Conduct deep academic research for philosophy, neuroscience, cognitive science, and theoretical computer science (computability, complexity, AI theory, logic). Use when user asks to: research academic topics, find scholarly papers, conduct literature reviews, analyze citations, synthesize research findings, explore philosophical arguments, investigate consciousness/cognition, study computability/decidability/Turing machines, or analyze academic debates. Triggers on: 'research papers', 'literature review', 'academic sources', 'scholarly articles', 'philosophy of mind', 'computability theory', 'neuroscience studies', 'find papers on', 'what does the research say'.
Create clear action plans with steps, success criteria, and risk awareness. Use before implementing features, making changes, starting projects, or anytime you need a roadmap to success. Triggers on "plan this", "how should we approach", "what's the strategy", "steps to complete", or when facing complex multi-step work.
Add keyboard navigation to a feature using CommandRegistryService. Use when implementing keyboard shortcuts, vim-style navigation, or hotkeys for a page or component.
Expert in bidirectional conversion between SpecWeave increments and Azure DevOps (ADO) Epics/Features/User Stories/Tasks. Handles export (increment → ADO), import (ADO → increment), and bidirectional sync with conflict resolution. Activates for ADO sync, Azure DevOps sync, work item creation, import from ADO.
Complete guide to 2025 Claude Code plugin features: Agent Skills, Hooks, MCP integration, and repository-level configuration. PROACTIVELY activate for: (1) Agent Skills implementation, (2) Hook automation setup, (3) MCP server integration, (4) Team plugin distribution, (5) Advanced plugin architecture. Provides: Agent Skills patterns, hook event types, MCP configuration, repository setup, context optimization strategies. Ensures production-ready 2025 plugin capabilities.
Signal processing, filtering/denoising, and math-driven feature engineering.
Comprehensive guide for Amplitude MCP queries. Use when analyzing product analytics, user behavior, funnels, retention, experiments, or metrics. Reduces context overhead by documenting query patterns, event taxonomies, and RDC-specific configurations. Triggers on Amplitude, product analytics, user behavior, funnel analysis, retention, experiment analysis, or metric queries.
Amplitude user behavior queries