技術寫作

Generates comprehensive API documentation from code. Use when user needs API docs, endpoint documentation, or wants to document REST/GraphQL APIs.

Google Apps Script documentation, guides, and API reference for automating Google Workspace applications

Rules and conventions for writing MDX/Markdown documentation in the staystack-ts repository.

Conduct comprehensive academic research using OpenAlex, PDF extraction, paper search MCPs, and web search. Always produces comprehensive reports with 5+ evidence cards covering conflicting ideas and best approaches. Integrates academic papers (high weight) and non-academic sources (blogs, docs - lower weight but valuable for SOTA). Use when: (1) Researching software architecture patterns, (2) Finding academic papers on technical topics, (3) Conducting literature reviews, (4) Analyzing research papers for evidence-based decisions, (5) Building evidence cards from papers, (6) Finding related works and citations, or (7) When you need grounded, paper-backed technical recommendations. Triggers: research, find papers, literature review, evidence-based, academic research, compare approaches, what does research say, find studies on, search for papers about.

Create hierarchical project plans optimized for solo agentic development. Use when planning projects, phases, or tasks that Claude will execute. Produces Claude-executable plans with verification criteria, not enterprise documentation. Handles briefs, roadmaps, phase plans, and context handoffs.

docs/tasks.mdに記載されたタスクをJules CLIを使って依頼・管理します。タスクを日本語でフォーマットしてJulesに送信し、進捗を追跡して完了後にtasks.mdを更新します。

VaultCPA project coding standards, conventions, and best practices for Next.js, React, TypeScript, Express, and Prisma. Use when reviewing code, writing new features, or setting up development patterns.

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Standards for Claude-optimized repository documentation. Use when creating or updating docs/claude/ documentation to ensure correct format, abstraction level, and front-matter.

Emacs Lisp development best practices including file templates, project structure, testing, and coding style. Use when writing Emacs Lisp packages or configuration.

Completes Java OOP university assignments from PDF specifications with minimal implementation. Use when user provides a PDF assignment file or mentions completing a Java/FOP/OOP homework exercise. Focuses on writing the least code necessary to satisfy requirements.

Use PROACTIVELY when creating research reports, experiment writeups, technical whitepapers, or empirical study documentation. Orchestrates the complete benchmark report pipeline with structure, diagrams, hi-res PNG capture, and PDF export. Provides working scripts, CSS templates, and complete command sequences for publication-quality AI/ML benchmark reports. Not for slides, blog posts, or simple README files.

Use when spec is complete and you need detailed implementation tasks for LLM agents. Creates execution plans with exact file paths, complete code examples, and verification steps. Triggers: 'write plan', 'execution plan', 'implementation plan', 'break down into tasks', 'detailed steps'.

Expert code review specialist. Reviews for quality and intent alignment. Use immediately after writing or modifying code, or when user requests code review. Handles both uncommitted changes and targeted file reviews.

仕様（Why）と設計（How）を記録し、Living Documentation原則でコードと常に同期させる

Examples and patterns for writing effective agent and skill descriptions. Use when crafting descriptions that serve as routing keys for Claude's invocation decisions.

Automatically add or update documentation following the Fractal Docs Protocol.自动添加或更新符合分形文档协议的文档。Use when:- Creating new source files (add [IN]/[OUT]/[POS] headers)- Creating new folders (add .folder.md)- Modifying existing files (update headers and .folder.md)- Running documentation audit- User mentions "fractal", "doc protocol", "add headers", "补全文档"

Real-time collection and analysis of Claude Skills examples from multiple sources including GitHub repositories, blog posts, documentation, and community discussions. Use this skill when the user requests to gather examples, use cases, best practices, or implementation patterns for Claude Skills. Generates comprehensive markdown reports summarizing collected examples.

Use when generating Confluence documentation from Jira issues, PRs, or code implementations

Organ Axis tutorial docs - 100%覆盖文档（模型应用+公式+注释采样+教程)