human-qa-loop

Official

Turn drafts into user-approved, criteria-passing plans

AuthorAtlas-Memory-Framework
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill prevents you from advancing incomplete or loosely validated planning work by requiring an iterative user loop until explicit success criteria are satisfied.

Core Features & Use Cases

  • Criteria-validated iteration: Checks the target draft against explicit success criteria and asks only what’s missing.
  • Mode-specific human gates: Uses comprehension to confirm understanding, disposition to enforce Accept/Reject/Defer per finding, and default for general clarification.
  • Contract-preserving updates: Preserves required output contract fields (DraftSection, Checklist, Questions, Notes) and ordering, returning N/A when not applicable.
  • Human-agency filtering: Keeps only items that truly require explicit user approval or decision, avoiding unnecessary churn.

Quick Start

Use the human-qa-loop skill to wrap your current draft section and provide the success criteria so the assistant can ask the minimum targeted questions needed to get explicit user confirmation.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: human-qa-loop
Download link: https://github.com/Atlas-Memory-Framework/AtlasMemory-Tools/archive/main.zip#human-qa-loop

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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