數據與 AI

Run comprehensive validation and review checks including heading numbering, TODO/FIXME comments, Nextflow script conventions, orphaned files, admonition syntax, lesson structure, formatting, content accuracy, and teaching effectiveness. Use when validating, reviewing, or checking training materials quality, lesson quality, or before committing changes.

Automatically detect and prevent common Wheels framework errors before code is generated. This skill activates during ANY Wheels code generation (models, controllers, views, migrations) to validate patterns and prevent known issues. Scans for mixed arguments, query/array confusion, non-existent helpers, and database-specific SQL.

Build llm-mux binary and run locally for development/debugging

Generate TestBox BDD test specs for Wheels models, controllers, and integration tests. Use when creating tests for models (validations, associations), controllers (actions, filters), or integration workflows. Ensures comprehensive test coverage with proper setup/teardown and Wheels testing conventions.

Refactor Wheels code for better performance, security, and maintainability. Use when optimizing code, fixing anti-patterns, improving performance, or enhancing security. Provides refactoring patterns and best practices.

Generate Wheels ORM models with proper validations, associations, and methods. Use when the user wants to create or modify a Wheels model, add validations, define associations (hasMany, belongsTo, hasManyThrough), or implement custom model methods. Prevents common Wheels-specific errors like mixed argument styles and ensures proper CFML syntax.

Test llm-mux IR translator - cross-format API translation

Generate Wheels view templates with proper query handling, form helpers, and association display. Use when creating or modifying views, forms, layouts, or partials. Prevents common view errors like query/array confusion and incorrect form helper usage. Handles index views, show views, form views, and layouts with proper CFML syntax.

Generate email functionality including mailer controllers, email templates, and configuration. Use when sending emails, creating notifications, or implementing transactional emails. Ensures proper email structure, layouts, and testing.

Generate authentication system with user model, sessions controller, and password hashing. Use when implementing user authentication, login/logout, or session management. Provides secure authentication patterns and bcrypt support.

Generate Wheels view templates with proper query handling, form helpers, and association display. Use when creating or modifying views, forms, layouts, or partials. Prevents common view errors like query/array confusion and incorrect form helper usage. Handles index views, show views, form views, and layouts with proper CFML syntax.

Generate RESTful routes, nested routes, and custom routing patterns for Wheels applications. Use when defining URL structure, creating RESTful resources, or implementing custom route patterns. Ensures proper HTTP verb mapping and route constraints.

Generate TestBox BDD test specs for Wheels models, controllers, and integration tests. Use when creating tests for models (validations, associations), controllers (actions, filters), or integration workflows. Ensures comprehensive test coverage with proper setup/teardown and Wheels testing conventions.

Generate database-agnostic Wheels migrations for creating tables, altering schemas, and managing database changes. Use when creating or modifying database schema, adding tables, columns, indexes, or foreign keys. Prevents database-specific SQL and ensures cross-database compatibility.

Generate database-agnostic Wheels migrations for creating tables, altering schemas, and managing database changes. Use when creating or modifying database schema, adding tables, columns, indexes, or foreign keys. Prevents database-specific SQL and ensures cross-database compatibility.

Generate authentication system with user model, sessions controller, and password hashing. Use when implementing user authentication, login/logout, or session management. Provides secure authentication patterns and bcrypt support.

On-page SEO optimization techniques including keyword density, meta tags, heading structure, and readability. Use when optimizing existing content or validating new content against SEO requirements.

MANDATORY tracking protocol for multi-model validation. Creates structured tracking tables BEFORE launching models, tracks progress during execution, and ensures complete results presentation. Use when running 2+ external AI models in parallel. Trigger keywords - "multi-model", "parallel review", "external models", "consensus", "model tracking".

⚡ PRIMARY TOOL for: 'how does X work', 'find implementation of', 'trace data flow', 'where is X defined', 'audit integrations', 'find all usages'. Uses claudemem v0.3.0 AST with callers/callees analysis. GREP/FIND/GLOB ARE FORBIDDEN.

Interpret GA4 and GSC data with benchmarks, status indicators, and actionable insights