Final submission gate combining full verification, score enforcement, and submission checklist.

Plan reproducible ML experiment runs with parameters and metrics tracking

Systematic prompt engineering methods for AI-assisted academic research workf...

8 finance skills. Trigger: financial modeling, market data, risk analysis, quantitative finance. Design: data sources, quantitative methods, and regulatory frameworks.

Apply linear algebra concepts to research computing and data analysis

Core methods for empirical social science research including surveys and expe...

Set up RSS feeds and alerts to track new publications in your research area

AI-powered scientific writing workflow from outline to polished draft

Checklist-driven academic English polishing and Chinglish correction

Iteratively polish code through successive quality passes run in fresh subagents.

Provides Python patterns for type-first development with dataclasses, discriminated unions, NewType, and Protocol. Must use when reading or writing Python files.

Python asyncio patterns for concurrent programming. Triggers on: asyncio, async, await, coroutine, gather, semaphore, TaskGroup, event loop, aiohttp, concurrent.

yolo

Compile all gathered knowledge into actionable intelligence. Validate hypotheses against evidence. Produce structured reports with traceable findings.

Criterios de evaluación para auditorías de funnel NGX, incluyendo checklist visual, UX, copy y conversión

Create and validate YAML diagram files. Use when writing new diagrams or troubleshooting YAML syntax.

Cloud infrastructure design and deployment patterns for AWS, Azure, and

Development standards for the Nathan n8n-Jira agent automation system.

Security architecture and implementation patterns. Use when designing

Map skills to proficiency levels using CEFR, Bloom's taxonomy, and DigComp frameworks. Use when designing skill progressions or assessing learner proficiency.

Create a thoughtful, supportive commit message from your staged changes.

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Strategic product leadership toolkit for Head of Product including OKR cascade generation, market analysis, vision setting, and team scaling. Use for strategic planning, goal alignment, competitive analysis, and organizational design.

Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Provides overall quality system responsibility, regulatory compliance oversight, management accountability, and strategic quality leadership. Use for quality system governance, regulatory compliance oversight, management responsibility, and quality strategic planning.

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When the user asks about ClickUp synchronization or syncing roadmaps with ClickUp

When the user asks about roadmap planning, sprint planning, milestone estimation, or capacity planning

Hooks are event-driven automation scripts that execute in response to Claude Code events. Use hooks to validate operations, enforce policies, add context, and integrate external tools into workflows.

Add a new third-party dependency to the project following the version catalog and approval workflow.

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Strict TypeScript rules. Use when writing ANY TypeScript.

Use when the user needs to choose, prioritize, or make a go/no-go decision among options.

Transfer knowledge from source domains to novel target situations through structural mapping. Use when facing new markets, products, or situations where past experience provides relevant patterns. Produces adapted solutions with explicit mappings and context adjustments.

Execute evidence-based decision-making through 6-stage causal flow. Use for known processes, operational execution, and decisions with clear cause-effect chains.

Evaluate alternative scenarios by simulating interventions on past decisions or hypothetical futures. Use when assessing decisions in hindsight, planning scenarios, or comparing paths not taken. Produces comparative analysis with probability-weighted outcomes.

SOLID object-oriented design principles for maintainable code

Use when creating new skills, documenting workflows, or standardizing processes into reusable skill definitions.

Use when starting, pausing, completing, or transitioning task status in the development workflow.

Security validation, vulnerability scanning, and compliance checking.

Türkçe metin yazımı, düzeltme ve üslup yardımı. Resmi/gayriresmi ton ayarı, sen/siz seçimi, Türkçe dilbilgisi kontrolü ve doğal Türkçe ifadeler için kullan. Türkçe yazarken, Türkçe metin düzeltirken veya Türkçe içerik üretirken aktive et.

Use when making technical decisions, choosing technologies, or documenting architectural choices. Creates ADRs (Architecture Decision Records).

Context optimization extends the effective capacity of limited context windows through strategic compression, masking, caching, and partitioning. The goal is not to magically increase context windows

When Truth Layer identifies a blocker:

When you discover a blocker:

Coordinate multi-section document creation by delegating to doc writer agents through VibeKanban task management. The coordinator (Chief of Staff) plans and monitors but never writes content directly.

Create a new version release with git tag and GitHub Release. Use when user asks to release, publish, create a new version, or ship a release. (project)

Universal patterns for tree-sitter code parsing. Covers AST visitors, query patterns, and language plugin development. Framework-agnostic.