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DevApply 🚀

AI-Powered Career Assistant for Developers

DevApply is a production-style AI SaaS platform designed to help developers optimize resumes, generate job-specific applications, and evaluate job fit using AI-driven workflows.

The platform combines modern backend architecture, usage-based monetization logic, secure authentication, and AI integrations to simulate a real-world startup product.


🧠 What DevApply Does

DevApply enables developers to:

✅ Analyze resumes for strengths, gaps, and ATS improvements
✅ Generate job-specific cover letters
✅ Convert projects into resume-ready bullet points
✅ Evaluate profile-to-JD compatibility
✅ Track AI usage via a credit-based SaaS system


✨ Core Features

🎯 AI-Powered Features

  • Resume Analyzer
    Upload PDF resumes and receive structured feedback, improvement hints, and ATS insights.

  • Cover Letter Generator
    Generate job-specific cover letters based on JD input.

  • Project Bullet Generator
    Convert GitHub/project descriptions into professional resume bullets.

  • Job Fit Analyzer
    Evaluate how well a profile matches a job description.


🧩 SaaS / Platform Features

  • ✅ Usage-based AI credit system
  • ✅ Middleware-driven credit enforcement
  • ✅ Role-Based Access Control (USER / ADMIN)
  • ✅ Plan-based feature gating
  • ✅ Usage analytics dashboard
  • ✅ Secure authentication with Clerk
  • ✅ Scalable REST API architecture

🏗️ System Architecture

DevApply Architecture

DevApply follows a modern SaaS-style full-stack architecture:

Frontend → React + Tailwind
Backend → Node.js + Express
Database → PostgreSQL (Neon)
Authentication → Clerk
File Handling → Multer + Cloudinary
AI Layer → OpenAI APIs


🛠️ Tech Stack

Frontend

  • React (Vite)
  • Tailwind CSS

Backend

  • Node.js
  • Express.js

Database

  • PostgreSQL (Neon)

Authentication

  • Clerk

Cloud / Storage

  • Cloudinary
  • Multer

AI Integration

  • OpenAI APIs

📁 Project Structure

🎨 Client (Frontend)


client/
├── public/
├── src/
│   ├── assets/
│   ├── components/
│   ├── pages/
│   │   ├── Community.jsx
│   │   ├── CoverLetterGenerator.jsx
│   │   ├── Dashboard.jsx
│   │   ├── Home.jsx
│   │   ├── JobFitAnalyzer.jsx
│   │   ├── Layout.jsx
│   │   ├── Pricing.jsx
│   │   ├── ProjectBulletGenerator.jsx
│   │   ├── ResumeAnalyzer.jsx
│   │   ├── Usage.jsx
│   ├── App.jsx
│   ├── main.jsx
│   ├── index.css
├── package.json
├── vite.config.js

```

---

### ⚙️ Server (Backend)

```

server/
├── configs/
│   ├── multer.js
│   ├── plans.js
│
├── controllers/
│   ├── activity.controller.js
│   ├── analytics.controller.js
│   ├── coverLetter.controller.js
│   ├── jobFit.controller.js
│   ├── projectBullets.controller.js
│   ├── resume.controller.js
│   ├── subscription.controller.js
│   ├── user.controller.js
│
├── db/
│   ├── index.js
│
├── middlewares/
│   ├── auth.middleware.js
│   ├── credits.middleware.js
│
├── routes/
│   ├── activity.routes.js
│   ├── analytics.routes.js
│   ├── coverLetter.routes.js
│   ├── jobFit.routes.js
│   ├── projectBullets.routes.js
│   ├── resume.routes.js
│   ├── subscription.routes.js
│   ├── user.routes.js
│
├── services/
│   ├── ai.service.js
│
├── utils/
│   ├── activityLogger.js
│   ├── creditRefresher.js
│   ├── credits.js
│   ├── pdfParser.js
│   ├── subscriptionGuard.js
│
├── server.js
├── package.json
├── .env

```

---

## 🧠 Credit System

DevApply implements a usage-based SaaS credit model.

✔ Middleware validates credits before AI execution  
✔ Credits deducted after successful responses  
✔ Usage logged in PostgreSQL  

Example Logic:

```

if (credits_remaining < featureCost) {
throw Error("Insufficient Credits");
}


📡 API Design

🎯 AI Routes

  • POST /ai/resume/analyze
  • POST /ai/cover-letter/generate
  • POST /ai/project/describe
  • POST /ai/job-fit/analyze

📊 Usage & Analytics

  • GET /usage/summary
  • GET /analytics/dashboard

🔐 Security Considerations

✅ Secure authentication via Clerk
✅ Role-based access control
✅ Middleware-protected routes
✅ Credit enforcement layer
✅ Environment-based configuration


📸 Screenshots

Feature Preview
Landing Page
Dashboard
Resume Analyzer
Cover Letter Generator
Usage Analytics

🚀 Getting Started

git clone https://github.com/AdityaBhosale22/devapply.git
cd devapply

Install Dependencies

cd client && npm install
cd ../server && npm install

Run Application

# Client
npm run dev

# Server
npm start

🔮 Future Improvements

  • Payment Gateway Integration
  • Advanced analytics
  • Resume version tracking
  • AI prompt optimization
  • Multi-tenant SaaS support

👨‍💻 Author

Aditya Bhosale

GitHub: https://github.com/AdityaBhosale22


⭐ If you found this project interesting, consider starring the repo!

About

DevApply is a production-style AI SaaS platform designed to help developers optimize resumes, generate job-specific applications, and evaluate job fit using AI-driven workflows.

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