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Padrão de escrita de testes de backend da Allra. Use ao escrever código de teste, escolher auxiliares de teste, gerar dados de teste com Fixture Monkey ou verificar a cobertura de teste.

Production-ready patterns and best practices for MCP servers - architecture, security, performance, and maintenance

Corrects the gene-independent copy-number artifact in CRISPR-Cas9 screens (Aguirre 2016 / Munoz 2016 Cancer Discov) where amplified loci appear essential from DNA-damage burden of simultaneous cuts. Covers the p53-dependent G2-arrest mechanism, CRISPRcleanR (Iorio 2018) unsupervised pre-hoc correction, CERES (Meyers 2017) joint CN + gene-effect model, Chronos (Dempster 2021) DepMap-standard popula

De novo genome assembly from Oxford Nanopore or PacBio long reads using Flye and Canu. Produces highly contiguous assemblies suitable for complete bacterial genomes and resolving complex regions. Use when assembling genomes from ONT or PacBio reads.

Pattern for producing quality reflections after completing work. Required for all agent outputs.

Um proxy HTTPS interativo para testes de segurança de API, oferecendo interceptação, modificação e replay de tráfego. Suporta vários protocolos e inclui uma API Python para automação.

UX research and design toolkit for Senior UX Designer/Researcher including data-driven persona generation, journey mapping, usability testing frameworks, and research synthesis. Use for user research, persona creation, journey mapping, and design validation.

Comprehensive Polymarket skill covering prediction markets, API, trading, market data, and real-time WebSocket data streaming. Build applications with Polymarket services, monitor live trades, and integrate market predictions.

Quality control and normalization for metabolomics data. Covers QC-based correction, batch effect removal, and data transformation methods. Use when correcting technical variation in metabolomics data before statistical analysis.

Plan the UX and UI for a feature before writing code. Runs a structured discovery interview, then produces a design brief that guides implementation. Use during the planning phase to establish design direction, constraints, and strategy before any code is written.

Perform V(D)J alignment and clonotype assembly from TCR-seq or BCR-seq data using MiXCR. Use when processing raw immune repertoire sequencing data to identify clonotypes and their frequencies.

When the user wants to create, optimize, or structure legal pages (Privacy, Terms, etc.). Also use when the user mentions "privacy policy," "terms of service," "legal pages," "cookie policy," "terms and conditions," "legal footer," "legal section," "compliance pages," or "legal requirements." For Privacy Policy content, use privacy-page-generator. For Terms of Service, use terms-page-generator. Fo