Documentation

Universal MCP integration specialist combining Figma, Notion, Nano-Banana, and custom connectors with comprehensive orchestration patterns

Ensure Python classes include appropriate, developer-friendly dunder methods—especially __repr__ and __str__. Use when: (1) Writing or modifying Python class definitions in .py files, (2) Refactoring existing Python classes, (3) Adding or improving __repr__, __str__, or natural arithmetic/comparison/container dunders. Do NOT use for: tests, fixtures, mocks, stubs, non-Python files (YAML, JSON, TOML), auto-generated code vendor libraries, or when user explicitly asks not to modify dunders. Ignored paths: tests/, *_test.py, test_*.py, .venv/, build/, dist/, migrations/, __init__.py.

Kumo development assistant for MySQL database management tool. Use when working on Kumo features, understanding architecture, writing tests, or navigating the codebase. Helps with React components, API endpoints, database features, and Electron app development.

IMMEDIATELY USE THIS SKILL when creating or develop anything and before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and incremental validation

When working with JSON data in LLM prompts (especially large arrays or tabular data), consider the token-efficient TOON (Token-Oriented Object Notation) format which reduces tokens by 30-70% while maintaining lossless JSON representation and structural validation. Use for reading/writing .toon files, converting JSON↔TOON, or optimizing structured data for LLM consumption with guardrails like [N] counts and {field} headers.

Create custom slash commands for Claude Code with proper markdown structure and YAML frontmatter.Use when: creating commands, generating slash commands, making workflow automations.Activates for: "create command", "generate command", "new command", "slash command", "make command"

PostgreSQL patterns for reviewing migrations and writing efficient queries. Use when reviewing Alembic migrations, optimizing queries, or debugging database issues.

Kickstart and maintain a fast-paced fiction project from a thumbnail using Harmon Story Circle + Crouch-style chapter pacing. Use this when the user says they need help writing a story/novel, wants a beat sheet, wants Blake Crouch pacing, wants a chapter-by-chapter plan, or wants help enforcing canon/timeline rules in high-concept sci-fi/fantasy.

Execute high-density architectural analysis on user ideas. Move from 'Vague' to 'Verified' using a 5-step logic chain: Calibration → Decomposition → Excavation → Re-Architecting → Inversion. This skill should be used when analyzing system architecture, validating technical ideas, or performing pre-mortems on solutions.

Generate professional standards alignment documentation for board presentations, curriculum reviews, accreditation reports, grant proposals, and administrator reviews. Use for stakeholder communication. Activates on "compliance documentation", "board report", or "standards report".

Generate initial project planning documents (PVS, ADR, Tech Spec, Roadmap) from a project concept description. Use when starting a new project, when docs/planning/ contains placeholder files, or when user requests project planning document generation.

Write efficient, secure database queries using ORMs or raw SQL, preventing N+1 problems, SQL injection, and performance issues. Use this skill when writing database queries, implementing data access layers, creating repository patterns, or optimizing query performance in service files, query builders, or data access objects. Apply this skill when using parameterized queries, implementing eager loading to avoid N+1 queries, selecting only needed columns, adding WHERE/JOIN/ORDER BY clauses, or working with query optimization, indexes, and database performance tuning. This skill ensures queries use proper SQL injection prevention, implement transactions for data consistency, cache expensive queries appropriately, and follow best practices for query timeouts, connection pooling, and database resource management.

Expert guidance for writing high-quality pytest tests. Use when writing tests, setting up fixtures, parametrizing, mocking, or reviewing test code.

Use when writing React frontend code. Layers on TOP of your base guideline. Covers UI toolkit, animation, data fetching, state management, routing.

Transform reverse-engineering documentation into GitHub Spec Kit format. Initializes .specify/ directory, creates constitution.md, generates specifications from reverse-engineered docs, and sets up for /speckit slash commands. This is Step 3 of 6 in the reverse engineering process.

Use when creating new skills, editing existing skills, or verifying skills work before deployment - applies TDD to process documentation by testing with subagents before writing, iterating until bulletproof against rationalization

Generates README files, API documentation, changelogs, runbooks, and SDK code from project analysis. Use when creating documentation, generating changelogs, documenting APIs, creating runbooks, or generating client SDKs.

Apply input validation best practices including server-side validation, early failure, specific error messages, and input sanitization. Use this skill when validating user input in n8n nodes, implementing parameter validation, checking data types and formats, sanitizing input to prevent injection attacks, or writing business rule validation. Apply when handling API endpoints, form inputs, or any data entry points in n8n node development.

Review and improve documentation quality using best practices. Use when reviewing changelogs, documentation, or any written content to ensure clarity, accuracy, and helpfulness.

プロジェクトドキュメントの作成・編集を支援します。ドキュメントの追加、更新、翻訳（日本語・英語の両方）、Markdown フォーマット、ドキュメント構造の維持などに使用します。必ず日本語版と英語版の両方を同時に更新します。