Dados e Análise

Implement a permanent cache-first strategy: check cache before hitting the DB, write to cache on first read, invalidate only when data changes. No TTL timeouts. Modeled on Play Framework's cache model. Use when asked to "add caching", "implement cache strategy", "cache DB results", or "reduce DB load".

Analytics and crash reporting with Firebase Analytics, Crashlytics, Sentry, or PostHog. Event tracking, user properties, screen views, crash reports, error logging. Plug-and-play provider architecture. Use when implementing analytics, crash reporting, or switching providers.

Explains machine learning predictions on omics data using SHAP values and LIME for feature attribution. Identifies which genes or features drive classifier decisions. Use when interpreting biomarker classifiers or understanding model predictions.

Estrutura de dados para matrizes anotadas em análise de célula única, para uso com arquivos .h5ad ou ao integrar com o ecossistema scverse. Esta skill foca no formato de dados.

Profile and explore datasets -- schema inference, distributions, missing values, outliers, correlations. Use when starting work with a new dataset or investigating data quality issues.

Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.

Peptide-spectrum matching and protein identification from MS/MS data. Use when identifying peptides from tandem mass spectra. Covers database searching, spectral library matching, and FDR estimation using target-decoy approaches.

Create interactive HTML plots with plotly and bokeh for exploratory data analysis and web-based sharing of omics visualizations. Use when building zoomable, hoverable plots for data exploration or web dashboards.

End-to-end copy number variant detection workflow from BAM files. Covers CNVkit analysis for exome/targeted sequencing with visualization and annotation. Use when detecting copy number alterations from sequencing data.

API key for MaxHub data APIs. Get one at https://www.aconfig.cn

Runs a land acquisition intelligence pipeline that scores and ranks parcels for any land use type: datacenters, warehouses, logistics hubs, industrial parks, solar farms, agricultural operations, mixed-use development, or custom criteria. Use when user asks to find land for any purpose, score parcels, scout land, identify plots, run site selection, or asks "find me land for X in Y area". Triggers

Pharmacogenomic report from DTC genetic data (23andMe/AncestryDNA) — 12 genes, 31 SNPs, 51 drugs