story-refiner

Analyze Jira stories and generate prioritized improvement proposals with diffs.

Updated Aug 23, 2026

Search Tags:#refinement #product management #acceptance criteria #Jira #story quality #backlog grooming #user story

One-click install

npx skills add https://github.com/LaunchCG/claude-marketplace-pub --skill story-refiner

Or copy as Structured Prompt for Agent▼

Please help me install this Agent Skill.
Skill: story-refiner
Source: https://github.com/LaunchCG/claude-marketplace-pub/tree/main/plugins/ai-sdlc/skills/story-refiner
Command: npx skills add https://github.com/LaunchCG/claude-marketplace-pub --skill story-refiner

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires atlassian.

What problem does it solve?

Vague or incomplete Jira stories lead to misinterpretations, rework, and delays in development. This skill automatically analyzes existing Jira stories and proposes specific, actionable improvements to enhance their quality, clarity, and completeness.

Core Features & Use Cases

Story Quality Analysis: Assesses acceptance criteria, description quality, story format, refinement indicators, and supporting documentation.
Improvement Proposal Generation: Creates specific, prioritized proposals for enhancing the story, including suggested text to add or modify.
Diff Generation: Shows exact before/after previews for proposed changes to story fields, making review easy.
Use Case: Provide a Jira story key, and the skill will analyze it, then generate a "Story Refinement Proposal" with a quality score, detailed suggestions (e.g., "Add Acceptance Criteria"), and a full diff preview, helping you quickly improve your backlog.

Quick Start

Refine Jira story PROJ-123 to improve its quality and acceptance criteria.