fyp-jupyter
Complete data science research workflow for Jupyter notebooks covering CRISP-DM methodology from data loading through model validation, with MLflow experiment tracking integration, phase-based workflow guidance (Exploration, Systematic Experimentation, Analysis, Documentation), and skill integration points. Use when working on FYP data science projects requiring systematic data preprocessing, EDA, feature engineering, modeling, statistical validation, experiment tracking, or needing guidance on what to work on at each project phase. Includes MLflow setup for tracking 30+ experiment runs, weekly work planning for 10-week FYP timeline, and clear decision framework for when to use which skill (fyp-jupyter, crossvit-covid19-fyp, fyp-statistical-validator, tar-umt-fyp-rds, tar-umt-academic-writing).
plan-revision
规划修订导航。触发：用户通知"analysis-agent已分析完成"或需要plan-agent查看analysis-agent复审结果并修订预定清单时使用；评估analysis-agent分析结果并修订draft-plan.md。
cognitive-load
This skill should be used when the user asks to "implement", "build", "create", "add feature", "develop", "design", "architect", "plan", "structure", "refactor", "improve", "optimize", "review", "fix", "solve", "handle", "debug", or discusses implementation strategies. Apply cognitive load principles to ALL development work as a cornerstone principle.
comp-scout-persist
[DEPRECATED] Persistence logic has been merged into comp-scout-scrape. This skill remains for reference only.
sonarcloud-security-audit
Audit SonarCloud security issues (vulnerabilities and hotspots) for NASA PDS repositories and export to CSV for triage. Use when the user requests SonarCloud security scans, vulnerability reports, or security audits for PDS projects.
pm-09-org-mining
Perform organisational mining and handover-of-work analysis with privacy-aware controls.
feature-spec-moderator
Chief Architect review - critically evaluate peer feedback on an engineering spec. Integrate valid suggestions, push back on scope creep, and maintain alignment with the PRD. Enforce startup simplicity.
ref-development-standards
Core development principles for Plan-Marshall projects - when to ask users, research best practices, tool usage, and dependency management
daily-work-tracker
Use when the user wants to log work items (bugs, features, tasks), track time spent, or view a daily/weekly work report.
phase-3-plan
Domain-agnostic task planning from deliverables with skill resolution and optimization
applying-linus-standards
This skill should be used when the user asks to "review code", "代码审查", "analyze requirements", "需求分析", "design solution", "设计方案", "write code", "编写代码", "refactor", "重构", "implement feature", "实现功能", "fix bug", "修复bug", or engages in any coding-related task. Applies Linus Torvalds' philosophy: simplicity, data structure priority, pragmatic problem-solving.
proposal-execution
Use when executing approved proposals. Only memory_cleanup and test_gap proposals can be executed. Other types should use create_ticket_from_proposal directly.
aico-frontend-task-breakdown
Break down PM story into frontend tasks following UI DEVELOPMENT order: Setup → Static UI → Dynamic Logic → Interactions → Testing. UNIQUE VALUE: Ensures proper dependency order. Tasks are ordered by UI development layers, not random order. Use this skill when: - Running /frontend.tasks command - User asks to "break down story", "create frontend tasks", "split into tasks" - Have story at docs/reference/pm/stories/ and need organized task list - Need tasks ordered by UI development layers (not random order) - Starting frontend work and want organized task list Task order is CRITICAL: Setup → Static UI → Dynamic → Interactions → Tests Output: ALWAYS write to docs/reference/frontend/tasks/{story-name}.md
subagent-driven-development
Use when executing implementation plans with independent tasks in the current session
prd-orchestrator
解析PRD，决定水平拆分策略，生成带验收标准的mini-PRD。当主协调器收到初始PRD或需要重新拆分工作时使用。
moai-security-zero-trust
Enterprise Skill for advanced development
problem-solving-techniques
Apply systematic problem-solving techniques for complexity spirals (simplification cascades), innovation blocks (collision-zone thinking), recurring patterns (meta-pattern recognition), assumption constraints (inversion exercise), scale uncertainty (scale game), and dispatch when stuck. Techniques derived from Microsoft Amplifier project patterns adapted for immediate application.
moai-workflow-project
Integrated project management system with documentation, language initialization, and template optimization modules
init-memory
Initialize project memory for the current project. Creates context.json, sessions.json, and decisions.json. Triggers on: init memory, setup memory, initialize project memory, start tracking this project.
create-together
顶层调度 Skill，协调 trend2work、tech-dev、iterate-check 三个子 Skill
starting-task
Use when starting a work session or when user asks to begin working on a beads task. Handles task selection, branch management, and context display. Use after /clear, at session start, or when switching tasks.
