Research

Critical reference for all Supabase database operations. Use this whenever reading from or writing to the database to ensure correct client usage (supabaseServer vs supabase), schema names, and query patterns. CRITICAL for security.

Complete Medusa backend API reference and integration guide

Master the art of focused, distraction-free work. Enter flow states reliably, protect your attention, and produce your best work consistently. Based on Cal Newport's research and extended with Arcanea philosophy.

Research-powered creative strategy with visual previews. Use when you need to figure out WHAT to create before creating it. Researches competitors, captures references, generates visual direction previews, and outputs comprehensive briefs. Triggers on: creative strategy, what visuals should I create, creative brief, visual direction. Outputs briefs with actual preview images for feedback.

Compiles production-ready EU grant proposals from EU Grant Hunter briefs,UBOS narrative banks, partner commitments, and budget templates. Reuses theproven 1,850:1 ROI methodology that secured €6M Xylella funding. Coordinatesthe full assembly workflow: intelligence gathering, narrative compilation,budget construction, partner onboarding, compliance checks, quality scoring,and final packaging (PDF/LaTeX). Target score: ≥4.6/5 (Horizon 13.8/15). Usewhen preparing submissions, tracking proposal status, or managing consortiumdeliverables.

Interactive prompt builder for creating high-quality deep research prompts through adaptive interviewing. Use when users need to transform a basic research topic into a comprehensive, well-structured research prompt optimized for deep analysis. Helps build research prompts from vague ideas, enhance existing questions with best practices, and create structured prompts for any domain including product comparisons, technical documentation, academic literature, and market analysis.

Process multiple content items from a batch list file. Use when the user wants to analyze multiple videos, articles, or papers at once, mentions batch processing, or has a list of items to process.

Scientific plotting with Prismatica - Prism-inspired Matplotlib styling toolkit for publication-ready figures. Use this skill for creating professional, publication-grade plots with consistent styling.

Search GitHub for real-world code examples and implementation patterns. Use when user wants to find code examples on GitHub, search GitHub repositories, discover how others implement features, learn library usage patterns, or research architectural approaches. Fetches top results with smart ranking (stars, recency, language), extracts factual data (imports, syntax patterns, metrics), and returns clean markdown for analysis and pattern identification.

Create, manage, scan, and clean up git worktrees for parallel development. Use when working on multiple branches simultaneously, isolating experiments, or when user mentions "worktree", "parallel branches", "feature isolation", "branch cleanup", or "worktree status".

ALWAYS USE FIRST when exploring, searching, or researching this codebase. Use symbol_tree MCP tool before grep/glob/read. Provides instant architecture overview, function relationships, and call graphs without reading full implementations.

Monitor and analyze Esperanto training runs. Checks GPU usage, training metrics, W&B logs, and checkpoint status. Use when user asks about training progress, GPU status, or experiment monitoring.

Shared resource library for Notion integration skills. DO NOT load directly - this provides common references (setup, API docs, error handling, database schema) and scripts used by notion-connect, query-notion-db, import-skill-to-nexus, and export-skill-to-notion.

Market validation engine for ID8Labs. Transforms raw ideas into validated (or invalidated) opportunities through systematic research. Returns BUILD/PIVOT/KILL verdicts with evidence.

Standards for professional web research using Plan-and-Solve and Cross-Lingual strategies.

Write scientific manuscripts with proper structure (IMRAD), citations (APA/AMA/Vancouver), figures/tables, and reporting guidelines (CONSORT/STROBE/PRISMA). Use when drafting any manuscript section, improving writing clarity, or preparing for journal submission.

Provides reference documentation and examples for all of the available Flowbite TailwindCSS HTML UI Components plus the related Typography and Forms plugins.

Persistent memory system for AI agents with semantic, episodic, and procedural memory types. Use when users want to (1) remember facts, preferences, or context across sessions, (2) track interaction history and experiences, (3) store reusable workflows or procedures, (4) build personalized agents that learn from conversations, or (5) implement any form of long-term memory for AI applications.

Look up Microsoft API references, find working code samples, and verify SDK code is correct. Use when working with Azure SDKs, .NET libraries, or Microsoft APIs—to find the right method, check parameters, get working examples, or troubleshoot errors. Catches hallucinated methods, wrong signatures, and deprecated patterns by querying official docs.

Guide through complete Kaggle competition workflow from TODO updates to submission. Use PROACTIVELY when user starts new experiments, prepares submissions, or asks about competition workflow. Keywords: Kaggle, 提出, submission, workflow, ワークフロー, コンペ