重构
代码重组与优化
full-output-enforcement
paulbryantbaker-art
Overrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly. Apply to any task requiring exhaustive, unabridged output.
data-quality
masterkram
Diagnose and fix data quality problems in datasets. Use when working with dirty data, finding duplicates, handling missing values, detecting outliers/anomalies, validating constraints (functional dependencies, referential integrity), profiling datasets, or cleaning data for analysis or ML. Covers the full data quality lifecycle - define, detect, clean, measure.
clean-code-principles
hakenshi
Comprehensive guide to Clean Code, SOLID principles, Design Patterns (GoF), GRASP, DDD, Clean Architecture, Code Smells, Refactoring techniques, and best practices from classic software engineering books. Use when writing, reviewing, or refactoring code; designing architectures; performing code reviews; or learning software engineering principles.
token-saver
RubenAQuispe
"Token optimization dashboard with two sections - (1) Workspace file compression for ALL .md files in context, (2) AI model audit that detects current models and suggests cheaper alternatives. Shows \"possible savings\" until optimizations are applied. Triggers on \"optimize tokens\", \"reduce AI costs\", \"model audit\", \"save money on AI\"."
docs-simplify
huguangju
Simplify technical/product documentation without changing meaning, keeping structure and key terms intact
test-driven-development
Viqto0r
Use when writing or changing behaviour that can be tested — a bug fix, a new function, a parser, a formatter. Write the failing test first, watch it fail, then make it pass. Prevents tests that only pass because they were written against the finished code.
slop-remover
victor-teles
Remove AI-generated code slop and clean up code style
test-driven-development
straub
Enforce Test-Driven Development (TDD) workflow for all code changes. Apply PROACTIVELY by default using Red-Green-Refactor cycles for features, bug fixes, and refactoring.
quick-refactor
xuesongjun
重构助手 - 优化代码、降低复杂度、提高可维护性
Creative Juices
yudame
Provides creative thinking prompts using concrete metaphors, dramatic scenarios, and strategic frameworks. Use when the user needs inspiration, is stuck on a problem, or wants to validate ideas from first principles.
refactor
aleister1102
Use when refactoring existing code to improve readability, maintainability, and structure (rename/extract/inline, reduce complexity, remove duplication, improve type safety) while preserving external behavior and public APIs.
git
Alicoder001
Conventional Commits standard for consistent commit messages. Use when committing code, reviewing commit history, or setting up git workflows. Includes commit types, scopes, and breaking change format.
karpathy-guidelines
js9s1
Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make surgical changes, surface assumptions, and define verifiable success criteria.
code-fix
ryoshimm
code-review の指摘に基づき、コードのリファクタリング・共通化・改善を実施する。
clean-code-principles
AJ-comp
Enforce clean code principles when writing or reviewing code. Use when writing new functions, refactoring existing code, or reviewing code for readability and maintainability. Covers guard clauses, modularization, naming conventions, and more.
modernize
jschulte
Brownfield Upgrade - Upgrade all dependencies and modernize the application while maintaining spec-driven control. Runs after Gear 6 for brownfield projects with modernize flag enabled. Updates deps, fixes breaking changes, improves test coverage, updates specs to match changes.
refine_plan
HowardKao-1130
Refine the research plan until readiness criteria are met.
git-worktree-feature-flow
alessandrobologna
Create a feature branch in a Git worktree, work independently, then merge back and clean up safely.
test-driven-development
hrdtbs
Guidelines and procedures for Test-Driven Development (TDD). Use this when writing new features, fixing bugs, or refactoring code.
tdd
pmco23
Apply when asked to enforce TDD, practice test-driven development, write test first, or follow Red-Green-Refactor. Enforces the Iron Law — no production code without a failing test first. Covers the full Red-Green-Refactor cycle, when TDD applies, and valid exceptions.
aeo-escalation
ivzc07
Human-AI interface for when to interrupt and involve humans. Presents clear options and records decisions.
jb-bgproc
bjesuiter
Manage and inspect background processes for agents using the bgproc CLI. Use when asked to start, stop, list, clean, check status, or view logs for bgproc-managed processes, or when a task needs a JSON-outputting process manager.
refactor-pass
carsten-j
Perform a refactor pass focused on simplicity after recent changes. Use when the user asks for a refactor/cleanup pass, simplification, or dead-code removal and expects build to verify behavior.
validate-starter-scripts
karchtho
validation audit quality check startup initialization integrity