持續整合/部署

Using AI agents as force multipliers in quality work. Use when designing autonomous testing systems, implementing PACT principles, or scaling quality engineering with intelligent agents. Core skill for all QE agents in the fleet.

Apply the Holistic Testing Model evolved with PACT (Proactive, Autonomous, Collaborative, Targeted) principles. Use when designing comprehensive test strategies for Classical, AI-assisted, Agent based, or Agentic Systems building quality into the team, or implementing whole-team quality practices.

Guide for using the ct (CommonTools) binary to interact with charms, recipes, and the Common Fabric. Use this skill when deploying recipes, managing charms, linking data between charms, or debugging recipe execution. Triggers include requests to "deploy this recipe", "call a handler", "link these charms", "get data from charm", or "test this recipe locally".

Apply safe refactoring patterns to improve code structure without changing behavior. Use when cleaning up code, reducing technical debt, or improving maintainability.

Writing dbt models with proper CTE patterns, SQL structure, and layer-specific templates. Use this skill when writing or refactoring dbt models, implementing CTE patterns, creating staging/intermediate/mart models, or ensuring proper SQL structure and dependencies.

AI-powered task management for structured, specification-driven development. Use this skill when you need to manage complex projects with PRDs, break down tasks into subtasks, track dependencies, and maintain organized development workflows across features and branches.

Apply both London and Chicago school TDD approaches. Use when practicing test-driven development, understanding different TDD philosophies, or choosing the right testing style for your context.

Apply context-driven testing principles where practices are chosen based on project context, not universal "best practices". Use when making testing decisions, questioning dogma, or adapting approaches to specific project needs.

Use when integrating with Orama. Links to official docs for search, indexing, answer engine. (project)

First-draft writing assistant for Crucible-planned novels. Use when author has completed planning (crucible-planner) and outlining (crucible-outliner) and wants to write the actual prose. Handles scene-by-scene drafting, style matching, continuity tracking, and hallucination prevention. Triggers on "write my novel," "draft chapter X," "start writing from my outline," "help me write my book," or when user has Crucible outline and wants prose output. Works with any Crucible-planned story.

Chapter-by-chapter outline generator for stories planned with the Crucible Structure. Use when a user has completed Crucible planning documents (thesis, strand maps, forge points, etc.) and wants to create detailed chapter outlines. Triggers on requests like "outline my book," "create chapter outline," "outline Book 1," "turn my Crucible plan into chapters," or when user has Crucible planning docs and wants to start writing. Works for single books or multi-book series.

Analyzes Rails applications and generates comprehensive upgrade reports with breaking changes, deprecations, and step-by-step migration guides for Rails 7.0 through 8.1.1. Use when upgrading Rails applications, planning multi-hop upgrades, or querying version-specific changes.

Run Tecton plan and tests via Pants in the data-science repo. Handles long-running commands with proper output capture to avoid truncation.

Creates vision documents through structured 5-phase discovery process. Guides through problem discovery, solution exploration, user needs analysis, future & scope planning, and document generation. Use when user wants to create a vision document for a feature, needs to define strategic context and high-level goals, or is starting feature development and needs to establish the "why" and "what" before technical details. Follows established feature development process with lean, focused documents (100-150 lines max) that flow from general problems to specific scope.

Automatically detect and fix documentation inconsistencies, outdated examples, and missing @file headers in the u-he-preset-randomizer project. Triggers when documentation appears outdated or when making significant code changes that affect public APIs.

Creates professional monthly invoice summaries for clients by analyzing Git commits and time sheet notes. Combines technical development work with business activities into clear, value-focused bullet points suitable for client invoicing. Use when creating monthly billing summaries, preparing client invoices, summarizing development work for billing periods, translating technical Git commits into client-friendly descriptions, or combining Git activity with time sheet notes for complete project summaries.

Creates implementation plan documents by determining plan structure, sequencing development phases, and generating actionable tasks. Use when user wants to create an implementation plan, needs to sequence development work, determine when and in what order to build features, or create detailed task breakdowns with code examples. Follows established feature development process with clear phase sequencing, integrated development (code + validation + data), and selective detail strategy (full code for novel aspects, references for established patterns).

Creates concise technical specification documents through 3-4 phase process. Guides through architectural decisions, system contracts, and technical design without getting bogged down in implementation details. Use when user wants to create a technical specification, needs to define how the system will be implemented technically, or is documenting architecture, data contracts, API specifications, and system components. Follows established feature development process with concise (5-10 page) specs focused on WHAT and WHY, not HOW to code. Optionally creates design brief for features with UI/UX complexity.

Revision and editing assistant for Crucible-drafted novels. Use when author has completed a first draft and wants to revise, edit, or polish their manuscript. Handles developmental editing, line editing, copy editing, and final polish. Triggers on "edit my novel," "revise chapter X," "polish my manuscript," "help me edit," or when user has completed draft chapters and wants to improve them.

Interactive planning system for epic fantasy novels using the Crucible Structure—a 36-beat narrative framework with three interwoven story strands (Quest, Fire, Constellation), five Forge Points, and a Mercy Engine. Use when user wants to plan a fantasy novel, provides a story premise/synopsis, asks to "plan my fantasy book," wants to create planning documents for an epic fantasy, or mentions the Crucible Structure. Guides users through multi-choice questions to generate 7 planning document categories (14 files total) from a simple premise.