Research

Use when reviewing pull request changes before providing feedback - analyzes PR with feature-research, presents structured findings, offers user choices for commenting or documentation

AIWorkflowOrchestratorプロジェクトの仕様管理スキル。仕様書を検索・参照するためのインターフェース。references/配下に全仕様を格納し、キーワード検索で必要な情報に素早くアクセス。Anchors:• Specification-Driven Development / 適用: 仕様書正本 / 目的: 実装との一貫性• Progressive Disclosure / 適用: 検索→詳細参照 / 目的: コンテキスト効率化• MECE原則 / 適用: トピック分類 / 目的: 漏れなく重複なくTrigger:プロジェクト仕様の検索、アーキテクチャ確認、API設計参照、セキュリティ要件確認、テスト戦略参照を行う場合に使用。仕様, 要件, アーキテクチャ, API, データベース, セキュリティ, UI/UX, デプロイ, Claude Code, テスト, MSW, カバレッジ

Generate formatted bibliography and citations in various academic styles.

This skill enables Claude to design and execute chaos engineering experiments to test system resilience. It is used when the user requests help with failure injection, latency simulation, resource exhaustion testing, or resilience validation. The skill is triggered by discussions of chaos experiments (GameDays), failure injection strategies, resilience testing, and validation of recovery mechanisms like circuit breakers and retry logic. It leverages tools like Chaos Mesh, Gremlin, Toxiproxy, and AWS FIS to simulate real-world failures and assess system behavior.

This skill enables Claude to detect potential memory leaks and analyze memory usage patterns in code. It is triggered when the user requests "detect memory leaks", "analyze memory usage", or similar phrases related to memory leak detection and performance analysis. The skill identifies potential issues such as unremoved event listeners, closures preventing garbage collection, uncancelled timers, unbounded cache growth, circular references, detached DOM nodes, and unnecessary global state accumulation. It then provides detailed fix recommendations. Use this skill to proactively identify and resolve memory leaks, improving application performance and stability.

Validates messaging consistency across website, GitHub repositories, and local documentation. Generates comprehensive read-only discrepancy reports showing where messaging conflicts or inconsistencies exist. Activates when user mentions "consistency check", "validate documentation", "check for mixed messaging", "audit content consistency", or before updating internal paperwork.

Use when refactoring or implementing features - validation, component design, API research

Comprehensive guide for creating, reviewing, and improving skills that extend Claude's capabilities with specialized knowledge, workflows, and tool integrations. Use this skill when: (1) Creating a new skill from scratch, (2) Reviewing or auditing an existing skill for quality and adherence to best practices, (3) Updating or refactoring an existing skill, (4) Understanding skill architecture, anatomy, and design patterns, (5) Troubleshooting skill loading, triggering, or packaging issues, (6) Learning how to effectively use bundled resources like scripts, references, and assets, (7) Planning what type of skill structure is appropriate for a given use case.

Comprehensive superskill consolidating 41 professional development skills across planning, testing, debugging, code review, git workflow, writing, architecture, meta-skills, thinking frameworks, and communication. Use when you need a complete reference for software development best practices, workflows, and methodologies.

Help plan engaging blog posts: research topics, create outlines, suggest headlines, and draft compelling introductions. Use when user asks to plan or write blog content.

基本実装パターン（シンプル指示/ステップバイステップ/条件分岐/ファイル参照）を整理し、パターン選定とテンプレート適用を支援するスキル。選定基準、実装の骨格、検証手順を一貫して整理する。Anchors:• The Pragmatic Programmer (Andrew Hunt, David Thomas) / 適用: コマンド設計 / 目的: 実践的な手順設計パターンの習得Trigger:Use when selecting or reviewing basic command patterns, or structuring workflows for simple/step/conditional/file-reference commands.command basic patterns, simple command, step-by-step, conditional command, file reference

Master quick plotting and interactive visualization with hvPlot. Use this skill when creating basic plots (line, scatter, bar, histogram, box), visualizing pandas DataFrames with minimal code, adding interactivity and hover tools, composing multiple plots in layouts, or generating publication-quality visualizations rapidly.

This skill enhances Claude's ability to conduct web research and translate findings into actionable GitHub issues. It automates the process of extracting key information from web search results and formatting it into a well-structured issue, ready for team action. Use this skill when you need to research a topic and create a corresponding GitHub issue for tracking, collaboration, and task management. Trigger this skill by requesting Claude to "research [topic] and create a ticket" or "find [information] and generate a GitHub issue".

Router for 3D building game mechanics in Three.js. Use when creating survival games, sandbox builders, base builders, or any game with player-constructed structures. Routes to 9 specialized skills for performance, physics, multiplayer, terrain, decay, UX, platform support, and design reference. Start here for building mechanics projects.

Generate comprehensive API endpoint documentation from Bruno (.bru) files by mapping requests to a Django4Lyfe/Diversio-style backend implementation (Django REST Framework or Django Ninja), including auth/permissions, multi-tenant filtering, request/response schemas, and line-numbered code references. Use for single endpoints, directory scans of .bru files, or when writing docs to a specific output path.

Use Exa AI for neural search, content retrieval, and automated deep research. Requires EXA_API_KEY.

This skill automates the setup of machine learning experiment tracking using tools like MLflow or Weights & Biases (W&B). It is triggered when the user requests to "track experiments", "setup experiment tracking", "initialize MLflow", or "integrate W&B". The skill configures the necessary environment, initializes the tracking server (if needed), and provides code snippets for logging experiment parameters, metrics, and artifacts. It helps ensure reproducibility and simplifies the comparison of different model runs.

Use this skill for requests related to web research; it provides a structured approach to conducting comprehensive web research.

R programming for data analysis, visualization, and statistical workflows. Use when working with R scripts (.R), Quarto documents (.qmd), RMarkdown (.Rmd), or R projects. Covers tidyverse workflows, ggplot2 visualizations, statistical analysis, epidemiological methods, and reproducible research practices.

Analyze Nixtla baseline forecasting results (sMAPE/MASE on M4 or other benchmark datasets). Use when the user asks about baseline performance, model comparisons, or metric interpretation for Nixtla time-series experiments.