Desenvolvimento

Python linting with Ruff - an extremely fast linter written in Rust. Use when: (1) Standardizing code quality, (2) Fixing style warnings, (3) Enforcing rules in CI, (4) Replacing flake8/isort/pyupgrade/autoflake, (5) Configuring lint rules and suppressions.

Use when a project needs multi-perspective review — pre-launch audit, post-refactor check, inherited codebase assessment, or periodic health check. Dispatches parallel expert reviewer agents with persona framing.

Aplique a metodologia STRIDE para identificar ameaças sistematicamente. Utilize ao analisar a segurança de sistemas, conduzir sessões de modelagem de ameaças ou criar documentação de segurança.

IEEE Transactions on Information Theory 论文评审 Claude Code Skill | 六大评审维度 · 465+ 检查清单 · 中英双语 | Paper review tool with structured checklists and report templates

Use proactively after completing any task to suggest logical next steps. Also use when the user seems unsure what to do next, says "what now," "what else," "what should I do," "what's next," "continue," or pauses after a milestone. Anticipates what the user likely needs next based on context and proactively offers actionable suggestions.

Generate JUnit unit tests for a Java class with Mockito mocks and AssertJ assertions. Supports Spring Boot, Quarkus, and Micronaut with framework-appropriate mock patterns. Use when creating test coverage for a Java source file.

Integração de autenticação Clerk para Astro/Next.js. Utilize ao implementar autenticação, gerenciar middleware Clerk, testar com Playwright ou depurar problemas de autenticação.

Use when structuring a multi-session learning roadmap with milestones, gates, and pacing calibrated to learner level and goal.

When the user has PR review feedback to address, CI failures to fix, or wants to automatically resolve common PR issues. Use when the user says "fix the PR," "address review comments," "CI is failing," "fix the build," "autofix," "pr feedback," "resolve comments," "fix merge conflicts," or when a PR needs updates before merge. Reads the review comments, diagnoses issues, and applies fixes.

When starting or ending a work session, or when context files need maintenance. Use when the user says "boot up," "morning briefing," "end session," "session review," "what changed," "sync state," "kairos," "dream," "consolidate," "session start," or at the natural beginning/end of any significant work session. Implements structured session lifecycle with intelligent context loading, state diffing

Cleans up branch sprawl. Triggers: consolidate branches, clean up branches, stale branches, merge all branches.

Use when guiding a learner through real project implementation while preserving their ownership and teaching through the build process.