orchestrator:transform

Transform unstructured prompts into structured TaskCreate, TaskUpdate, and TaskList entries.

Updated Feb 24, 2026
One-click install
npx skills add https://github.com/atournayre/claude-personas --skill orchestrator-transform
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: orchestrator:transform
Source: https://github.com/atournayre/claude-personas/tree/main/orchestrator/skills/transform
Command: npx skills add https://github.com/atournayre/claude-personas --skill orchestrator-transform

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill transforms unstructured prompts, whether free text or files, into a structured, executable format compatible with task management systems, streamlining complex workflows.

Core Features & Use Cases

  • Prompt Structuring: Converts natural language requests into defined tasks with clear objectives, sub-tasks, and deliverables.
  • Task Generation: Automatically creates TaskCreate and TaskUpdate entries based on identified objectives and dependencies.
  • Use Case: You have a complex project idea described in a long email. Use this Skill to break it down into actionable tasks, assign priorities, and define completion criteria, ready for execution.

Quick Start

Use the orchestrator transform skill to convert the prompt in the file 'new_feature_request.md' into an executable task structure.

Frequently Asked Questions about orchestrator:transform

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I convert unstructured text into executable tasks for project planning?

Breaking down complex project requests involves analyzing unstructured prompts to extract defined objectives, sub-tasks, and dependencies, automatically generating a structured list of executable tasks with assigned priorities and completion criteria.

Can I transform prompts from existing files into workflow automation tasks?

Yes, you can transform prompts from existing files into workflow automation tasks by pointing the skill to a document, which it then parses to generate structured TaskList entries with defined phases and deliverables for execution.

Does prompt transformation support generating dependencies and sub-tasks?

Yes, prompt transformation supports generating dependencies and sub-tasks by analyzing the objectives within your unstructured prompt to map out relationships and automatically create structured TaskUpdate entries reflecting those task dependencies.

What is the best way to structure a complex request into manageable steps?

The best way to structure a complex request into manageable steps is to use prompt transformation, which analyzes free text to define clear phases, sub-tasks, and validation criteria, outputting structured task entries ready for execution.

Are there limitations when converting free text into structured task formats?

A key limitation when converting free text into structured task formats is that the output quality depends entirely on the clarity of the original prompt, requiring well-defined objectives to accurately map dependencies and generate executable task entries.