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AI resume tailoring engine, keyword overlap analyzer, PDF exporter, and application tracker.

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Joby

A resume tailoring engine, keyword overlap analyzer, and application pipeline tracker.


Overview

Joby adapts a structured Base CV to specific job postings while preserving data integrity. Instead of rewriting experience from scratch, it evaluates keyword coverage, surfaces skill gaps, and generates targeted, single-page outputs without modifying the original baseline.

The application includes an integrated job application CRM to log outreach, set follow-up dates, and maintain application records.


Key Features

1. Resume Tailoring Engine

  • Immutable Base CV: Keeps your master profile intact while versioning role-specific customizations.
  • Versioned Job Snapshots: Captures job description text and hashes to compare iterations over time.
  • Literal Keyword Analysis: Flags exact keyword matches, missing terminology, and language requirements.

2. PDF Rendering

  • Single-page layout enforcement with real-time visual height limits.
  • Server-side headless export powered by Puppeteer for exact print rendering.
  • Native browser print stylesheet fallback.

3. Application Pipeline Tracker

  • Kanban and list view for active applications, interviews, offers, and rejections.
  • Follow-up date reminders and contact history logging.
  • One-click JSON backup export to protect application data.

4. Flexible Storage Layer

  • Local Mode: Operates completely offline using browser localStorage with zero setup required.
  • PostgreSQL Mode: Connects to any standard PostgreSQL database (e.g. Aiven, Supabase, Neon) to persist snapshots and tailoring runs across devices.

Tech Stack

  • Frontend: Vanilla JavaScript, Vite, Modern CSS
  • Backend: Node.js, Express 5
  • Export Engine: Puppeteer (Headless Chrome)
  • Database: PostgreSQL (pg pool with TLS support)

Quick Start

1. Clone and Install

git clone https://github.com/foverse/joby.git
cd joby
npm install

2. Start the Application

Open two terminal tabs:

Terminal 1 (Vite Dev Server):

npm run dev

Terminal 2 (API & PDF Export Server):

# Linux/macOS
PORT=3017 npm start

# Windows PowerShell
$env:PORT = "3017"; npm start

Open the Vite local address (e.g. http://localhost:5173) in your browser.


Environment Configuration

Configuration is optional. By default, Joby runs with zero configuration in local browser storage mode.

Variable Description Default
PORT API server listening port 3016
DATABASE_URL PostgreSQL connection string with SSL None (uses localStorage)
AIVEN_DATABASE_URL Alternative alias for PostgreSQL connection None

When a database connection string is provided, Joby automatically creates the required tables (joby_base_cv, joby_job_snapshots, and joby_tailoring_runs).


Project Structure

joby/
├── index.html                  # Main application interface
├── app.js                      # Core state management and tailoring engine
├── applications.js             # Application pipeline CRM and follow-up tracker
├── server.js                   # Express server, Puppeteer PDF generator, and DB layer
├── style.css                   # Core styling and print media rules
├── joby-design.css             # Component styling
├── public/                     # Static assets and icons
└── package.json                # Project dependencies and run scripts

Author

Developed by Fouad.

Explore more tools, case studies, and experiments at growthmaker.fr.

About

AI resume tailoring engine, keyword overlap analyzer, PDF exporter, and application tracker.

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