Verified:GitHub

workflow-decomposer

Decompose complex tasks into actionable steps and assign models for execution.

1|1|Updated Mar 25, 2026

Search Tags:#automation #collaboration #productivity #task-planning #model-orchestration #workflow-tracking #smart-decomposition

Ready to run

npx skills add https://github.com/penghang1223/niannian-workspace --skill workflow-decomposer-penghang1223

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: workflow-decomposer
Source: https://github.com/penghang1223/niannian-workspace/tree/main/skills/workflow-decomposer
Command: npx skills add https://github.com/penghang1223/niannian-workspace --skill workflow-decomposer-penghang1223

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Breaks down complex workflows into actionable steps and assigns optimal models to execute each step, reducing planning overhead and increasing execution reliability.

Core Features & Use Cases

Automated task decomposition: transforms high-level objectives into detailed, verifiable steps with clear success criteria.
Model selection & orchestration: maps each step to the most suitable model, balancing accuracy, speed, and constraints.
Progress tracking & blocker handling: provides visibility into progress and structured mechanisms to resolve blockers or re-route tasks.

Quick Start

Initiate a decomposition for a multi-step project and let the system assign models to each step while tracking progress.

Frequently Asked Questions about workflow-decomposer

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

FAQPage Schema

How do I decompose complex multi-step projects into actionable steps?▼

Task decomposition breaks high-level objectives into detailed, verifiable steps with clear success criteria. This process transforms complex multi-step projects into structured, traceable workflows, reducing planning overhead and increasing execution reliability.

What is model orchestration and how does it assign optimal models to workflow steps?▼

Model orchestration maps each decomposed workflow step to the most suitable model, balancing accuracy, speed, and constraints. This ensures optimal model selection for task execution, guiding workflows from requirement analysis to final delivery with auditable decisions.

Can I use automated task decomposition for product design and data pipelines?▼

Automated task decomposition applies to multi-step projects including product design, research tasks, and data pipelines. It transforms these complex workflows into structured steps, assigning optimal models to execute each phase while tracking progress.

How does workflow tracking handle blockers and error handling during task execution?▼

Workflow tracking provides visibility into progress and structured mechanisms to resolve blockers or re-route tasks. It ensures traceable progress, error handling, and auditable decisions through structured step tracking and model logging throughout execution.

What's the best way to automate task planning for multi-step research tasks?▼

Automating task planning for multi-step research tasks involves decomposing objectives into actionable steps and orchestrating optimal models. This approach reduces manual planning overhead, provides blocker handling, and ensures traceable, verifiable progress.