重构
代码重组与优化
Opportunity Cost Minimization
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.
clean-architect
gravito-framework
Senior expertise in Gravito Clean Architecture. Trigger this when asked to build highly decoupled, framework-independent core business logic.
solve-before-scale
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
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
violetio
9D product development framework
organism-conversion-loop
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
Hierarchy of Engagement
Coowoolf
A three-level framework to gauge growth quality. Level 1: Core Action completion. Level 2: Retention via accruing benefits and mounting loss. Level 3: Self-perpetuating loops. Don't optimize for MAU—optimize for engaged users.
code-cleaner
ahmed6ww
Refactor code to remove technical debt, eliminate dead code, and enforce SOLID principles without altering runtime behavior.
YouTube Transcript Downloader
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.
design-iterator
carmandale
Iteratively refines UI design through N screenshot-analyze-improve cycles. Use PROACTIVELY when design changes aren't coming together after 1-2 attempts, or when user requests iterative refinement.
bugfix-workflow
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）。
coach
jforksy
Stoic Coach & Mentor - perspective, resilience, and wisdom for the challenges of building and leading
east-py-datascience
elaraai
"Data science and machine learning platform functions for the East language (TypeScript types). Use when writing East programs that need optimization (MADS, Optuna, SimAnneal, Scipy, Optimization, GoogleOr), machine learning (XGBoost, LightGBM, NGBoost, Torch MLP, Lightning, GP), Bayesian inference (PyMC), simulation (Simulation DES), ML utilities (Sklearn preprocessing, metrics, splits), conformal prediction (MAPIE), or model explainability (SHAP). Triggers for: (1) Writing East programs with @elaraai/east-py-datascience, (2) Derivative-free optimization with MADS, (3) Bayesian optimization with Optuna, (4) Discrete/combinatorial optimization with SimAnneal, (5) Gradient boosting with XGBoost or LightGBM, (6) Probabilistic predictions with NGBoost or GP, (7) Neural networks with Torch MLP or Lightning, (8) Data preprocessing and metrics with Sklearn, (9) Conformal prediction intervals with MAPIE, (10) Model explainability with Shap, (11) Iterative coordinate descent with Optimization, (12) Constraint programming, vehicle routing, LP/MIP, or graph algorithms with GoogleOr, (13) Bayesian regression, hierarchical models, and multi-layer estimation with PyMC, (14) Economic ontology simulation via discrete event simulation with Simulation."
youtube-transcript
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
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
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
clean-code-pro
Jung217
A production-grade Clean Code architect specification. Audits code smells, refactors for readability and maintainability, while strictly preserving behavior and respecting language idioms.
system_monitor
cliuxinxin
Check the current system status including CPU usage, memory usage, and disk space.
Product Strategy & Development
mmcmedia
Ready to build products people love? Let's create!
adonisjs
filipebraida
Build AdonisJS 6 features from scratch through production. Full lifecycle - build, debug, test, optimize, refactor. Follows TypeScript-first, Lucid ORM, and AdonisJS conventions.
Fear and Anger Decision Filter
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.
bash-optimize
cuozg
Refactor shell scripts for clarity, performance, and maintainability without changing behavior — use for 'optimize script', 'refactor bash', 'improve shell script', 'clean up script'
J-Curve Career Framework
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.
unity-code-optimize
cuozg
Simplify and optimize Unity C# code for clarity, consistency, and performance without changing behavior. Triggers — 'optimize code', 'simplify this', 'clean up code', 'improve readability', 'reduce allocations', 'code optimization'.