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Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks.

Analisa grupos de recursos do Azure e gera diagramas de arquitetura detalhados em Mermaid, mostrando as relações entre recursos individuais. Use para criar diagramas de arquitetura, visualizar e mapear a infraestrutura Azure.

Medication photo to personalised PGx dosage card via Claude vision — snap a pill, get genotype-informed guidance

Code quality dashboard. Wraps existing project tools (type checker, linter, test runner, dead code detector, shell linter), computes a weighted composite 0-10 score, and tracks trends over time. Use when: "health check", "code quality", "how healthy is the codebase", "run all checks", "quality score". (gstack)

Assesses and responds to incoming code review feedback on PRs (reviewer comments, requested changes), especially when suggestions are unclear, technically questionable, or scope-expanding. Use before implementing review suggestions to align on intent and keep changes minimal.

Assign pathogen lineages and track variants using Nextclade and pangolin for viral surveillance. Monitor variant prevalence and identify emerging variants of concern. Use when classifying viral sequences, tracking lineage dynamics, or monitoring for variants of concern.

Conjunto de ferramentas para criar artefatos HTML elaborados e multicomponentes para claude.ai, utilizando tecnologias web frontend modernas (React, Tailwind CSS, shadcn/ui). Use para artefatos complexos que exigem gerenciamento de estado, roteamento ou componentes shadcn/ui, e não para artefatos HTML/JSX simples de arquivo único.

Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization i

Acesse o Banco de Dados do Metaboloma Humano (mais de 220 mil metabólitos). Pesquise por nome, ID ou estrutura para recuperar propriedades químicas, dados de biomarcadores, espectros de RMN/EM e vias metabólicas para metabolômica e identificação.

Build tissue and condition-specific metabolic models using GIMME, iMAT, and INIT algorithms with expression data constraints. Create models that reflect cell-type specific metabolism. Use when building tissue-specific metabolic models or integrating transcriptomics with FBA.

Verify errors are handled gracefully with meaningful user feedback. Issues result in WARNINGS.

When the user wants to create SEO pages at scale using templates and data—including AI-assisted, grounded copy for per-URL differentiation (vs rigid mail-merge templates). Also use when the user mentions "programmatic SEO," "programmatic SEO pages," "template pages," "scale content," "location pages," "city pages," "comparison pages at scale," "X vs Y pages," "integration pages," "pages from data,