Shopify Review Triage

Turn public 1–3-star Shopify App Store review rows into a transparent P0–P3 triage brief — incident risk, repeated friction, pricing confusion, feature requests, and an explicit needs-human-read bucket — where every item keeps its public source link and is labeled first pass or human-checked. Use this skill when someone wants app store reviews, low-star reviews, or merchant feedback triaged, prioritized, clustered, or turned into a weekly product/support brief for one Shopify app or a whole portfolio, even when they never say triage, severity, or P0.

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add alfredtech2026/shopify-app-review-brief --skill shopify-review-triage
Manual install
git clone --depth 1 https://github.com/alfredtech2026/shopify-app-review-brief.git /tmp/shopify-app-review-brief
mkdir -p ~/.claude/skills
cp -r /tmp/shopify-app-review-brief/docs/skills/shopify-review-triage ~/.claude/skills/shopify-review-triage

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# Shopify review triage — public low-star reviews to a P0–P3 brief

## What this does

Takes rows of **public** Shopify App Store review text and produces one prioritized brief a
product or support owner can act on: what kind of problem each review describes, how badly it
can hurt, what to do first, and where the original wording came from.

It is built for independent Shopify app teams and the agencies that run their support — the
case where low-star reviews arrive scattered across several listings plus a few watched
competitors, and the failure mode is treating them all as equally urgent.

The rubric below is not invented here. It is the published rule set behind the
[free review triage worksheet](https://alfredtech2026.github.io/shopify-app-review-brief/tools/review-triage-worksheet.html?utm_source=agent-skill&utm_medium=skill-md&utm_campaign=inbound-validation)
and the [manual triage guide](https://alfredtech2026.github.io/shopify-app-review-brief/guides/shopify-app-review-triage.html?utm_source=agent-skill&utm_medium=skill-md&utm_campaign=inbound-validation),
reproduced verbatim so a manual pass, the worksheet, and this skill sort the same row the same way.

## Hard rules

These are not style preferences. Breaking one makes the output worse than nothing.

1. **Public review text only.** Never accept, request, or copy support tickets, merchant emails,
   order data, personal contact details, internal telemetry, or anything else not already public
Read the full skill on GitHub

Details

Skill name
shopify-review-triage
Path
docs/skills/shopify-review-triage/SKILL.md
License
MIT
Repo updated
5 August 2026

FAQ

What does the Shopify Review Triage skill do?

Turn public 1–3-star Shopify App Store review rows into a transparent P0–P3 triage brief — incident risk, repeated friction, pricing confusion, feature requests, and an explicit needs-human-read bucket — where every item keeps its public source link and is labeled first pass or human-checked. Use this skill when someone wants app store reviews, low-star reviews, or merchant feedback triaged, prioritized, clustered, or turned into a weekly product/support brief for one Shopify app or a whole portfolio, even when they never say triage, severity, or P0.

How do I install the Shopify Review Triage skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add alfredtech2026/shopify-app-review-brief --skill shopify-review-triage. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

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