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Especialista em analisar a qualidade e eficácia dos componentes do Claude Code (agentes, skills, comandos, hooks). Assume que o componente já é tecnicamente válido e avalia a clareza da descrição, permissões de ferramentas, gatilhos de auto-invocação, segurança e usabilidade para fornecer pontuações de qualidade e sugestões de melhoria.

Implements nested cross-validation and stratified splits for unbiased model evaluation on biomedical datasets. Prevents data leakage and overfitting in biomarker discovery. Use when validating classifiers or optimizing hyperparameters on omics data.

Sync Claude Code skills to Codex CLI and Qwen Code via filesystem symlinks. One source of truth at ~/.claude/skills/, symlinked into ~/.codex/skills/ and ~/.qwen/skills/. Respects targets: frontmatter field.

MAGeCK (Model-based Analysis of Genome-wide CRISPR-Cas9 Knockout) for pooled CRISPR screen analysis. Covers count normalization, gene ranking, and pathway analysis. Use when identifying essential genes, drug targets, or resistance mechanisms from dropout or enrichment screens.

Creates, edits, and manages Obsidian vault content including notes, templates, daily notes, and dataview queries. Use when working with markdown files in an Obsidian vault, creating notes, writing templates, building dataview queries, or organizing knowledge management content.

Claude in Chrome - browser automation via the official Anthropic extension. Control your logged-in Chrome browser, automate workflows, fill forms, extract data, and run scheduled tasks.

Zero-build frontend development with CDN-loaded React, Tailwind CSS, and vanilla JavaScript. Use when building static web apps without bundlers, creating Leaflet maps, integrating Google Sheets as database, or developing browser extensions. Covers patterns from rosen-frontend, NJCIC map, and PocketLink projects.

Frontend development patterns for React, Next.js, state management, performance optimization, and UI best practices.

Wrapper for superpowers:brainstorming that recognizes parent workflow context. Use this INSTEAD of superpowers:brainstorming when invoked from /muggle-ai-teams Step 1C.

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

Scans a codebase for security vulnerabilities using CodeQL's interprocedural data flow and taint tracking analysis. Triggers on "run codeql", "codeql scan", "codeql analysis", "build codeql database", or "find vulnerabilities with codeql". Supports "run all" (security-and-quality + security-experimental suites) and "important only" (high-precision security findings) scan modes. Also handles creati

Low-level Python plotting for scientific figures: publication-quality line, scatter, bar, heatmap, contour, 3D; multi-panel layouts; fine control of every element. PNG/PDF/SVG export. Use seaborn for quick stats, plotly for interactive.