Machine Learning

Generates comprehensive README.md files for Docker Compose projects by analyzing compose.yml and .env.example files. Use when user requests documentation for a docker-compose folder or asks to create/update README files for container services.

ALWAYS USE when working with dbt models, SQL transformations, tests, snapshots, or macros. MUST be loaded before editing any .sql files, dbt_project.yml, or profiles.yml. Enforces dbt owns SQL principle - never parse SQL in Python.

Automated Twitter bookmark processor with YAML-configurable categories and smart routing

Bayesian regression models including linear, logistic, Poisson, negative binomial, and robust regression with Stan and JAGS implementations.

Neural network training and deployment in Flow Nexus cloud. Use for distributed ML training, model inference, and neural network lifecycle management.

Generate valid XML sitemap files for websites with proper URL entries, priorities, change frequencies, and optional image/video extensions. Triggers on "create sitemap", "generate sitemap.xml", "XML sitemap for", "SEO sitemap".

Use when writing BigQuery queries, optimizing query performance, analyzing execution plans, or avoiding common SQL gotchas. Covers parameterized queries, UDFs, scripting, window functions (QUALIFY, ROW_NUMBER, RANK, LEAD/LAG), JSON functions, ARRAY/STRUCT operations, BigQuery-specific features (EXCEPT, REPLACE, SAFE_*), CTE re-execution issues, NOT IN with NULLs, DML performance, Standard vs Legacy SQL, and performance best practices.

Semantic image-text matching with CLIP and alternatives. Use for image search, zero-shot classification, similarity matching. NOT for counting objects, fine-grained classification (celebrities, car models), spatial reasoning, or compositional queries. Activate on "CLIP", "embeddings", "image similarity", "semantic search", "zero-shot classification", "image-text matching".

Reviews Kubernetes manifests for best practices, security, and homelab standards compliance. Use when reviewing YAML files, K8s manifests, Helm values, or ArgoCD applications.

Forensic, high-fidelity context handover for seamless continuation in a new chat. Produces a single Markdown transfer artifact plus reusable templates, preserving decisions, requirements, non-negotiables, and open loops without truncation by judgment. Not for code continuation unless explicitly stated.

Memory preservation for Claude Code sessions. Use when approaching token limits, needing to /reset or /compact, switching between complex tasks, or preserving critical session state before context loss. Creates comprehensive memory dumps at /tmp/total-recall containing current state, decisions, artifacts, and next steps for seamless context restoration.

This skill is used to verify Android features against acceptance criteria, catch regressions and define tests that reflect real device behaviour.

Guide for creating effective Claude Code skills with proper YAML frontmatter, directory structure, and best practices. Use when creating new skills, updating existing skills, or learning about skill development.

MLP Finanzberatung SE Corporate Design System combined with modern UI principles. Use when creating any UI, presentations, documents, or materials for MLP financial advisors. Ensures brand-compliant colors, typography, accessibility standards, consistent spacing (8px grid), and subbrand guidelines for medical professionals (MLP Med) and education (SOFE).

Define and use custom HTML elements. Use when creating new components, defining custom tags, or using project-specific elements beyond standard HTML5.

Master modern frontend web development with HTML5, CSS3, JavaScript, TypeScript, React, Vue, Angular, Next.js, UX Design, and Design Systems. Learn responsive design, accessibility, performance optimization, and professional development practices.

Adaptive resource allocation, predictive scaling with ML, capacity planning, circuit breakers, and performance profiling. Use for intelligent resource management, auto-scaling, and fault tolerance.

Comprehensive Vitest testing framework guide with strong emphasis on Jest-to-Vitest migration. Covers automated migration using codemods, configuration setup, API differences, best practices, and troubleshooting. Use when migrating from Jest, setting up Vitest, writing tests, configuring test environments, or resolving migration issues. Primary focus is seamless Jest migration with minimal code changes.

Validates Claude skill files for correct structure, YAML frontmatter, Python imports, naming conventions, and compliance with official documentation

Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.