MTS AI Software Factory Enterprise Studio

Sample Output — Microservices E-Commerce HLD

// Microservices E-Commerce Architecture - HLD
// Generated by MTS AI Software Architect

System Architecture:
[Client Layer]
├─ Web App (Next.js)
├─ Mobile App (React Native)
└─ Admin Dashboard
    │
[API Gateway Layer]
└─ Kong / NGINX
    ├─ Rate Limiting
    ├─ Load Balancing
    └─ SSL Termination
    │
[Service Layer]
├─ Auth Service → JWT, OAuth2, RBAC
├─ Product Service → CRUD, Search, Catalog
├─ Order Service → Cart, Checkout, Payments
├─ Inventory Service → Stock, Warehousing
├─ Notification Svc → Email, SMS, Push
└─ Analytics Service → Events, Reporting
    │
[Data Layer]
├─ PostgreSQL (per service)
├─ Redis (caching)
├─ RabbitMQ (events)
└─ S3 (file storage)

Communication: Event-Driven (RabbitMQ) + gRPC (sync)
Deployment: Kubernetes on AWS EKS
CI/CD: GitHub Actions → ArgoCD

Sample Output — FastAPI User Management

# Generated by MTS AI Code Generator
# FastAPI User Management with JWT Auth

from fastapi import FastAPI, Depends, HTTPException, status
from fastapi.security import OAuth2PasswordBearer
from sqlalchemy.orm import Session
from pydantic import BaseModel, EmailStr, validator
from passlib.context import CryptContext
from typing import Optional

app = FastAPI(title="User Management API", version="1.0.0")
pwd_context = CryptContext(schemes=["bcrypt"], deprecated="auto")
oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token")

class UserCreate(BaseModel):
    email: EmailStr
    password: str
    full_name: Optional[str] = None

    @validator('password')
    def validate_password(cls, v):
        if len(v) < 8:
            raise ValueError('Password must be 8+ chars')
        return v

@app.post("/api/v1/users", response_model=UserResponse, status_code=201)
async def create_user(user: UserCreate, db: Session = Depends(get_db)):
    if db.query(User).filter(User.email == user.email).first():
        raise HTTPException(400, "Email already registered")
    db_user = User(
        email=user.email,
        hashed_password=get_password_hash(user.password),
        full_name=user.full_name
    )
    db.add(db_user)
    db.commit()
    return db_user

Sample Findings

Before / After

@Stateless
public class UserBean {
  public User getUser(Long id) {
    EntityManager em = persistence.createEntityManager();
    return em.find(User.class, id);
  }
}

@Service
public class UserService {
  public Mono<User> getUser(Long id) {
    return userRepo.findById(id)
      .switchIfEmpty(Mono.error(404));
  }
}