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Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and safety.

Master error handling patterns across languages including exceptions, Result types, error propagation, and graceful degradation to build resilient applications. Use when implementing error handling, designing APIs, or improving application reliability.

Use this skill at the end of any phase that changed SDLC artifacts to update the SDLC documentation tree — the artifact index, requirements traceability matrix, architecture manifest, changelog, and any user-facing docs affected by the change. Also trigger when the user says "update docs", "refresh the index", "regenerate the traceability matrix", or after a deployment completes.

Esta skill impõe uma saída estruturada rigorosa, forçando Claude a produzir dados em formatos exatos e legíveis por máquina, como JSON, YAML ou CSV, sem desvios ou violações de esquema. Ela valida a saída antes da entrega, ativando-se quando o usuário precisa de dados para serem analisados ou importados.

Avoid using any type in TypeScript. Use unknown, generics, or proper type definitions instead. Use when writing or reviewing TypeScript type annotations.

Audit file path references in plugins and skills. Trigger with "audit path references", "check file references", "find broken references", "path reference audit", "verify paths", or when you need to validate that all ./references in code actually exist in the skill/plugin. Three-phase audit: (1) SCAN all files for references, (2) VERIFY each exists, (3) REPORT issues. Generates inventory.json for

Enriquecimento de Gene Ontology e vias, incluindo estrutura GO, teste hipergeométrico/Fisher, ORA vs GSEA, FDR de Benjamini-Hochberg e padrões de API KEGG/Reactome.

Lead nurture orchestration - multi-track nurture design by intent stage, scoring, behavioral triggers, MQL→SQL handoff, and revival of cold leads. Use when: lead nurture, drip campaign, nurture track, lead scoring, MQL to SQL, lifecycle marketing, nurture sequence, behavioral trigger, lead revival, MQL handoff.

Compute SaaS LTV, CAC payback, and LTV/CAC ratio with multiple frameworks side by side (Skok basic, NDR-adjusted, AI-inference-adjusted, Sequoia contribution margin). Outputs a styled Excel workbook with verdict, sensitivity heatmap, and 36-month cohort projection. Use when the user says "/ltv-cac", "calculate LTV", "LTV CAC ratio", "is this business healthy", "unit economics", or "should I scale

Use when the user wants to set up, install, authenticate, or configure the Zilliz Cloud CLI and cluster context for the first time (one-shot onboarding).

Scaffolds the filesystem structure for a new agent skill: creates the directory layout, writes a starter SKILL.md, generates evals/evals.json, references/, scripts/, and assets/ as needed, and runs a discovery interview to capture name, purpose, and trigger phrases before writing any files. Use when the user says "create a new skill", "scaffold a skill", "generate a skill", "new skill setup", or "

Prefer left-to-right ascending comparisons with less-than operators over greater-than operators, so values read in number-line order. Use when writing or reviewing comparison or range-check expressions.