Dados e Análise

分析一段时间内健康数据的趋势和模式。关联药物、症状、生命体征、化验结果和其他健康指标的变化。识别令人担忧的趋势、改善情况，并提供数据驱动的洞察。当用户询问健康趋势、模式、随时间的变化或"我的健康状况有什么变化？"时使用。支持多维度分析（体重/BMI、症状、药物依从性、化验结果、情绪睡眠），相关性分析，变化检测，以及交互式HTML可视化报告（ECharts图表）。

Master modern SQL with cloud-native databases, OLTP/OLAP

gnomAD v4 population variant frequencies via GraphQL API. Allele counts and frequencies stratified by ancestry (AFR, AMR, EAS, NFE, SAS, FIN, ASJ, MID), gene-level constraint (pLI, LOEUF, missense z), and coverage. Identify rare or constrained variants. For clinical pathogenicity use clinvar-database; for GWAS use gwas-database.

Kusto Query Language authoring, debugging, optimization, translation, and tooling for Azure Monitor, Sentinel, ADX, and Application Insights. USE WHEN user mentions 'KQL', 'Kusto', 'Log Analytics query', 'Sentinel query', 'hunting query', 'ADX query', 'Application Insights query', 'translate SQL to KQL', 'Splunk to KQL', 'optimize query', 'KQL performance', '.kql file', 'detection rule', 'analytic

Create Mermaid diagrams for flowcharts, sequences, ERDs, and

Automatize operações de armazenamento em nuvem do Box, incluindo upload/download de arquivos, gerenciamento de pastas, compartilhamento, colaborações e consultas de metadados via Rube MCP (Composio). Sempre consulte as ferramentas primeiro para os esquemas atuais.

Compute HEIM diversity and equity metrics from VCF or ancestry data. Generates heterozygosity, FST, PCA plots, and a composite HEIM Equity Score with markdown reports.

Visualize copy number profiles, segments, allele-specific tracks, and cohort patterns from CNVkit, GATK, ASCAT, FACETS, Sequenza, and other callers. Covers genome-wide and per-chromosome log2 scatter plots, B-allele-frequency/minor-allele-fraction tracks, ideograms, cohort heatmaps, circos views, and caller-native plots. Use when creating publication CNV figures, choosing which plot answers a give

Selects informative features for biomarker discovery using Boruta all-relevant selection, mRMR minimum redundancy, and LASSO regularization. Use when identifying biomarkers from high-dimensional omics data.

When the user wants to create, optimize, or audit FAQ page content. Also use when the user mentions "FAQ page," "frequently asked questions," "help page," "Q&A page," "FAQ schema," "FAQ section," "common questions," "FAQ SEO," "accordion FAQ," "People Also Ask," "PAA," "People Also Search For," "PASF," or "FAQ rich results." For FAQ structured data markup, use schema-markup. For AI search visibili

Utilize para implementar recursos de autenticação como formulários de login/cadastro, gerenciamento de sessão, rotas protegidas e controle de acesso baseado em função.

Impute missing genotypes using reference panels with Beagle or Minimac4. Use when increasing variant density for GWAS, harmonizing data across genotyping platforms, or inferring variants not directly typed in array data.