Refactoring
Code restructuring and optimization
Controllable Inputs Framework
by Coowoolf
Focus on Input Metrics (selection, price, speed) rather than Output Metrics (revenue, stock price). Inputs are controllable and causal; outputs are lagging. Amazon's flywheel philosophy.
cost-optimization
by Krosebrook
Optimize cloud costs through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies.
architecture-patterns
by Krosebrook
Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.
river-surrender-mindset
by Coowoolf
Use when exhausted by constant striving, when winning no longer brings joy, or when navigating uncertain life transitions where logic fails
Opportunity Cost Minimization
by Coowoolf
Stop optimizing for positive ROI and start focusing on minimizing opportunity cost—choosing the BEST possible use of time, not just a good one. Use during quarterly planning and roadmap prioritization.
solve-before-scale
by Coowoolf
Use when building zero-to-one products, when the solution shape is undefined, or when teams are applying growth metrics too early
explore-exploit-cycles
by Coowoolf
Use when managing growth experiments, when a product area faces diminishing returns, or when deciding whether to generalize or specialize in career or product strategy
9d-framework
by violetio
9D product development framework
clean-code
by pluginagentmarketplace
Analyze and improve code quality, readability, and maintainability
organism-conversion-loop
by Coowoolf
Use when building AI-native products where user data can fine-tune performance, when static software fails to improve with usage, or when designing products that learn from interaction
YouTube Transcript Downloader
by ashleytower
Downloads YouTube video transcripts (subtitles/captions) using yt-dlp, with a fallback to Whisper transcription if no subtitles are available. Use when a user provides a YouTube URL and asks for a transcript, captions, or subtitles.
bugfix-workflow
by penkzhou
通用 Bugfix 工作流知识库，包含 TDD 流程、输出格式规范、置信度评分标准和通用最佳实践。适用于所有技术栈（backend/frontend/e2e）。
youtube-transcript
by Krosebrook
Download YouTube video transcripts when user provides a YouTube URL or asks to download/get/fetch a transcript from YouTube. Also use when user wants to transcribe or get captions/subtitles from a YouTube video.
inner-scorecard
by Coowoolf
Use when deciding between a high-status opportunity and a riskier path that feels more aligned, when feeling trapped despite external success, or when auditing if your decisions serve your values or others' expectations
absolute-volume-framework
by Coowoolf
Use in power-law businesses like platforms or VC, when conversion rate optimization shrinks your funnel, or when efficiency metrics block potential outlier winners
Fear and Anger Decision Filter
by Coowoolf
Fear creates exaggerated negative predictions. When gripped by fear, bet that the opposite will happen if you act against it, then take action. Use for high-stakes decisions that feel emotionally dangerous.
J-Curve Career Framework
by Coowoolf
High-growth careers are J-Curves, not stairs—you jump off a cliff (take risk), struggle for 6-9 months (bottom of J), then shoot up exponentially. Use when deciding between safe promotion vs stretch role.
gs-evaluate-domain-module
by gilbertopsantosjr
Evaluates feature modules for Clean Architecture compliance including Dependency Rule violations, layer separation, Entity patterns, Use Case classes, and DI Container usage.
simplify-code
by SebastiaanWouters
Simplify and refine code. Only trigger on /simplify-code.
refactor
by iulspop
Plans and executes safe refactoring with tests as a safety net. Use when restructuring code, extracting functions, renaming across files, or simplifying complex logic without changing behavior.
simplify
by ian-pascoe
Simplify and refine recently modified code for clarity and consistency. Use after writing code to improve readability without changing functionality.
tdd
by sadiksaifi
Guides test-driven development using a vertical-slice tracer bullet workflow. Use when implementing features, fixing bugs, or writing tests that should drive design. Enforces planning before coding, incremental red-green-refactor cycles, and behavior-based testing through public interfaces. Triggers: "TDD," "test first," "write tests," "tracer bullet," or incremental feature implementation with tests.
screaming-architecture
by KaribuLab
Follow the clean and maintainable code architecture pattern for project structure.
improve-trading-strategies
by robonet-tech
"Iterative refinement, parameter optimization, and ML enhancement of existing trading strategies. Provides 3 tools: refine_strategy (targeted code changes, $0.50-$3.00), optimize_strategy (parameter tuning, $2-$4), enhance_with_allora (ML integration, $1-$2.50). More cost-effective than regenerating from scratch. Use when you have working strategies that need improvement. Always test improvements with test-trading-strategies before deploying."