Triage Shopify low-star reviews into prioritized briefs
Skill turning scattered public Shopify App Store reviews into one prioritized triage brief using a published, reusable rubric.
Why it matters
Convert scattered public low-star Shopify App Store reviews into a single prioritized brief that tells product and support teams what kind of problem each review describes, its potential impact, and what action to take first.
Outcomes
What it gets done
Extract and classify problem types from review text using a published rubric
Assess severity and potential business impact of each reported issue
Prioritize reviews into P0-P3 urgency levels for action planning
Generate actionable briefs with original review wording preserved for context
Install
Add it to your toolbox
Run in your project directory:
curl -fsSL https://spark.entire.vc/get/ag-shopify-review-triage | bash Overview
Shopify Review Triage - public low-star reviews to a P0-P3 brief
A skill that reads public Shopify App Store review text and produces one prioritized brief per batch, using the same published rubric as a standalone manual triage guide. Use it when low-star reviews are scattered across several app listings and competitors, and treating them all as equally urgent is the failure mode to avoid.
What it does
This skill reads rows of public Shopify App Store review text and produces one prioritized brief that 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. The rubric it applies isn't invented for this skill - it reproduces the published rule set behind a free review-triage worksheet and manual triage guide, so a manual pass, the worksheet, and this skill all sort the same review the same way.
When to use - and when NOT to
Use it when low-star reviews are scattered across several App Store listings plus a few watched competitors, and the risk is treating every review as equally urgent. It's built specifically for independent Shopify app teams and the agencies running their support.
Inputs and outputs
Input: rows of public Shopify App Store review text. Output: one prioritized triage brief per batch of reviews, covering problem type, severity, recommended next action, and the original review wording each judgment is drawn from.
Integrations
Reproduces the same published rubric used by a standalone review-triage worksheet and manual triage guide, so results stay consistent whether triage is done by hand, with the worksheet, or with this skill.
Who it's for
Independent Shopify app teams and the support agencies working on their behalf who need to prioritize scattered low-star reviews across multiple listings and competitors.
Source README
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 a free review triage
worksheet and manual triage guide (links under Additional Resources),
reproduced so a manual pass, the worksheet, and this skill sort the same row the same way.
FAQ
Common questions
Discussion
Questions & comments · 0
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