human-qa-loop
OfficialTurn drafts into user-approved, criteria-passing plans
Product & Management#planning#workflow automation#decision support#human review#draft iteration#criteria validation#disposition gating
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
comprehensionto confirm understanding,dispositionto enforce Accept/Reject/Defer per finding, anddefaultfor general clarification. - Contract-preserving updates: Preserves required output contract fields (
DraftSection,Checklist,Questions,Notes) and ordering, returningN/Awhen 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 requiredComponents
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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