auto-driver

Analyze workspace state and dispatch development workflows based on user intent.

Updated Jun 12, 2026
One-click install
npx skills add https://github.com/shawnroos/auto --skill auto-driver
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: auto-driver
Source: https://github.com/shawnroos/auto/tree/main/skills/auto-driver
Command: npx skills add https://github.com/shawnroos/auto --skill auto-driver

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill solves the ambiguity of starting a complex development loop by automatically detecting the current state of your workspace, identifying relevant plans, and dispatching the correct workflow before the agent begins execution.

Core Features & Use Cases

  • Context-Aware Dispatch: Automatically distinguishes between fresh, stale, and in-flight runs to prevent redundant work or accidental state corruption.
  • Goal-Oriented Routing: Uses a relevance rubric to map your current intent to specific project plans, ensuring the agent focuses on the right tasks.
  • Use Case: When you have multiple potential development plans in a repository, this Skill analyzes your current session goal and automatically selects the most relevant plan to execute, or prompts you if the path is ambiguous.

Quick Start

Run the auto-driver skill to analyze the current workspace and dispatch the appropriate development workflow based on your active goal.

Frequently Asked Questions about auto-driver

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

FAQPage Schema
How do I automate workflow orchestration to select the right development plan in a repository?

Automated workflow orchestration analyzes your current workspace state and session intent to map your goal to specific project plans. It uses a relevance rubric to ensure the development agent focuses on executing the correct task.

What is pre-flight orchestration in automated software engineering environments?

Pre-flight orchestration is the pre-execution phase that manages the transition from raw project context to specific plan execution. It uses deterministic detection and goal-aware routing to safely dispatch workflows before the agent begins.

How do I prevent state corruption when resuming in-flight development loops?

Context-aware dispatch automatically distinguishes between fresh, stale, and in-flight runs to prevent accidental state corruption. It analyzes the workspace state to ensure redundant work is avoided before dispatching the workflow.

Can I use state-machine orchestration with multiple potential development plans?

State-machine orchestration supports repositories with multiple potential development plans by analyzing your current session goal. It automatically selects the most relevant plan to execute or prompts you if the routing path is ambiguous.

Does automated workflow dispatching require durable state management?

Automated workflow dispatching requires durable state management to safely transition from raw project context to plan execution. The orchestration phase satisfies this requirement through deterministic detection and goal-aware routing.

When should I not use automated pre-execution routing for development loops?

Automated pre-execution routing is not ideal when your workspace state is ambiguous and a clear session goal cannot be determined. In such cases, the system will prompt you for clarification rather than dispatching a workflow automatically.