autonomy-readiness

Compares automated and human PR reviews to identify gaps and propose improvements.

Updated May 31, 2026
One-click install
npx skills add https://github.com/ascerra-fullsend-rehearsal/fullsend --skill autonomy-readiness
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: autonomy-readiness
Source: https://github.com/ascerra-fullsend-rehearsal/fullsend/tree/main/internal/scaffold/fullsend-repo/skills/autonomy-readiness
Command: npx skills add https://github.com/ascerra-fullsend-rehearsal/fullsend --skill autonomy-readiness

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill analyzes the difference between automated and human PR reviews to identify gaps, propose improvements, and justify increased agent autonomy.

Core Features & Use Cases

  • Delta Analysis: Compares agent and human review findings on PRs.
  • Gap Identification: Classifies gaps as matched, novel, or unaddressed.
  • Root Cause Analysis: Diagnoses root causes for gaps (e.g., missing context, test coverage).
  • Proposal Framing: Provides structured proposals for closing gaps or increasing autonomy.

Quick Start

Run the autonomy-readiness skill on a PR to analyze review gaps and generate proposals for increasing agent autonomy.

Frequently Asked Questions about autonomy-readiness

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

FAQPage Schema
How do I analyze PR review gaps between automated agents and human reviewers?

PR review gap analysis compares automated and human code review findings to classify differences as matched, novel, or unaddressed, identifying where autonomous agents miss context that human reviewers catch.

What is autonomous agent readiness in code review workflows?

Autonomous agent readiness in code review measures how effectively an agent identifies PR issues compared to human reviewers, diagnosing root causes like missing context or test coverage to justify increased autonomy.

How do I identify root causes for unaddressed findings in automated PR reviews?

Root cause analysis for unaddressed PR findings diagnoses gaps by examining missing context, insufficient test coverage, or workflow limitations, then framed into structured proposals for closing those review gaps.

Can I generate proposals to increase agent autonomy based on PR review deltas?

Yes, proposal framing takes PR review delta analysis and generates structured proposals to close identified gaps, providing justification for increasing autonomous agent permissions in PR workflows.

What PR data do I need to assess agent review gaps?

Assessing agent review gaps requires PR review data containing both automated and human findings, plus access to the PR timeline for analyzing the sequence and context of review events.

When should I run an autonomy readiness analysis on my pull requests?

Run autonomy readiness analysis when automated PR reviews consistently miss issues that human reviewers catch, indicating a readiness gap that requires root cause diagnosis and structured autonomy expansion proposals.