NLP

フロントエンドの状態管理戦略、ライブラリ選定、非同期状態設計、正規化と最適化を支援するスキル。状態のスコープ整理から実装・検証までを一貫して支援する。Anchors:• Learning React / 適用: Hooks基礎 / 目的: 状態分類と責務分離• Redux Essentials / 適用: Redux Toolkit運用 / 目的: 予測可能な状態管理• Vue 3 Composition API / 適用: Vue状態管理 / 目的: Composition API活用• Domain-Driven Design / 適用: 状態モデリング / 目的: ドメイン境界の整合Trigger:Use when selecting a state management approach, designing global/local state, handling async state, or optimizing state structure.state management, redux, zustand, context api, async state

Comprehensive PDF manipulation toolkit for extracting text/tables, creating PDFs, merging/splitting, and handling forms.

Comprehensive guide for implementing Fullstory's Logging API (log method) for web applications. Teaches proper log level usage, message formatting, and capturing application logs in session replay. Includes detailed good/bad examples for error tracking, debugging, and operational monitoring to help developers add contextual log messages to Fullstory sessions.

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

This skill enables Claude to analyze the sentiment of text data. It identifies the emotional tone expressed in text, classifying it as positive, negative, or neutral. Use this skill when a user requests sentiment analysis, opinion mining, or emotion detection on any text, such as customer reviews, social media posts, or survey responses. Trigger words include "sentiment analysis", "analyze sentiment", "opinion mining", "emotion detection", and "polarity".

Context architecture skill for aligning work. Use when starting new features, making architectural decisions, or setting up implementation work. Generates interconnected ADR/Design/Spec/Plan scaffolding that agents can navigate and humans can enrich.

Use when the user asks about their notes, wants to brainstorm, or references their vault. Provides context about existing notes to inform responses.

Clean Code の原則に基づき、命名・関数分割・重複排除などのコード品質改善を支援するスキル。可読性と保守性の向上、リファクタリング方針の整理を扱う。Anchors:• Clean Code (Robert C. Martin) / 適用: 命名と関数設計 / 目的: 可読性の向上• Refactoring (Martin Fowler) / 適用: 改善手順の整理 / 目的: 安全な改善• The Pragmatic Programmer (Hunt/Thomas) / 適用: DRYと意図表現 / 目的: 保守性の向上Trigger:Use when improving naming, splitting large functions, removing duplication, or validating clean code quality.clean code, naming, small functions, duplication, refactoring, readability

This skill enables Claude to analyze the sentiment of text data. It identifies the emotional tone expressed in text, classifying it as positive, negative, or neutral. Use this skill when a user requests sentiment analysis, opinion mining, or emotion detection on any text, such as customer reviews, social media posts, or survey responses. Trigger words include "sentiment analysis", "analyze sentiment", "opinion mining", "emotion detection", and "polarity".

MCP（Model Context Protocol）服务器开发指南。当用户需要开发 MCP 服务器、创建 LLM 工具集成、或构建 AI 代理与外部服务交互的接口时使用。

Interact with the Text Processing AI Agent. Use when you need text analysis, formatting, or processing capabilities from the agent.

This skill deploys monitoring stacks, including Prometheus, Grafana, and Datadog. It is used when the user needs to set up or configure monitoring infrastructure for applications or systems. The skill generates production-ready configurations, implements best practices, and supports multi-platform deployments. Use this when the user explicitly requests to deploy a monitoring stack, or mentions Prometheus, Grafana, or Datadog in the context of infrastructure setup.

Use after research (Z01 files exist) when you need to create implementation plan - wrapper that loads Z01 research context, invokes superpowers:writing-plans, and saves to Z02_{feature}_plan.md in docs/ai/ongoing/

Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks

This skill enables Claude to optimize machine learning model hyperparameters using grid search, random search, or Bayesian optimization. It is used when the user requests hyperparameter tuning, model optimization, or improvement of model performance. The skill analyzes the current context, generates code for the specified search strategy, handles data validation and errors, and provides performance metrics. Trigger terms include "tune hyperparameters," "optimize model," "grid search," "random search," and "Bayesian optimization."

Analyse rhétorique et épistémologique d'articles, discours et textes argumentatifs. Utiliser ce skill quand l'utilisateur demande d'analyser la qualité argumentative d'un texte, d'identifier des sophismes ou biais, d'évaluer la fiabilité des sources citées, de déconstruire la logique d'un raisonnement, ou de produire une réécriture critique structurée d'un document.

State management patterns - Zustand, Jotai, Context

Generates images using GPT Image 1.5 API. Use when users request image creation, illustration, or visual content.

Generate satirical placeholder text (lorem ipsum style) and satirical news articles. Scope: placeholder text, dummy content, filler text, lorem ipsum, mock data, sample text, gibberish, dummy text, placeholder, parody article, satirical news, fake news story. Triggers: "placeholder text", "dummy content", "filler text", "lorem ipsum", "mock data", "sample text", "gibberish", "parody article", "satirical news", "fake news story".

Guides SDD artifact implementation for NEW and EXISTING projects. Use for DDD glossary, context map, domain models, ADRs, user stories with acceptance criteria. For existing projects, supports gap analysis, code-to-spec reverse engineering, and phased migration. Triggers on SDD, spec-driven, artifact, glossary, context map, domain vision, ADR, legacy documentation, reverse engineering, existing project documentation, gap analysis.