AI Engineering

Create Skill guides a conversational workflow to collect domain knowledge and generate an optimized Claude Code skill. It is used when you need to define scope, trigger phrases, and review criteria before writing the final SKILL.md.

Create Skill guides an interactive process for collecting knowledge, scope, and examples, then produces a structured skill file. Use it when turning project-specific know-how into a reusable Claude Code skill.

Implementation Approach selects a feature implementation strategy such as vertical slice, horizontal, or hybrid. Use it when planning how to build a feature and assessing the risks of each path.

LLM-Friendly Context helps you write prompts, handoffs, and generated artifacts with explicit inputs, outputs, success criteria, and unresolved conditions. Use it when downstream agents need enough context to execute without guessing.

Project Context marks project-specific context as unconfigured until domain constraints, repository quality standards, phase, conventions, and external-resource access are recorded. Use it when a project has not yet been configured and needs /project-inject.

Refine Skill implements requested changes to an existing skill file using a structured edit-and-review workflow. Use it when modifying criteria, scope, or wording with quality checks and approval gates.

Requirement Convergence separates the outcome a change must produce from the requirements proposed to reach it, records user exclusions, and bands cost from structure. Use it when a requirement enters a workflow before design begins.

Skill Optimization evaluates and refines skill files using content patterns and editing principles. Use it when creating, auditing, or revising skill content for clearer execution and more consistent structure.

Skill Refinement Workflow helps implement requested changes to a Claude Code skill with design checks and quality review. Use it when you need to update a skill’s standards or scope with an approval-driven process.

Subagents Orchestration Guide coordinates work across requirement analysis, planning, implementation, verification, and escalation flows. Use it when routing tasks to subagents or resuming an approved autonomous workflow.

Task Analyzer classifies task intent, change risk, and execution scale before selecting skills from the project index. Use it when starting work, routing a task, estimating scope, or choosing skills.

Canvas Week Plan generates a weekly assignment overview for a student in Canvas LMS. Use it to check due dates, submission status, grades, and peer reviews when planning coursework.