One-click install
npx skills add https://github.com/Atlas-Memory-Framework/AtlasMemory-Tools --skill human-qa-loop
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: human-qa-loop
Source: https://github.com/Atlas-Memory-Framework/AtlasMemory-Tools/tree/main/.cursor/skills/human-qa-loop
Command: npx skills add https://github.com/Atlas-Memory-Framework/AtlasMemory-Tools --skill human-qa-loop

SYSTEM DOCUMENTATION & REQUIREMENTS

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.

Frequently Asked Questions about human-qa-loop

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

FAQPage Schema
How do I enforce human review on planning drafts?

To enforce human review on planning drafts, you wrap your draft sections and explicit success criteria in a loop that iterates with the user until all criteria are explicitly validated. The workflow asks only for missing information to gate completion.

What is disposition gating in workflow automation?

Disposition gating in workflow automation is a human review mode that enforces explicit Accept, Reject, or Defer decisions for each finding in a planning review. This prevents loosely validated work from advancing until every item receives a formal disposition.

How do I validate success criteria during draft iteration?

You validate success criteria during draft iteration by applying a criteria validation loop that checks the target draft against explicit requirements. It asks targeted confirmation questions and filters for human-agency items, avoiding unnecessary churn while preserving required output contract fields.

Does the human-qa-loop require specific output contract fields?

Yes, the human-qa-loop requires preserving specific output contract fields including DraftSection, Checklist, Questions, and Notes. The framework maintains this ordering and returns N/A for any fields that are not applicable to the current planning or review context.

Can I use comprehension mode to confirm problem definition?

Yes, you can use comprehension mode to confirm problem definition by asking targeted confirmation questions. This mode validates user understanding of the draft, while disposition mode handles Accept/Reject/Defer decisions and default mode manages general clarification.

What is the best way to prevent advancing incomplete planning work?

The best way to prevent advancing incomplete planning work is to apply an iterative user loop that requires explicit success criteria satisfaction before stopping. This ensures problem definitions and technical plans are fully validated through human-agency filtering and criteria checks.