driven Discovery

Multi-source discovery driven by your target roles, locations, and seniority — tracking where each job came from, removing duplicates, and retiring postings that have closed.

See the daily workflow

🎯

Explainable Scoring

A versioned policy scores fit 1–10 from structured evidence, and a per-requirement ledger explains exactly why each score happened.

See it on a job

📝

Audited Materials

Tailored resumes where every bullet traces back to its source, gates guard resumes and cover letters against invented facts, and keyword coverage is measured against the final document.

See the review screen

✅

Supervised Apply

Rehearse with dry runs, approve every live submission explicitly, a browser-level guard blocks dry-run submits, and no application is ever submitted twice.

The approval gates

🔒

Local-First & Private

One SQLite database and generated files under your home directory. Nothing leaves your machine except steps you explicitly configured.

Data, Privacy & Safety

⚙️

Temporal-Native Pipeline

Every stage runs as a durable workflow with heartbeats, classified retries, and a daily LLM spend ceiling.

See run history