Research

Work with Reference Tables (static CSV lookup data) using OPAL to enrich datasets with descriptive information. Use when you need to map IDs to human-readable names, add static metadata from CSV uploads, or perform lookups without temporal considerations. Covers both explicit and implicit lookup patterns, column name matching, and when to choose Reference Tables vs Resources vs Correlation Tags.

Idempotent seeder patterns with core/reference/dev separation and environment-specific execution using firstOrCreate/updateOrCreate

Proactively learn about the user through onboarding and ongoing observation. Use at session start and when you notice potential preferences.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions | バグ、テスト失敗、予期しない動作に遭遇した際、修正を提案する前に使用 - 4フェーズフレームワーク（根本原因調査、パターン分析、仮説検証、実装）により、解決策を試す前に理解を確保

Family recipe collection manager. Extracts recipes from URLs (Instagram, YouTube, websites), images, and Apple Notes. Tracks family preferences, cooking status (To try → Perfected), and syncs with Notion. Supports Hebrew and English. Triggers - "add recipe", "save recipe", "extract recipe", "show recipes", "process recipe inbox", "import from Apple Notes", "sync to Notion", "mark recipe tried", "family recipes", "ninja recipes", "oven recipes".

Complete Medusa backend API reference and integration guide

Marina Moscone competitor-dossier skill. Guides structured competitor research for the MM minisite: prices, lookbooks, e‑comm visuals, press/story arcs, and positioning synthesis. Use when running /mm-comps or doing MM competitor work.

Extracts high-value insights from research documents, RCAs, design docs, and memos - filters aggressively to return only actionable information. Research equivalent of analyzing-implementations skill.

Analyze competitor website structures, messaging patterns, and unique features. Use when researching competition, identifying gaps, or informing content strategy.

Use when analyzing YouTube videos for research, learning, or understanding how content relates to a project - downloads transcripts with yt-dlp, chunks long content, and provides context-aware analysis

Add Wikipedia reference links to concepts that don't have one. Searches for relevant Wikipedia articles and adds them to the references array.

Intelligent command verification for documentation. Discovers all commands in markdown files, validates them using git diff-based cache invalidation, and ensures documentation accuracy with zero token cost after initial setup. Use when asked to verify commands, check documentation, or validate command references.

Enables automatic deep research mode with comprehensive analysis when trigger phrases are detected

Perform preliminary internet research on a person and generate a structured report. Use when the user asks to research, profile, or get information about a specific person by name.

Compare 3D CAD models using boolean operations (IoU, Dice, precision/recall). Use when evaluating generated models against gold references, diffing CAD revisions, or computing similarity metrics for ML training. Triggers on: model diff, compare models, IoU, intersection over union, model similarity, CAD comparison, STEP diff, 3D evaluation, gold reference, generated model, precision recall 3D.

Cross-session persistence for user preferences, implementation guide for Memory feature.

Enforce code style and formatting preferences. Use when writing or reviewing code to ensure consistent style.

Enhanced architecture guidance for voice-first Brazilian fintech applications. Use when designing voice interfaces, implementing PIX/Boletos, optimizing financial systems, or making technology stack decisions for Brazilian market applications. Integrates with docs/ content, MCP tools for Brazilian market research, enhanced validation scripts, and comprehensive Brazilian compliance patterns.

This skill should be used for configuring devloop project settings via .devloop/local.md, git workflow preferences, commit settings, review options

Web research skill for augmenting agent context with current information. Used when outdated information could lead to broken implementations or wasted effort.