my-skill

Coordinate staged analysis workflows with developer review pauses after each stage.

1|Updated Feb 8, 2026

Search Tags:#qa #review #traceability #human-in-the-loop #auditability #prompt-guidance #staged-workflow

Ready to run

npx skills add https://github.com/nakane1chome/claude-skills --skill my-skill-nakane1chome

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: my-skill
Source: https://github.com/nakane1chome/claude-skills/tree/main/skills/_template
Command: npx skills add https://github.com/nakane1chome/claude-skills --skill my-skill-nakane1chome

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill ensures a structured, human-in-the-loop analysis by pausing after each stage for review, reducing miscommunication and errors.

Core Features & Use Cases

Stage-based prompts: Understand, Act, and Tidy-up with developer confirmation between stages.
Human-in-the-loop: Enforced pauses to collect feedback before proceeding.
Audit-ready: Generates stage summaries and reviewer notes for traceability.

Quick Start

Summarize the input and confirm intent with the developer, then execute staged actions with a mandatory pause for review after each stage.

Frequently Asked Questions about my-skill

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

FAQPage Schema

What is a staged analysis workflow with human-in-the-loop review?▼

A staged analysis workflow breaks processing into understanding, action, and tidy-up phases, pausing after each stage to collect developer feedback and enforce auditability before proceeding.

How do I enforce traceability and auditability during AI agent task execution?▼

You can enforce traceability by generating stage summaries, reviewer notes, and versioned decisions at each workflow pause, ensuring reproducible and auditable outcomes for analysis tasks.

How do I add mandatory pauses for developer review in a prompt workflow?▼

Implement structured prompts that guide the agent to ask clarifying questions and seek confirmation after the understanding, action, and tidy-up stages, enforcing a mandatory pause for review.

Can I use prompt guidance to prevent miscommunication in automated analysis?▼

Yes, applying structured prompt guidance reduces miscommunication and errors by summarizing input, confirming intent with the developer, and pausing for feedback between execution stages.

What is the best way to ensure reproducibility in a human-in-the-loop AI workflow?▼

The best way is enforcing auditability through versioned decisions and review notes at each stage, ensuring every action is traceable and reproducible during the developer review pauses.

When should I not use a staged workflow with enforced review pauses?▼

A staged workflow with enforced pauses is not suitable for fully autonomous tasks requiring zero latency, as the mandatory developer confirmation after each stage halts execution.