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MartinoPolo
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mp-hitl

Resolve HITL-labeled GitHub issues into AFK-ready tasks with evidence.

1|Updated Feb 7, 2026
Search Tags:#github#prd#issue triage#dependency graph#hitl#afk#decision resolution
One-click install
npx skills add https://github.com/MartinoPolo/mpx-claude-code --skill mp-hitl
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: mp-hitl
Source: https://github.com/MartinoPolo/mpx-claude-code/tree/main/skills/mp-hitl
Command: npx skills add https://github.com/MartinoPolo/mpx-claude-code --skill mp-hitl

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Resolves Human In The Loop (HITL) GitHub issues by extracting unresolved decisions, gathering evidence from the codebase, and flipping the resulting issues to AFK so they can be executed autonomously.

Core Features & Use Cases

  • Identifies the right PRD and task scope: Accepts a PRD issue URL/number or auto-detects open PRDs to ground decisions in shared context.
  • Builds a dependency graph from blockers: Parses “Blocking Relationships” to find which HITL issues are unblocked (i.e., all blockers are closed or already AFK).
  • Orders and resolves decisions with evidence: Grills issues in priority order (lowest number or most-blocking via transitive unblock count), pre-answering questions by exploring relevant repository code.
  • Updates issues to enable autonomous runs: Appends resolved/unresolved sections and flips labels from HITL to AFK when decisions are resolved.

Quick Start

Use this skill to “resolve HITL issues into AFK-ready state” by targeting a PRD issue number and choosing whether to process lowest-number first or the most-blocking first.

Frequently Asked Questions about mp-hitl

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

FAQPage Schema
What is a HITL issue in GitHub PRD project execution?▼

A HITL issue in GitHub PRD execution is a task blocked by a human decision point that requires evidence from the repository before it can be finalized and executed autonomously as an AFK-ready task.

How do I resolve GitHub issues that are blocked by human decisions into autonomous tasks?▼

Resolve blocked GitHub issues by grilling human decision points with codebase evidence, recording outcomes into the issue body, and flipping the label from HITL to AFK for autonomous execution.

How do I prioritize my GitHub issue triage queue when multiple tasks are unblocked?▼

Prioritize your unblocked GitHub issues by ordering the queue based on the lowest issue number or by selecting the most-blocking task calculated via transitive unblock count.

Can I auto-detect PRD issues for decision resolution without providing a specific URL?▼

Yes, you can auto-detect open PRD issues to ground decisions in shared context without a specific URL, or you can directly target the scope by providing a PRD issue number.

How does dependency graph parsing determine which HITL issues are ready for AFK execution?▼

Dependency graph parsing reads blocking relationships to find unblocked HITL issues, verifying that all blockers are either closed or already flipped to AFK status before allowing execution.

What happens to unresolved decisions during GitHub issue triage?▼

Unresolved decisions during issue triage are appended to the issue body in a dedicated unresolved section, ensuring that only fully resolved decisions trigger the HITL to AFK label flip.

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