A full-stack developer tool that analyzes source code and provides structured AI-generated feedback, improvement suggestions and review history.
- AI
- Code analysis
- Full Stack
- Application type
- JWT
- Authentication
- 10
- Free AI reviews
AI Code Review App is a full-stack developer tool that allows users to submit source code and receive AI-generated review feedback.
The application organizes feedback into a readable interface and stores previous reviews so users can return to earlier results.
It includes authentication, usage limits, review history, account settings and a structured backend service connected to an AI provider.
My contribution
Full product implementation
- Designing the dashboard and review experience
- Building the React and TypeScript frontend
- Creating Node.js and Express backend endpoints
- Implementing JWT authentication
- Integrating the OpenAI API
- Adding usage-limit logic
- Deploying frontend and backend services
01 · The problem
Manual code review can be slow and unavailable for individual developers
- Developers may not always have an available reviewer
- Small issues can be overlooked during implementation
- Unstructured feedback can be difficult to act on
- Previous reviews may become difficult to track
- AI usage requires limits and error handling
02 · The solution
A structured AI review workflow with saved history
- Code submission through a dedicated review interface
- AI-generated feedback and improvement suggestions
- Authenticated user accounts
- Saved review history
- Usage tracking and free-review limits
AI Code Analysis
Submitted code is analyzed and returned with structured feedback.
Secure Authentication
Users can register and sign in through a JWT-based authentication flow.
Review History
Previous AI reviews are stored and available through the user dashboard.
Usage Limits
Free users receive a limited number of AI-powered reviews.
Settings and Upgrade
Dedicated pages support account settings and future subscription plans.
Responsive Dashboard
The application remains usable across desktop and smaller screens.
Frontend
Backend
Database & Auth
AI & Deployment
Code Editor
User review request
Backend API
Validation and limits
AI Service
Code analysis
Review History
MongoDB storage
The prompt needed to return useful review sections instead of unpredictable free-form text.
- Designing prompts for structured technical feedback
- Integrating an external AI API with Node.js
- Building authenticated full-stack workflows
- Tracking usage limits in a database
- Creating review history and account pages
- Handling AI response and network errors
- Separating frontend, backend and service responsibilities
- Deploying an AI-enabled application
Explore the application
See how AI can support developer workflows
Try the deployed product, inspect the repository or explore my other AI projects.
