saadshahd/moo.md

Creative problem-solving techniques when stuck. Use when progress has stalled, solutions feel forced, or conventional approaches have failed. Triggers on "stuck", "blocked", "can't figure out", "hitting a wall".

Cancel active Loop. Use when loop needs to stop early, done iterating manually, want to abort, or change direction. Triggers on "cancel loop", "stop iterating", "end loop", "terminate loop", "abort loop", "kill loop", "stop the loop", "halt".

Use when preparing for interviews, assessing skills, analyzing job opportunities, navigating stakeholder politics, or developing professional capabilities. Auto-activates on interview prep, career assessment, job search, skill gaps, feedback interpretation, leadership development, or professional growth tasks.

Expert simulation for code guidance. Use when asking "code like [expert]", "what would [expert] say", "idiomatic", "best practice", "panel", or needing domain-specific guidance.

Explore visual design, UI/UX, and design systems. Use when designing visual directions, user journeys, information architecture, color palettes, typography, or reviewing design feedback. NOT for feature planning or technical architecture.

Use when validating ideas, sizing markets, building pitch decks, preparing for investors, modeling financials, planning launches, or creating board reports. Auto-activates on fundraising, pitch, investor, TAM/SAM/SOM, unit economics, runway, or board deck tasks.

Verification before completion claims. Use when about to say "done", "fixed", or "complete". Triggers on completion language.

Turn rough ideas into iron-clad work orders. Use when request is vague like "add a button", "make it better", "fix the thing". Triggers on ambiguous or underspecified requests.

Human-in-the-loop code review with chunk-by-chunk approve/reject/chat loop (git add -p style). Use when reviewing PRs, diffs, patches, or documents interactively. Triggers on "review my PR", "walk through changes", "interactive review".

Execute pre-decomposed PRD with machine-verifiable tasks. Triggers on "loop prd", "run prd", "execute tasks from PRD", "prd execution". Parses task blocks with T-NNN format, respects dependencies, supports parallel execution with --parallel flag.

Surface what needs human attention during complex AI work. Use when context is large, user seems overwhelmed, or after substantial output. Triggers on "what just happened", "summarize progress", "what do I need to know", "lost track", "overwhelmed".

Product workflows router. Use when validating product ideas, writing specs, analyzing competitors, or tracking metrics. Triggers on "PRD", "competitive analysis", "metrics", "OKRs", "cohort", "requirements", "tech debt", "game-changing features", market positioning, retention analysis, or product strategy tasks.

Fresh-instance orchestration for multi-story features. Use when N>5 stories risk context exhaustion. Spawns fresh Claude per story via bash script. Triggers on "ralph", "fresh instances", "multi-story loop", "context exhaustion".

Surface relevant learnings from past sessions. Use when starting work in a domain to avoid repeating mistakes. Triggers on "recall learnings", "past failures", "surface insights", "what did I learn".

Bridge WHAT (intent) to HOW (implementation). Use when spec is clear but approach is not. Triggers on "shape this", "how should I build", "implementation approach".

Evaluate skill quality using 8-dimension framework. Use when reviewing skills, before publishing, or auditing existing skills. Triggers on "evaluate skill", "review skill", "skill quality", "audit skills".

Start autonomous iteration loop OR explain how Loop works. Triggers on "loop", "keep going", "don't stop", "continue until done", "until tests pass", "implement full feature", "fix all problems", "make better", "what is loop", "how does loop work", "loop help", or any persistence pattern.

Create interactive feedback loop visualizer with poke mode. Use when user wants to map a system, see loops, understand why something keeps happening, or find intervention points.

Scaffold structured documents (RFC, ADR, Blog) using industry best practices. Use when creating RFCs, ADRs, blog posts, or technical articles. Triggers on "write RFC", "create ADR", "blog post template", "scaffold document", "RFC template". Produces draft for refinement with /wordsmith:edit.

Create interactive 10-10-10 timeline simulator with parallel tracks and regret markers. Use when user wants temporal analysis, project forward, see consequences over time, or run regret minimization.

Root cause analysis for complex bugs. Use when initial fix fails, bug keeps returning, or incident is severe. Triggers on "root cause", "why does this keep happening", "trace the bug".

List, apply, or delete saved voice profiles. Use when user wants to see available voices or apply a saved voice to writing.

Precision editing for prose and copy. Use when user says "edit this", "improve this", "review my writing", "use [name]'s voice", or provides draft text to refine. Triggers on editing, voice extraction, voice library, narrative structure, microcopy.