auto-plan

Convert project specifications into ordered, verifiable execution slices.

37|7|Updated Mar 31, 2026
One-click install
npx skills add https://github.com/appautomaton/mlx-speech --skill auto-plan-appautomaton
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: auto-plan
Source: https://github.com/appautomaton/mlx-speech/tree/main/.claude/skills/auto-plan
Command: npx skills add https://github.com/appautomaton/mlx-speech --skill auto-plan-appautomaton

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This skill solves the ambiguity and lack of structure in project execution by converting high-level specifications into granular, testable, and verifiable work slices.

Core Features & Use Cases

  • Execution Topology: Defines clear paths for serial execution, subagent routing, and human-in-the-loop checkpoints.
  • Requirement Traceability: Ensures that every task is mapped to specific requirements, invariants, or audit targets defined in the project spec.
  • Quality Gates: Enforces strict verification criteria for every slice, preventing vague or untestable work.

Quick Start

Invoke the auto-plan skill to generate a formal execution plan based on the current project specification file.

Frequently Asked Questions about auto-plan

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

FAQPage Schema
How do I convert project specifications into verifiable execution plans?

To convert project specifications into execution plans, you structure complex specs into ordered, testable work slices with explicit verification commands and clear execution topology. This ensures bounded, predictable development units.

What is requirement traceability in software workflow planning?

Requirement traceability in workflow planning maps every decomposed task slice back to specific requirements, invariants, or audit targets defined in the original project specification, ensuring verifiable and systematic development.

How do I decompose complex software specs into testable work slices?

Decomposing software specs into testable work slices involves structuring the project requirements into bounded, ordered units of work enforced by strict quality gates and explicit verification commands for safe execution.

Can I define serial execution and human-in-the-loop checkpoints for automated workflows?

Yes, automated workflows can define execution topology that outlines clear paths for serial execution, subagent routing, and human-in-the-loop checkpoints to ensure predictable and safe development progression.

What is the best way to enforce verification criteria for granular development tasks?

The best way to enforce verification criteria for granular tasks is to apply strict quality gates during specification decomposition, preventing vague or untestable work slices from entering the execution topology.

Do I need an approved spec file to generate a structured execution plan?

Yes, you need an approved spec file to generate a formal execution plan. The skill structures complex project specifications into ordered, verifiable execution slices based on that input.