Desenvolvimento

Write comprehensive tests following TDD and BDD principles

Generate QR codes with clean URLs, optional UTM parameters, captions, and print-safe exports. Use for single codes or batch campaign generation.

Adapts SDD for Codex while preserving Claude Code behavior. Use when working in Codex, setting up Codex compatibility, mapping Claude tools to Codex tools, or explaining how SDD should run outside Claude Code.

Resolves mismatches between an approved spec and implementation reality by proposing controlled spec changes before code or plan changes continue.

Git best practices for version control and collaboration

Plan and build MCP servers with agent-friendly tools, schemas, error handling, and evaluation. Use when creating or refactoring MCP integrations.

Performs architectural and quality code review checking coding standards, SOLID principles, architectural compliance, and common software issues. Use when reviewing a file or directory before merge, or when the user mentions code review, PR review, or quality check.

Systematic debugging approach for identifying and fixing issues

Provides machine learning engineering patterns for model training pipelines, feature engineering, experiment tracking, and model serving. Use when working with ML code or when the user mentions ML engineering, model training, or feature pipelines.

Scans the codebase for technical debt indicators, categorizes and prioritizes findings, and maintains a debt register with repayment recommendations. Use when assessing codebase health, planning refactoring, or when the user mentions technical debt or code quality.

Investiga bugs, testes falhando, falhas de build, problemas de desempenho e comportamentos inesperados com disciplina de causa raiz antes que qualquer correção seja proposta ou implementada.

Interactive Pinecone quickstart for new developers. Choose between two paths - Database (create an integrated index, upsert data, and query using Pinecone MCP + Python) or Assistant (create a Pinecone Assistant for document Q&A). Use when a user wants to get started with Pinecone for the first time or wants a guided tour of Pinecone's tools.