Machine Learning

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

Use this skill whenever the user wants to deploy, configure, or refine deployment of a Hono/TypeScript backend (or similar Worker) to Cloudflare Workers/Pages using Wrangler, including wrangler.toml, environments, bindings, and basic release workflows.

Create and execute git commit plans from YAML files - use when organizing changes into logical commits or when user wants help structuring their git history

Machine learning integration patterns for rRNA-Phylo covering three use cases - rRNA sequence classification (supervised learning with sklearn/PyTorch), multi-tree consensus (ensemble methods), and generative tree synthesis (GNNs/transformers). Includes feature engineering, model training, hyperparameter tuning, model serving, versioning, and evaluation metrics for bioinformatics ML workflows.

Big tech ML engineer to indie founder transition coach. Expert in idea validation, MVP development, marketing, monetization, and sustainable growth for ADHD entrepreneurs. Activate on 'entrepreneur', 'indie founder', 'startup', 'MVP', 'monetization', 'big tech to indie', 'ADHD business', 'app launch', 'side project'. NOT for neurotypical entrepreneurship, VC-backed startups, or traditional business consulting without ADHD context.

Expert guidance for researching, documenting, and integrating Model Context Protocol (MCP) servers and tools. Covers MCP architecture, server/client implementation patterns, tool discovery, integration workflows, security best practices, and multi-language SDK usage (Python, TypeScript, C#, Java, Rust). Enables seamless integration of MCP tools into Claude Code and AI applications.

Docker Compose configuration template and validation logic for MetaSaver monorepos. Includes 4 required standards (PostgreSQL service with project-prefixed env vars like RUGBYCRM_POSTGRES_USER or METASAVER_SILVER_POSTGRES_USER for multi-db, project-specific naming for containers and networks, volumes section, service health checks). Use when creating or auditing docker-compose.yml files.

Git から指定範囲のコミットを収集し、Quarto（reveal.js）でスライド（HTML/PDF）を生成する。 タスクID、コミット範囲、ブランチ間の差分など、柔軟な指定方法に対応。

Converts approved design documents into agent-executable XML subtasks. Use after a design doc is approved and ready for implementation.

Эксперт ML API. Используй для model serving, inference endpoints, FastAPI и ML deployment.

Create distinctive, production-grade frontend interfaces with high design quality. Use when the user asks to build web components, pages, artifacts, posters, or applications (websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

Convert JSONL (JSON Lines) files to human-readable YAML format with proper multiline string handling. Use this skill when users need to view or convert JSONL evaluation results, logs, or data exports into readable YAML format.

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

Semantic HTML, keyboard navigation, focus states, ARIA labels, skip links, and WCAG contrast requirements. Use when ensuring accessibility compliance, implementing keyboard navigation, or adding screen reader support.

Hierarchical clustering for nested data grouping

Manage Google Drive files and folders with full CRUD operations via Ruby scripts. Use for file storage operations, folder organization, sharing permissions, searching across Drive, and uploading/downloading files of any type. Works seamlessly with google-sheets and google-docs skills for complete Google Workspace integration.

Configure Karabiner-Elements keyboard remapping using Goku EDN syntax. Use when creating keybindings, layers, simlayers, app-specific shortcuts, or modifying karabiner.edn.

AI/ML APIs, LLM integration, and intelligent application patterns

Run automated accessibility tests on URLs or HTML content using axe-core engine to WCAG 2.2 AA standards, then format findings as standardized issue reports. Use this skill when users want to test website accessibility, find WCAG violations, audit pages for accessibility issues, check if sites are accessible, analyze HTML for accessibility problems, or create accessibility issue tickets. Triggers on requests like "test accessibility", "check for WCAG violations", "audit this URL", "is this page accessible", "find accessibility issues", or "write accessibility issues".

RAN mobility optimization with handover management, cognitive consciousness, and predictive mobility control for seamless user experience. Use when optimizing handover performance, managing mobility robustness, implementing predictive handover, or enabling intelligent mobility management in 5G networks.