Documentation

Guide documentation structure, README content, and project documentation best practices. Use when: creating README, documentation, docs folder, project setup. Keywords: README, docs, documentation, CONTRIBUTING, CHANGELOG, 文件, 說明文件.

Format commit messages following conventional commits standard. Use when: writing commit messages, git commit, reviewing commit history. Keywords: commit, git, message, conventional, 提交, 訊息, feat, fix, refactor.

Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.

Verify external libraries, APIs, and frameworks against current documentation. Use when implementing external dependencies, when unsure if a pattern is current, when the user mentions "ground", "verify docs", "exa", or "current API".

Shipany AI-powered SaaS boilerplate documentation. Use when working with Shipany framework, Next.js 15, TypeScript, Drizzle ORM, NextAuth, payment integration, or building SaaS applications.

Official Google SEO guide covering search optimization, best practices, Search Console, crawling, indexing, and improving website search visibility based on official Google documentation

TypeScript strict type checking guidelines for SEPilot Desktop. Use when creating types, writing functions, or refactoring code. Ensures all code has explicit types, avoids 'any', and passes type checking with strict mode enabled.

Manage AI notes in ~/Compost/AI-Notes - read existing notes, list recent documents, and write new implementation plans (仕様書, 計画書, 設計書). Auto-triggers when reading from or writing to notes, specifications, or plans.

Guidelines for writing BDD-style test code using Ginkgo/Gomega framework in Go. Use when writing tests for Kubernetes operators, controllers, or Go services. Focuses on behavior-driven development with Given-When-Then patterns and table-driven tests.

Perform comprehensive competitor analysis for any business. Produces an executive-summary markdown report with target customer profile, market positioning, pricing/business model, product features, funding/company size, SWOT analysis, and competitive matrix. All findings are data-grounded. Use when the user asks to analyze competitors, understand competitive landscape, compare a business to alternatives, or perform market research.

Build docs/mcp-tools.md from the active MCP servers and available tool functions.

Generate a project-specific AGENTS.md from a user goal, then confirm before overwriting.

Implement persistence layers with Spring Data JPA. Use when creating repositories, configuring entity relationships, writing queries (derived and @Query), setting up pagination, database auditing, transactions, UUID primary keys, multiple databases, and database indexing. Covers repository interfaces, JPA entities, custom queries, relationships, and performance optimization patterns.

Generate comprehensive REST API documentation using SpringDoc OpenAPI 3.0 and Swagger UI in Spring Boot 3.x applications. Use when setting up API documentation, configuring Swagger UI, adding OpenAPI annotations, implementing security documentation, or enhancing REST endpoints with examples and schemas.

Guidelines for writing conventional commit messages that follow project standards and trigger automated releases

Guidelines for writing robust CLI end-to-end tests using BATS

Create comprehensive TypeScript documentation using JSDoc, TypeDoc, and multi-layered documentation patterns for different audiences. Includes API documentation, architectural decision records (ADRs), code examples, and framework-specific patterns for NestJS, Express, React, Angular, and Vue.

Expert assistance for writing, optimizing, and debugging GROQ queries. Use when writing queries or debugging performance.

Initialize Flow projects from scratch, migrate existing docs, or update old structures. Use when user says "start flow", "initialize", "migrate to flow", "set up flow project".

Document findings and maintain task notes using Flow framework. Use when user says "document", "document this", "document finding", "add notes", "add this to notes", "write this down", "summarize", "summarize this", "generate changelog", "create changelog", or wants to capture discoveries. Helps update task Notes sections, create summaries with /flow-summarize, and keep documentation synchronized with work. Focuses on concise, actionable documentation.