auto-launch

Analyze repository context to select optimal workflow loop topology.

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

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill eliminates the guesswork in starting an AI-driven coding session by automatically assessing the repository state and recommending the most effective workflow loop, preventing inefficient or mismatched agent behavior.

Core Features & Use Cases

  • Context-Aware Workflow Selection: Analyzes the current session and repository to pick the optimal loop topology (e.g., a1, a2, a4, or custom).
  • Deterministic Verification Gates: Proposes and validates typed verification gates to ensure code quality before dispatch.
  • Interactive Launch Optimization: Provides a seamless, confirmable launch path that skips unnecessary questions when the path is obvious, while offering a robust design-new escape hatch for complex tasks.

Quick Start

Invoke the auto-launch skill to assess the current repository state and recommend a workflow loop for your task.

Frequently Asked Questions about auto-launch

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

FAQPage Schema
How do I automate workflow selection for AI coding sessions?

Automate workflow selection by analyzing repository context and session state to determine the optimal loop topology for AI coding sessions. It evaluates your environment to recommend built-in or custom workflows, eliminating guesswork when starting interactive agent operations.

What are deterministic verification gates in an automated coding workflow?

Deterministic verification gates are typed quality control checkpoints proposed and validated before dispatching agent operations. They enforce code quality standards within the loop topology, ensuring agent operations meet defined criteria before proceeding through the automated workflow.

How do I set up an intelligent loop design for Claude Code?

Set up intelligent loop design by invoking the skill to assess current repository state and recommend a workflow loop. It integrates with existing toolchains to provide a confirmable launch path for interactive agent operations without unnecessary configuration questions.

Does auto-launch work with custom workflow loops and existing toolchains?

Auto-launch works with custom workflow loops and existing toolchains by providing a design-new escape hatch for complex tasks while integrating with your current setup. It supports built-in topologies like a1, a2, and a4, alongside fully custom loop configurations.

How do I prevent mismatched agent behavior when starting an AI coding task?

Prevent mismatched agent behavior by using context-aware workflow selection that analyzes repository state to recommend the most effective loop topology. This automated assessment ensures the chosen workflow matches your session requirements, avoiding inefficient agent operations.