Machine Learning

Expert guidance for creating Claude Code slash commands. Use when working with slash commands, creating custom commands, understanding command structure, or learning YAML configuration.

This skill empowers Claude to build AutoML pipelines using the automl-pipeline-builder plugin. It is triggered when the user requests the creation of an automated machine learning pipeline, specifies the use of AutoML techniques, or asks for assistance in automating the machine learning model building process. The skill analyzes the context, generates code for the ML task, includes data validation and error handling, provides performance metrics, and saves artifacts with documentation. Use this skill when the user explicitly asks to "build automl pipeline", "create automated ml pipeline", or needs help with "automating machine learning workflows".

Comprehensive frontend testing strategy encompassing component tests, visual regression, accessibility, and E2E testing for modern web applications using Vitest, React Testing Library, Playwright, and Storybook.Anchors:• Test-Driven Development: By Example (Kent Beck) / Apply: Red-Green-Refactor cycle / Purpose: Guide test-first development workflow• Testing Library Guiding Principles / Apply: Query priorities and user-centric testing / Purpose: Ensure tests resemble user behavior• WCAG 2.1 AA Standards / Apply: Automated accessibility testing / Purpose: Ensure inclusive UI componentsTrigger:Use when implementing or improving frontend tests, setting up test infrastructure, debugging failing tests, improving test coverage, or establishing testing best practices for React/Next.js applications.vitest, react testing library, playwright, storybook, component test, e2e test, visual regression, accessibility testing, test coverage, mock service worker

This skill assists with SOC2 audit preparation by automating tasks related to evidence gathering and documentation. It leverages the soc2-audit-helper plugin to generate reports, identify potential compliance gaps, and suggest remediation steps. Use this skill when the user requests help with "SOC2 audit", "compliance check", "security controls", "audit preparation", or "evidence gathering" related to SOC2. It streamlines the initial stages of SOC2 compliance, focusing on automated data collection and preliminary analysis.

C# XML documentation with on-demand Haiku→Expert Review→Final workflow. Flexible Korean/English language support. Use when documenting C# APIs, properties, methods, classes, and interfaces.

This skill trains machine learning models using automated workflows. It analyzes datasets, selects appropriate model types (classification, regression, etc.), configures training parameters, trains the model with cross-validation, generates performance metrics, and saves the trained model artifact. Use this skill when the user requests to "train" a model, needs to evaluate a dataset for machine learning purposes, or wants to optimize model performance. The skill supports common frameworks like scikit-learn.

Create or update index.html landing pages for Odoo modules following App Store restrictions and best practices

Define and validate data structures used throughout the static website, ensuring JavaScript modules and HTML templates work with consistent and well-defined data models. Use this skill when designing data shapes, creating type definitions, or documenting expected data properties.

This skill enables Claude to track and run regression tests, ensuring new changes don't break existing functionality. It is triggered when the user asks to "track regression", "run regression tests", or uses the shortcut "reg". The skill helps in maintaining code stability by identifying critical tests, automating their execution, and analyzing the impact of changes. It also provides insights into test history and identifies flaky tests. The skill uses the `regression-test-tracker` plugin.

Prepare a new release by updating CHANGELOG.md with changes since the last tag and bumping version numbers in pyproject.toml and ui/package.json

Generate interactive HTML dashboards and visualizations from LimaCharlie data using Jinja2 templates and D3.js charts. Creates professional, self-contained HTML reports with pie charts, bar charts, line graphs, gauges, sortable tables, and responsive layouts. Supports MSSP multi-tenant dashboards, single-org details, sensor health reports, detection analytics, and billing summaries. Integrates with reporting, sensor-health, and detection-engineering skills. Built with strict data accuracy guardrails - NEVER fabricates, estimates, or infers data. Use for "visual report", "dashboard", "HTML output", "interactive charts", "export HTML", "generate visualization", "graphical report".

This skill empowers Claude to perform regression analysis and modeling using the regression-analysis-tool plugin. It analyzes datasets, generates appropriate regression models (linear, polynomial, etc.), validates the models, and provides performance metrics. Use this skill when the user explicitly requests regression analysis, prediction based on data, or mentions terms like "linear regression," "polynomial regression," "regression model," or "predictive modeling." This skill is also helpful when the user needs to understand the relationship between variables in a dataset.

This skill enables Claude to validate application performance against defined budgets. It's useful for identifying performance regressions early in the development lifecycle. The skill is triggered when the user mentions "performance budget", "validate budget", "performance regression", or requests a check against performance metrics like "page load times", "bundle sizes", "API response times", or "Lighthouse scores". The plugin validates against predefined thresholds and alerts on violations. It is especially helpful in CI/CD pipelines to prevent performance degradation in production.

Create, validate, and work with Goose recipes - reusable AI agent configurations that package specific setups for tasks. Use when creating recipe.yaml/recipe.json files, configuring Goose extensions, parameters, retry logic, structured outputs, or debugging recipe validation errors.

Industry-specific guide for implementing Fullstory in gaming applications. Covers regulatory requirements (responsible gaming, KYC/AML), privacy controls for sensitive gaming data, deposit/withdrawal flows, player protection features, and self-exclusion compliance. Includes detailed examples for sportsbooks, casinos, poker, and lottery applications.

Generate Leaf templates (Views) for FOSMVVM WebApps. Use when creating HTML views that render ViewModels - both full-page templates and fragments for HTML-over-the-wire updates.

Code reviewer focusing on correctness, regressions, security, and test coverage - P0/P1/P2 severity

This skill enables Claude to manage environment configurations and secrets across different deployments using the environment-config-manager plugin. It is invoked when the user needs to generate, update, or retrieve configuration settings for various environments (e.g., development, staging, production). Use this skill when the user explicitly mentions "environment configuration," "secrets management," "deployment configuration," or asks to "generate config files". It helps streamline DevOps workflows by providing production-ready configurations based on best practices.

This skill trains machine learning models using automated workflows. It analyzes datasets, selects appropriate model types (classification, regression, etc.), configures training parameters, trains the model with cross-validation, generates performance metrics, and saves the trained model artifact. Use this skill when the user requests to "train" a model, needs to evaluate a dataset for machine learning purposes, or wants to optimize model performance. The skill supports common frameworks like scikit-learn.

Fixes RuboCop offenses systematically and safely. Use when the user wants to reduce RuboCop warnings, clean up .rubocop_todo.yml, fix linting errors, or improve code style compliance.