Privacy-first job application assistant for Firefox

Auto-fill forms · AI cover letters · Local Ollama · Zero cloud · Zero tracking

🌐 Website · Quick Start · Contributing · Report a Bug

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What It Does

Offlyn Apply detects job application forms on sites like Workday, Greenhouse, Lever, and plain HTML forms, then fills them out automatically using your stored profile. Everything runs locally via Ollama — no cloud, no API keys, no data sent anywhere.

Feature	Description
⚡ Smart Auto-Fill	Detects all form fields and fills them from your profile in seconds
🧠 AI Cover Letters	Generates tailored cover letters using a local Ollama model
📊 Application Tracker	Kanban dashboard to track every application from submitted to offer
🔒 100% Private	All data in browser.storage.local — no backend, no sync, no cloud
🎯 ATS Detection	Identifies Workday, Greenhouse, Lever, and 50+ other ATS systems
🔁 Learns From You	Reinforcement learning improves autofill accuracy from your corrections

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Screenshots

Extension Popup One-click auto-fill & cover letter

Compatibility Score AI-powered skills & salary match

Profile Onboarding 8-step guided setup from your resume

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Requirements

• Firefox 109+
• Node.js 18+
• Ollama running locally with a model pulled (e.g. llama3.2)

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Getting Started

1. Clone the repo

git clone https://github.com/joelnishanth/offlyn-apply.git
cd offlyn-apply/apps/extension-firefox

2. Install dependencies

npm install

3. Start Ollama

ollama serve
ollama pull llama3.2

4. Build the extension

npm run build

5. Load in Firefox

npm run run:firefox

Or load manually: open about:debugging → "This Firefox" → "Load Temporary Add-on" → select dist/manifest.json.

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Project Structure

offlyn-apply/
├── apps/
│   └── extension-firefox/
│       ├── src/
│       │   ├── background.ts     # Service worker / background script
│       │   ├── content.ts        # Content script (injected into pages)
│       │   ├── popup/            # Popup UI
│       │   ├── onboarding/       # First-run onboarding flow
│       │   ├── dashboard/        # In-page job tracker
│       │   ├── settings/         # Settings page
│       │   └── shared/           # AI clients, autofill logic, utilities
│       └── package.json
├── assets/                       # Logo and screenshots
├── CONTRIBUTING.md
├── CODE_OF_CONDUCT.md
├── SECURITY.md
├── LICENSE
└── index.html                    # GitHub Pages landing page

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Development

Command	Description
npm run build	Production build to dist/
npm run dev	Watch mode — rebuilds on file changes
npm run run:firefox	Build + launch Firefox with extension loaded
npm test	Run unit tests (Vitest)
npm run test:watch	Tests in watch mode

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Privacy Architecture

All data stays on your machine. The extension only makes network requests to localhost (Ollama).

Your Browser (local storage)
    ├── Profile data (resume, personal info)
    ├── Application history
    └── Learned corrections

localhost:11434 (Ollama)
    └── Cover letter generation
        └── Model runs entirely on your hardware

No external servers. No analytics. No telemetry.

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Contributing

Contributions are welcome — bug fixes, new ATS integrations, better form detection, UI improvements. Please read CONTRIBUTING.md before opening a pull request.

Good first issues: look for the good first issue label.

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Security

If you discover a security vulnerability, please follow the responsible disclosure process in SECURITY.md rather than opening a public issue.

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License

MIT — © 2026 Joel Nishanth