complex_task

Plan and execute multi-step tasks using a TODO.md workflow.

42|12|Updated Mar 13, 2026
One-click install
npx skills add https://github.com/2001Haru/CloseClaw --skill complex-task-2001haru
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: complex_task
Source: https://github.com/2001Haru/CloseClaw/tree/main/closeclaw/skills/complex_task
Command: npx skills add https://github.com/2001Haru/CloseClaw --skill complex-task-2001haru

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill provides a structured, Todo-driven workflow to manage multi-step and complex tasks, ensuring progress is tracked and recoverable.

Core Features & Use Cases

  • Todo.md task planning with [ ] [~] [x] statuses to visualize progress.
  • Deterministic execution by focusing on the first incomplete step.
  • Built-in Observe & Decide loop to update tasks based on results.
  • Suitable for any multi-step automation where tasks can be decomposed and tracked.

Quick Start

Plan and execute a multi-step task by creating and updating a TODO.md in the workspace.

Frequently Asked Questions about complex_task

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

FAQPage Schema
How do I manage multi-step task execution and track progress automatically?

Coordinate complex tasks using a Todo-driven workflow that creates a TODO.md file to plan, execute, and track multi-step progress. It ensures deterministic execution by focusing on the first incomplete step and applying an Observe & Decide loop to update tasks based on outcomes.

What is a Todo-driven workflow for complex task orchestration?

A Todo-driven workflow decomposes complex tasks into scheduled, trackable steps within a TODO.md file. It uses an Observe & Decide loop for reflective decision-making based on outcomes, enabling deterministic execution and recoverable flows for multi-step automation.

How do I structure a TODO.md file for task planning and automation?

Structure a TODO.md file by decomposing complex work into steps and marking them with [ ] for incomplete, [~] for in-progress, and [x] for complete. This visualizes progress and enables deterministic execution by focusing sequentially on the first incomplete step.

Can I recover an incomplete multi-step automation workflow if it fails midway?

Yes, multi-step automation workflows are recoverable because the Todo-driven approach tracks progress in a TODO.md file. By validating step-by-step outcomes and focusing on the first incomplete step, the workflow resumes deterministically from where it left off.

When should I use a structured planning workflow for task management?

Use structured planning for task management when complex work can be decomposed, scheduled, and validated step-by-step. It is ideal for multi-step automation scenarios requiring deterministic execution, reflective decision-making based on outcomes, and recoverable progress tracking.