Dados e Análise

When the user wants to optimize for mobile-first indexing or fix mobile usability. Also use when the user mentions "mobile-friendly," "mobile-first indexing," "mobile SEO," "responsive design," "mobile adaptation," "mobile viewport," "viewport meta," "touch targets," "font size mobile," "AMP," or "Accelerated Mobile Pages." For viewport meta, use page-metadata.

Um wrapper Pythonic para RDKit, oferecendo uma interface simplificada e padrões sensatos para tarefas padrão de descoberta de medicamentos, como análise de SMILES, padronização, descritores, impressões digitais, agrupamento, conformadores 3D e processamento paralelo. Ele retorna objetos nativos rdkit.Chem.Mol, sendo o uso direto do RDKit recomendado para controle avançado.

Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating model training and deployment workflows.

Cell type assignment from marker expression in IMC data. Covers manual gating, clustering, and automated classification approaches. Use when assigning cell types to segmented IMC cells based on protein marker expression or when phenotyping cells in multiplexed imaging data.

Discover genes associated with diseases and traits using GWAS data from the GWAS Catalog (500,000+ associations) and Open Targets Genetics (L2G predictions). Identifies genetic risk factors, prioritizes causal genes via locus-to-gene scoring, and assesses druggability. Use when asked to find genes associated with a disease or trait, discover genetic risk factors, translate GWAS signals to gene tar

Create UpSet plots to visualize set intersections as an alternative to Venn diagrams using UpSetR or upsetplot. Use when comparing overlapping gene sets, peak sets, or sample groups with more than 3 sets.

Digital pathology image processing toolkit for whole slide images (WSI). Use this skill when working with histopathology slides, processing H&E or IHC stained tissue images, extracting tiles from gigapixel pathology images, detecting tissue regions, segmenting tissue masks, or preparing datasets for computational pathology deep learning pipelines. Applies to WSI formats (SVS, TIFF, NDPI), tile-bas

Um guia completo de desenvolvimento backend para microsserviços Node.js/Express/TypeScript. Abrange arquitetura em camadas (rotas, controllers, services, repositories) e ferramentas como APIs Express, Prisma, Sentry, Zod, unifiedConfig e injeção de dependência.

Pydantic v2 patterns for validation and serialization. Use when creating schemas, validating data, or working with request/response models.

Guia completo de desenvolvimento Firebase para aplicações hospedadas no GCP, abrangendo operações do Firestore, Cloud Functions, CLI, emuladores, regras de segurança, autenticação, hospedagem e integração com GCP.

Serviços de Observabilidade do Azure, incluindo Azure Monitor, Application Insights, Log Analytics, Alertas e Pastas de Trabalho. Oferece métricas, APM, rastreamento distribuído, consultas KQL e relatórios interativos.

Security rules and behavioral guidelines for operating as Clawdstein in The Agent Flywheel Hub Discord server. This is a PUBLIC community server—apply strict data isolation.