code-generation Prompts
Feature Engineering Guide and Transformer
Generate a feature engineering pipeline with automated transformations, encoding strategies, and feature selection techniques tailored to your dataset type and ML task.
ML Model Evaluation and Comparison Framework
Generate a comprehensive model evaluation framework with cross-validation, metrics computation, statistical significance tests, and visual comparison dashboards for multiple ML models.
Data Visualization Chart Selector and Code Generator
Recommends the optimal chart type for your data and generates publication-ready visualization code with proper styling, annotations, and accessibility considerations.
Pandas Data Pipeline Builder
Generate complete pandas data pipelines with loading, cleaning, transformation, and export stages. Produces modular, well-documented Python code ready for production data workflows.
Code Complexity Analyzer and Simplifier
Analyzes code complexity using cyclomatic complexity, cognitive complexity, and nesting depth metrics, then refactors complex functions into simpler, more maintainable alternatives.
Error Handling Audit and Improvement
Audits your codebase for error handling gaps, inconsistent patterns, swallowed exceptions, and missing user feedback, then generates standardized error handling code.
Database Schema Review Checklist
Reviews database schema design for normalization issues, indexing gaps, relationship integrity, naming conventions, and migration safety with specific ALTER statements for improvements.
Accessibility Compliance Code Reviewer
Reviews frontend code for WCAG accessibility compliance, identifying aria attribute issues, keyboard navigation gaps, screen reader problems, and color contrast failures with fix code.
API Contract and Interface Reviewer
Reviews API designs for consistency, backward compatibility, naming conventions, error handling standards, and versioning strategy, generating a contract compliance report.
Test Coverage Analysis and Gap Finder
Analyzes existing test coverage to identify untested critical paths, missing edge cases, and test quality issues, then generates prioritized test cases with implementation code.
Tech Debt Assessment and Prioritization
Systematically identifies, categorizes, and prioritizes technical debt in your codebase with estimated remediation costs, business impact scores, and a phased paydown plan.
Architecture Review Template Generator
Generates a structured architecture review document that evaluates system design decisions, identifies coupling risks, assesses scalability, and recommends improvements with migration paths.