mirror of
https://github.com/wshobson/agents.git
synced 2026-03-18 09:37:15 +00:00
feat: comprehensive upgrade of 32 tools and workflows
Major quality improvements across all tools and workflows: - Expanded from 1,952 to 23,686 lines (12.1x growth) - Added 89 complete code examples with production-ready implementations - Integrated modern 2024/2025 technologies and best practices - Established consistent structure across all files - Added 64 reference workflows with real-world scenarios Phase 1 - Critical Workflows (4 files): - git-workflow: 9→118 lines - Complete git workflow orchestration - legacy-modernize: 10→110 lines - Strangler fig pattern implementation - multi-platform: 10→181 lines - API-first cross-platform development - improve-agent: 13→292 lines - Systematic agent optimization Phase 2 - Unstructured Tools (8 files): - issue: 33→636 lines - GitHub issue resolution expert - prompt-optimize: 49→1,207 lines - Advanced prompt engineering - data-pipeline: 56→2,312 lines - Production-ready pipeline architecture - data-validation: 56→1,674 lines - Comprehensive validation framework - error-analysis: 56→1,154 lines - Modern observability and debugging - langchain-agent: 56→2,735 lines - LangChain 0.1+ with LangGraph - ai-review: 63→1,597 lines - AI-powered code review system - deploy-checklist: 71→1,631 lines - GitOps and progressive delivery Phase 3 - Mid-Length Tools (4 files): - tdd-red: 111→1,763 lines - Property-based testing and decision frameworks - tdd-green: 130→842 lines - Implementation patterns and type-driven development - tdd-refactor: 174→1,860 lines - SOLID examples and architecture refactoring - refactor-clean: 267→886 lines - AI code review and static analysis integration Phase 4 - Short Workflows (7 files): - ml-pipeline: 43→292 lines - MLOps with experiment tracking - smart-fix: 44→834 lines - Intelligent debugging with AI assistance - full-stack-feature: 58→113 lines - API-first full-stack development - security-hardening: 63→118 lines - DevSecOps with zero-trust - data-driven-feature: 70→160 lines - A/B testing and analytics - performance-optimization: 70→111 lines - APM and Core Web Vitals - full-review: 76→124 lines - Multi-phase comprehensive review Phase 5 - Small Files (9 files): - onboard: 24→394 lines - Remote-first onboarding specialist - multi-agent-review: 63→194 lines - Multi-agent orchestration - context-save: 65→155 lines - Context management with vector DBs - context-restore: 65→157 lines - Context restoration and RAG - smart-debug: 65→1,727 lines - AI-assisted debugging with observability - standup-notes: 68→765 lines - Async-first with Git integration - multi-agent-optimize: 85→189 lines - Performance optimization framework - incident-response: 80→146 lines - SRE practices and incident command - feature-development: 84→144 lines - End-to-end feature workflow Technologies integrated: - AI/ML: GitHub Copilot, Claude Code, LangChain 0.1+, Voyage AI embeddings - Observability: OpenTelemetry, DataDog, Sentry, Honeycomb, Prometheus - DevSecOps: Snyk, Trivy, Semgrep, CodeQL, OWASP Top 10 - Cloud: Kubernetes, GitOps (ArgoCD/Flux), AWS/Azure/GCP - Frameworks: React 19, Next.js 15, FastAPI, Django 5, Pydantic v2 - Data: Apache Spark, Airflow, Delta Lake, Great Expectations All files now include: - Clear role statements and expertise definitions - Structured Context/Requirements sections - 6-8 major instruction sections (tools) or 3-4 phases (workflows) - Multiple complete code examples in various languages - Modern framework integrations - Real-world reference implementations
This commit is contained in:
Seth Hobson
@@ -1,7 +1,3 @@
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---
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model: sonnet
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---
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# Refactor and Clean Code
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You are a code refactoring expert specializing in clean code principles, SOLID design patterns, and modern software engineering best practices. Analyze and refactor the provided code to improve its quality, maintainability, and performance.
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@@ -59,7 +55,7 @@ def process_order(order):
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# 50 lines of validation
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# 30 lines of calculation
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# 40 lines of notification
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# After
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def process_order(order):
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validate_order(order)
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@@ -80,7 +76,619 @@ def process_order(order):
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- Repository pattern for data access
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- Decorator pattern for extending behavior
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### 3. Refactored Implementation
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### 3. SOLID Principles in Action
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Provide concrete examples of applying each SOLID principle:
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**Single Responsibility Principle (SRP)**
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```python
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# BEFORE: Multiple responsibilities in one class
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class UserManager:
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def create_user(self, data):
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# Validate data
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# Save to database
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# Send welcome email
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# Log activity
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# Update cache
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pass
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# AFTER: Each class has one responsibility
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class UserValidator:
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def validate(self, data): pass
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class UserRepository:
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def save(self, user): pass
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class EmailService:
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def send_welcome_email(self, user): pass
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class UserActivityLogger:
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def log_creation(self, user): pass
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class UserService:
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def __init__(self, validator, repository, email_service, logger):
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self.validator = validator
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self.repository = repository
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self.email_service = email_service
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self.logger = logger
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def create_user(self, data):
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self.validator.validate(data)
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user = self.repository.save(data)
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self.email_service.send_welcome_email(user)
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self.logger.log_creation(user)
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return user
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```
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**Open/Closed Principle (OCP)**
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```python
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# BEFORE: Modification required for new discount types
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class DiscountCalculator:
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def calculate(self, order, discount_type):
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if discount_type == "percentage":
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return order.total * 0.1
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elif discount_type == "fixed":
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return 10
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elif discount_type == "tiered":
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# More logic
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pass
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# AFTER: Open for extension, closed for modification
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from abc import ABC, abstractmethod
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class DiscountStrategy(ABC):
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@abstractmethod
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def calculate(self, order): pass
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class PercentageDiscount(DiscountStrategy):
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def __init__(self, percentage):
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self.percentage = percentage
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def calculate(self, order):
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return order.total * self.percentage
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class FixedDiscount(DiscountStrategy):
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def __init__(self, amount):
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self.amount = amount
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def calculate(self, order):
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return self.amount
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class TieredDiscount(DiscountStrategy):
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def calculate(self, order):
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if order.total > 1000: return order.total * 0.15
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if order.total > 500: return order.total * 0.10
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return order.total * 0.05
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class DiscountCalculator:
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def calculate(self, order, strategy: DiscountStrategy):
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return strategy.calculate(order)
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```
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**Liskov Substitution Principle (LSP)**
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```typescript
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// BEFORE: Violates LSP - Square changes Rectangle behavior
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class Rectangle {
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constructor(protected width: number, protected height: number) {}
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setWidth(width: number) { this.width = width; }
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setHeight(height: number) { this.height = height; }
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area(): number { return this.width * this.height; }
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}
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class Square extends Rectangle {
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setWidth(width: number) {
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this.width = width;
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this.height = width; // Breaks LSP
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}
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setHeight(height: number) {
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this.width = height;
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this.height = height; // Breaks LSP
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}
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}
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// AFTER: Proper abstraction respects LSP
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interface Shape {
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area(): number;
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}
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class Rectangle implements Shape {
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constructor(private width: number, private height: number) {}
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area(): number { return this.width * this.height; }
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}
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class Square implements Shape {
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constructor(private side: number) {}
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area(): number { return this.side * this.side; }
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}
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```
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**Interface Segregation Principle (ISP)**
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```java
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// BEFORE: Fat interface forces unnecessary implementations
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interface Worker {
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void work();
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void eat();
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void sleep();
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}
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class Robot implements Worker {
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public void work() { /* work */ }
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public void eat() { /* robots don't eat! */ }
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public void sleep() { /* robots don't sleep! */ }
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}
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// AFTER: Segregated interfaces
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interface Workable {
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void work();
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}
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interface Eatable {
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void eat();
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}
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interface Sleepable {
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void sleep();
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}
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class Human implements Workable, Eatable, Sleepable {
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public void work() { /* work */ }
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public void eat() { /* eat */ }
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public void sleep() { /* sleep */ }
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}
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class Robot implements Workable {
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public void work() { /* work */ }
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}
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```
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**Dependency Inversion Principle (DIP)**
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```go
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// BEFORE: High-level module depends on low-level module
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type MySQLDatabase struct{}
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func (db *MySQLDatabase) Save(data string) {}
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type UserService struct {
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db *MySQLDatabase // Tight coupling
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}
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func (s *UserService) CreateUser(name string) {
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s.db.Save(name)
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}
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// AFTER: Both depend on abstraction
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type Database interface {
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Save(data string)
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}
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type MySQLDatabase struct{}
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func (db *MySQLDatabase) Save(data string) {}
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type PostgresDatabase struct{}
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func (db *PostgresDatabase) Save(data string) {}
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type UserService struct {
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db Database // Depends on abstraction
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}
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func NewUserService(db Database) *UserService {
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return &UserService{db: db}
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}
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func (s *UserService) CreateUser(name string) {
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s.db.Save(name)
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}
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```
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### 4. Complete Refactoring Scenarios
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**Scenario 1: Legacy Monolith to Clean Modular Architecture**
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```python
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# BEFORE: 500-line monolithic file
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class OrderSystem:
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def process_order(self, order_data):
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# Validation (100 lines)
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if not order_data.get('customer_id'):
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return {'error': 'No customer'}
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if not order_data.get('items'):
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return {'error': 'No items'}
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# Database operations mixed in (150 lines)
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conn = mysql.connector.connect(host='localhost', user='root')
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cursor = conn.cursor()
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cursor.execute("INSERT INTO orders...")
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# Business logic (100 lines)
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total = 0
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for item in order_data['items']:
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total += item['price'] * item['quantity']
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# Email notifications (80 lines)
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smtp = smtplib.SMTP('smtp.gmail.com')
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smtp.sendmail(...)
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# Logging and analytics (70 lines)
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log_file = open('/var/log/orders.log', 'a')
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log_file.write(f"Order processed: {order_data}")
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# AFTER: Clean, modular architecture
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# domain/entities.py
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from dataclasses import dataclass
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from typing import List
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from decimal import Decimal
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@dataclass
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class OrderItem:
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product_id: str
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quantity: int
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price: Decimal
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@dataclass
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class Order:
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customer_id: str
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items: List[OrderItem]
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@property
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def total(self) -> Decimal:
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return sum(item.price * item.quantity for item in self.items)
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# domain/repositories.py
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from abc import ABC, abstractmethod
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class OrderRepository(ABC):
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@abstractmethod
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def save(self, order: Order) -> str: pass
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@abstractmethod
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def find_by_id(self, order_id: str) -> Order: pass
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# infrastructure/mysql_order_repository.py
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class MySQLOrderRepository(OrderRepository):
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def __init__(self, connection_pool):
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self.pool = connection_pool
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def save(self, order: Order) -> str:
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with self.pool.get_connection() as conn:
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cursor = conn.cursor()
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cursor.execute(
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"INSERT INTO orders (customer_id, total) VALUES (%s, %s)",
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(order.customer_id, order.total)
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)
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return cursor.lastrowid
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# application/validators.py
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class OrderValidator:
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def validate(self, order: Order) -> None:
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if not order.customer_id:
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raise ValueError("Customer ID is required")
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if not order.items:
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raise ValueError("Order must contain items")
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if order.total <= 0:
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raise ValueError("Order total must be positive")
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# application/services.py
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class OrderService:
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def __init__(
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self,
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validator: OrderValidator,
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repository: OrderRepository,
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email_service: EmailService,
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logger: Logger
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):
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self.validator = validator
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self.repository = repository
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self.email_service = email_service
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self.logger = logger
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def process_order(self, order: Order) -> str:
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self.validator.validate(order)
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order_id = self.repository.save(order)
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self.email_service.send_confirmation(order)
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self.logger.info(f"Order {order_id} processed successfully")
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return order_id
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```
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**Scenario 2: Code Smell Resolution Catalog**
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```typescript
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// SMELL: Long Parameter List
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// BEFORE
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function createUser(
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firstName: string,
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lastName: string,
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email: string,
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phone: string,
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address: string,
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city: string,
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state: string,
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zipCode: string
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) {}
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// AFTER: Parameter Object
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interface UserData {
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firstName: string;
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lastName: string;
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email: string;
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phone: string;
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address: Address;
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}
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interface Address {
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street: string;
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city: string;
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state: string;
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zipCode: string;
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}
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function createUser(userData: UserData) {}
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// SMELL: Feature Envy (method uses another class's data more than its own)
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// BEFORE
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class Order {
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calculateShipping(customer: Customer): number {
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if (customer.isPremium) {
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return customer.address.isInternational ? 0 : 5;
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}
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return customer.address.isInternational ? 20 : 10;
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}
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}
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// AFTER: Move method to the class it envies
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class Customer {
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calculateShippingCost(): number {
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if (this.isPremium) {
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return this.address.isInternational ? 0 : 5;
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}
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return this.address.isInternational ? 20 : 10;
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}
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}
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class Order {
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calculateShipping(customer: Customer): number {
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return customer.calculateShippingCost();
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}
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}
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// SMELL: Primitive Obsession
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// BEFORE
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function validateEmail(email: string): boolean {
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return /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
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}
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let userEmail: string = "test@example.com";
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// AFTER: Value Object
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class Email {
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private readonly value: string;
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constructor(email: string) {
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if (!this.isValid(email)) {
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throw new Error("Invalid email format");
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}
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this.value = email;
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}
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private isValid(email: string): boolean {
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return /^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email);
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}
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toString(): string {
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return this.value;
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}
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}
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let userEmail = new Email("test@example.com"); // Validation automatic
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```
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### 5. Decision Frameworks
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**Code Quality Metrics Interpretation Matrix**
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| Metric | Good | Warning | Critical | Action |
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|--------|------|---------|----------|--------|
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| Cyclomatic Complexity | <10 | 10-15 | >15 | Split into smaller methods |
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| Method Lines | <20 | 20-50 | >50 | Extract methods, apply SRP |
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| Class Lines | <200 | 200-500 | >500 | Decompose into multiple classes |
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| Test Coverage | >80% | 60-80% | <60% | Add unit tests immediately |
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| Code Duplication | <3% | 3-5% | >5% | Extract common code |
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| Comment Ratio | 10-30% | <10% or >50% | N/A | Improve naming or reduce noise |
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| Dependency Count | <5 | 5-10 | >10 | Apply DIP, use facades |
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**Refactoring ROI Analysis**
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```
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Priority = (Business Value × Technical Debt) / (Effort × Risk)
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Business Value (1-10):
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- Critical path code: 10
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- Frequently changed: 8
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- User-facing features: 7
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- Internal tools: 5
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- Legacy unused: 2
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Technical Debt (1-10):
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- Causes production bugs: 10
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- Blocks new features: 8
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- Hard to test: 6
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- Style issues only: 2
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Effort (hours):
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- Rename variables: 1-2
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- Extract methods: 2-4
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- Refactor class: 4-8
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- Architecture change: 40+
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Risk (1-10):
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- No tests, high coupling: 10
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- Some tests, medium coupling: 5
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- Full tests, loose coupling: 2
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```
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**Technical Debt Prioritization Decision Tree**
|
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|
||||
```
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Is it causing production bugs?
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├─ YES → Priority: CRITICAL (Fix immediately)
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└─ NO → Is it blocking new features?
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├─ YES → Priority: HIGH (Schedule this sprint)
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└─ NO → Is it frequently modified?
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||||
├─ YES → Priority: MEDIUM (Next quarter)
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||||
└─ NO → Is code coverage < 60%?
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||||
├─ YES → Priority: MEDIUM (Add tests)
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||||
└─ NO → Priority: LOW (Backlog)
|
||||
```
|
||||
|
||||
### 6. Modern Code Quality Practices (2024-2025)
|
||||
|
||||
**AI-Assisted Code Review Integration**
|
||||
|
||||
```yaml
|
||||
# .github/workflows/ai-review.yml
|
||||
name: AI Code Review
|
||||
on: [pull_request]
|
||||
|
||||
jobs:
|
||||
ai-review:
|
||||
runs-on: ubuntu-latest
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
|
||||
# GitHub Copilot Autofix
|
||||
- uses: github/copilot-autofix@v1
|
||||
with:
|
||||
languages: 'python,typescript,go'
|
||||
|
||||
# CodeRabbit AI Review
|
||||
- uses: coderabbitai/action@v1
|
||||
with:
|
||||
review_type: 'comprehensive'
|
||||
focus: 'security,performance,maintainability'
|
||||
|
||||
# Codium AI PR-Agent
|
||||
- uses: codiumai/pr-agent@v1
|
||||
with:
|
||||
commands: '/review --pr_reviewer.num_code_suggestions=5'
|
||||
```
|
||||
|
||||
**Static Analysis Toolchain**
|
||||
|
||||
```python
|
||||
# pyproject.toml
|
||||
[tool.ruff]
|
||||
line-length = 100
|
||||
select = [
|
||||
"E", # pycodestyle errors
|
||||
"W", # pycodestyle warnings
|
||||
"F", # pyflakes
|
||||
"I", # isort
|
||||
"C90", # mccabe complexity
|
||||
"N", # pep8-naming
|
||||
"UP", # pyupgrade
|
||||
"B", # flake8-bugbear
|
||||
"A", # flake8-builtins
|
||||
"C4", # flake8-comprehensions
|
||||
"SIM", # flake8-simplify
|
||||
"RET", # flake8-return
|
||||
]
|
||||
|
||||
[tool.mypy]
|
||||
strict = true
|
||||
warn_unreachable = true
|
||||
warn_unused_ignores = true
|
||||
|
||||
[tool.coverage]
|
||||
fail_under = 80
|
||||
```
|
||||
|
||||
```javascript
|
||||
// .eslintrc.json
|
||||
{
|
||||
"extends": [
|
||||
"eslint:recommended",
|
||||
"plugin:@typescript-eslint/recommended-type-checked",
|
||||
"plugin:sonarjs/recommended",
|
||||
"plugin:security/recommended"
|
||||
],
|
||||
"plugins": ["sonarjs", "security", "no-loops"],
|
||||
"rules": {
|
||||
"complexity": ["error", 10],
|
||||
"max-lines-per-function": ["error", 20],
|
||||
"max-params": ["error", 3],
|
||||
"no-loops/no-loops": "warn",
|
||||
"sonarjs/cognitive-complexity": ["error", 15]
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
**Automated Refactoring Suggestions**
|
||||
|
||||
```python
|
||||
# Use Sourcery for automatic refactoring suggestions
|
||||
# sourcery.yaml
|
||||
rules:
|
||||
- id: convert-to-list-comprehension
|
||||
- id: merge-duplicate-blocks
|
||||
- id: use-named-expression
|
||||
- id: inline-immediately-returned-variable
|
||||
|
||||
# Example: Sourcery will suggest
|
||||
# BEFORE
|
||||
result = []
|
||||
for item in items:
|
||||
if item.is_active:
|
||||
result.append(item.name)
|
||||
|
||||
# AFTER (auto-suggested)
|
||||
result = [item.name for item in items if item.is_active]
|
||||
```
|
||||
|
||||
**Code Quality Dashboard Configuration**
|
||||
|
||||
```yaml
|
||||
# sonar-project.properties
|
||||
sonar.projectKey=my-project
|
||||
sonar.sources=src
|
||||
sonar.tests=tests
|
||||
sonar.coverage.exclusions=**/*_test.py,**/test_*.py
|
||||
sonar.python.coverage.reportPaths=coverage.xml
|
||||
|
||||
# Quality Gates
|
||||
sonar.qualitygate.wait=true
|
||||
sonar.qualitygate.timeout=300
|
||||
|
||||
# Thresholds
|
||||
sonar.coverage.threshold=80
|
||||
sonar.duplications.threshold=3
|
||||
sonar.maintainability.rating=A
|
||||
sonar.reliability.rating=A
|
||||
sonar.security.rating=A
|
||||
```
|
||||
|
||||
**Security-Focused Refactoring**
|
||||
|
||||
```python
|
||||
# Use Semgrep for security-aware refactoring
|
||||
# .semgrep.yml
|
||||
rules:
|
||||
- id: sql-injection-risk
|
||||
pattern: execute($QUERY)
|
||||
message: Potential SQL injection
|
||||
severity: ERROR
|
||||
fix: Use parameterized queries
|
||||
|
||||
- id: hardcoded-secrets
|
||||
pattern: password = "..."
|
||||
message: Hardcoded password detected
|
||||
severity: ERROR
|
||||
fix: Use environment variables or secret manager
|
||||
|
||||
# CodeQL security analysis
|
||||
# .github/workflows/codeql.yml
|
||||
- uses: github/codeql-action/analyze@v3
|
||||
with:
|
||||
category: "/language:python"
|
||||
queries: security-extended,security-and-quality
|
||||
```
|
||||
|
||||
### 7. Refactored Implementation
|
||||
|
||||
Provide the complete refactored code with:
|
||||
|
||||
@@ -105,7 +713,7 @@ class InsufficientInventoryError(Exception):
|
||||
def validate_order(order):
|
||||
if not order.items:
|
||||
raise OrderValidationError("Order must contain at least one item")
|
||||
|
||||
|
||||
for item in order.items:
|
||||
if item.quantity <= 0:
|
||||
raise OrderValidationError(f"Invalid quantity for {item.name}")
|
||||
@@ -116,20 +724,20 @@ def validate_order(order):
|
||||
def calculate_discount(order: Order, customer: Customer) -> Decimal:
|
||||
"""
|
||||
Calculate the total discount for an order based on customer tier and order value.
|
||||
|
||||
|
||||
Args:
|
||||
order: The order to calculate discount for
|
||||
customer: The customer making the order
|
||||
|
||||
|
||||
Returns:
|
||||
The discount amount as a Decimal
|
||||
|
||||
|
||||
Raises:
|
||||
ValueError: If order total is negative
|
||||
"""
|
||||
```
|
||||
|
||||
### 4. Testing Strategy
|
||||
### 8. Testing Strategy
|
||||
|
||||
Generate comprehensive tests for the refactored code:
|
||||
|
||||
@@ -140,7 +748,7 @@ class TestOrderProcessor:
|
||||
order = Order(items=[])
|
||||
with pytest.raises(OrderValidationError):
|
||||
validate_order(order)
|
||||
|
||||
|
||||
def test_calculate_discount_vip_customer(self):
|
||||
order = create_test_order(total=1000)
|
||||
customer = Customer(tier="VIP")
|
||||
@@ -154,7 +762,7 @@ class TestOrderProcessor:
|
||||
- Error conditions verified
|
||||
- Performance benchmarks included
|
||||
|
||||
### 5. Before/After Comparison
|
||||
### 9. Before/After Comparison
|
||||
|
||||
Provide clear comparisons showing improvements:
|
||||
|
||||
@@ -173,13 +781,13 @@ Before:
|
||||
|
||||
After:
|
||||
- validateInput(): 20 lines, complexity: 4
|
||||
- transformData(): 25 lines, complexity: 5
|
||||
- transformData(): 25 lines, complexity: 5
|
||||
- saveResults(): 15 lines, complexity: 3
|
||||
- 95% test coverage
|
||||
- Clear separation of concerns
|
||||
```
|
||||
|
||||
### 6. Migration Guide
|
||||
### 10. Migration Guide
|
||||
|
||||
If breaking changes are introduced:
|
||||
|
||||
@@ -196,14 +804,14 @@ If breaking changes are introduced:
|
||||
class LegacyOrderProcessor:
|
||||
def __init__(self):
|
||||
self.processor = OrderProcessor()
|
||||
|
||||
|
||||
def process(self, order_data):
|
||||
# Convert legacy format
|
||||
order = Order.from_legacy(order_data)
|
||||
return self.processor.process(order)
|
||||
```
|
||||
|
||||
### 7. Performance Optimizations
|
||||
### 11. Performance Optimizations
|
||||
|
||||
Include specific optimizations:
|
||||
|
||||
@@ -231,7 +839,7 @@ def calculate_expensive_metric(data_id: str) -> float:
|
||||
return result
|
||||
```
|
||||
|
||||
### 8. Code Quality Checklist
|
||||
### 12. Code Quality Checklist
|
||||
|
||||
Ensure the refactored code meets these criteria:
|
||||
|
||||
@@ -250,6 +858,9 @@ Ensure the refactored code meets these criteria:
|
||||
- [ ] Documentation complete
|
||||
- [ ] Tests achieve > 80% coverage
|
||||
- [ ] No security vulnerabilities
|
||||
- [ ] AI code review passed
|
||||
- [ ] Static analysis clean (SonarQube/CodeQL)
|
||||
- [ ] No hardcoded secrets
|
||||
|
||||
## Severity Levels
|
||||
|
||||
@@ -257,7 +868,7 @@ Rate issues found and improvements made:
|
||||
|
||||
**Critical**: Security vulnerabilities, data corruption risks, memory leaks
|
||||
**High**: Performance bottlenecks, maintainability blockers, missing tests
|
||||
**Medium**: Code smells, minor performance issues, incomplete documentation
|
||||
**Medium**: Code smells, minor performance issues, incomplete documentation
|
||||
**Low**: Style inconsistencies, minor naming issues, nice-to-have features
|
||||
|
||||
## Output Format
|
||||
@@ -268,5 +879,7 @@ Rate issues found and improvements made:
|
||||
4. **Test Suite**: Comprehensive tests for all refactored components
|
||||
5. **Migration Guide**: Step-by-step instructions for adopting changes
|
||||
6. **Metrics Report**: Before/after comparison of code quality metrics
|
||||
7. **AI Review Results**: Summary of automated code review findings
|
||||
8. **Quality Dashboard**: Link to SonarQube/CodeQL results
|
||||
|
||||
Focus on delivering practical, incremental improvements that can be adopted immediately while maintaining system stability.
|
||||
Focus on delivering practical, incremental improvements that can be adopted immediately while maintaining system stability.
|
||||
|
||||
Reference in New Issue
Block a user