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Use when working with context management context save

Automate Outlook tasks via Rube MCP (Composio): emails, calendar, contacts, folders, attachments. Always search tools first for current schemas.

Remove sequencing adapters from FASTQ files using Cutadapt and Trimmomatic. Supports single-end and paired-end reads, Illumina TruSeq, Nextera, and custom adapter sequences. Use when FastQC shows adapter contamination or before alignment of short reads.

Build reproducible scientific documents, presentations, and websites with Quarto supporting R, Python, Julia, and Observable JS. Use when creating reproducible reports with Quarto.

Reads, writes, and converts molecular file formats (SMILES, SDF, MOL2, PDB) using RDKit and Open Babel. Handles structure parsing, canonicalization, and full standardization pipeline including sanitization, normalization, and tautomer canonicalization. Use when loading chemical libraries, converting formats, or preparing molecules for analysis.

Designs and builds ETL/ELT data pipelines. Takes data sources, destination, transformation requirements. Generates pipeline code (Python/SQL), scheduling config, error handling, monitoring setup, and data quality checks. Outputs data-pipeline-spec.md + implementation files.

As preferências e melhores práticas opinativas de Anthony Fu para o desenvolvimento web.

Kubernetes deployment workflow for container orchestration, Helm charts, service mesh, and production-ready K8s configurations.

Provides guidance on reducing Lambda cold start times through binary optimization, lazy initialization, and deployment strategies. Activates when users discuss cold starts or deployment configuration.

Domine os princípios de design de APIs REST e GraphQL para construir APIs intuitivas, escaláveis e de fácil manutenção que agradem aos desenvolvedores. Utilize ao projetar novas APIs, revisar especificações de API ou estabelecer padrões de design de API.

Gera esboços detalhados de capítulos para livros, incluindo cenas chave, progressão do enredo, arcos de personagens e temas. Use isso ao planejar a estrutura de um livro ou expandir ideias de histórias.

This skill should be used when the user asks to "diagnose context problems", "fix lost-in-middle issues", "debug agent failures", "understand context poisoning", or mentions context degradation, attention patterns, context clash, context confusion, or agent performance degradation. Provides patterns for recognizing and mitigating context failures.