Agent skill

Shopify Admin Top Product Performance

by 40RTY-ai in 40RTY-ai/shopify-admin-skills

Rank products by revenue, units sold, and refund rate over a date range by aggregating order line items.

MITAuto-check passed

Install Shopify Admin Top Product Performance

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-top-product-performance -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-top-product-performance --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/conversion-optimization/shopify-admin-top-product-performance .claude/skills/shopify-admin-top-product-performance && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "shopify-admin-top-product-performance" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/conversion-optimization/shopify-admin-top-product-performance into .claude/skills/shopify-admin-top-product-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-top-product-performance", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/conversion-optimization/shopify-admin-top-product-performance

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-top-product-performance -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-top-product-performance --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/conversion-optimization/shopify-admin-top-product-performance .agents/skills/shopify-admin-top-product-performance && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "shopify-admin-top-product-performance" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/conversion-optimization/shopify-admin-top-product-performance into .agents/skills/shopify-admin-top-product-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-top-product-performance", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-top-product-performance -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-top-product-performance --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/conversion-optimization/shopify-admin-top-product-performance .cursor/skills/shopify-admin-top-product-performance && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "shopify-admin-top-product-performance" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/conversion-optimization/shopify-admin-top-product-performance into .cursor/skills/shopify-admin-top-product-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-top-product-performance", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/40RTY-ai/shopify-admin-skills.git --path skills/conversion-optimization/shopify-admin-top-product-performance

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-top-product-performance -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-top-product-performance --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/conversion-optimization/shopify-admin-top-product-performance .gemini/skills/shopify-admin-top-product-performance && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "shopify-admin-top-product-performance" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/conversion-optimization/shopify-admin-top-product-performance into .gemini/skills/shopify-admin-top-product-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-top-product-performance", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-top-product-performance

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-top-product-performance -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/conversion-optimization/shopify-admin-top-product-performance .github/skills/shopify-admin-top-product-performance && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "shopify-admin-top-product-performance" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/conversion-optimization/shopify-admin-top-product-performance into .github/skills/shopify-admin-top-product-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-top-product-performance", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-top-product-performance -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-top-product-performance --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/conversion-optimization/shopify-admin-top-product-performance .opencode/skills/shopify-admin-top-product-performance && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "shopify-admin-top-product-performance" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/conversion-optimization/shopify-admin-top-product-performance into .opencode/skills/shopify-admin-top-product-performance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-top-product-performance", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: shopify-admin-top-product-performance
GitHub stars: 194
Token cost: ~1.6k tokens
SKILL.md length: 420 words
Files: 1
Skills in repo: 116
Repo updated: Aug 14, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Rank products by revenue, units sold, and refund rate over a date range by aggregating order line items.

Works in 5 steps: For stores with many orders, use a… → sort_by: refund_rate highlights products… → Revenue figures are gross (before… → …
Tasks that involve Conversion rate optimization
SKILL.md covers Purpose, Prerequisites, Parameters and Workflow Steps, plus 5 more sections
Calls shopify

What it does

Shopify Admin Top Product Performance is an agent skill from 40RTY-ai/shopify-admin-skills. Rank products by revenue, units sold, and refund rate over a date range by aggregating order line items.

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Claude Code, Cursor, Codex, Gemini CLI

It works with Shopify. The repository describes itself as: Community-maintained AI agent skills for operating Shopify stores — workflows, optimization, reports and more. The licence is MIT.

When your agent uses it

Tasks that involve Conversion rate optimization

Example prompts

“/shopify-admin-top-product-performance”

Requirements

Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

For stores with many orders, use a 30-day window first. Wider windows paginate more aggressively and take longer.
sort_by: refund_rate highlights products with quality or expectation issues — a refund rate above 10% is worth investigating.
Revenue figures are gross (before refunds) and net (after refunds) — use net revenue for accurate profitability ranking.
Products that have been deleted will still appear if they were purchased in the date range — they show with product_id: null and their…
Combine with discount-ab-analysis to see which discount codes drove the most revenue for your top products.

What it can do on your machine

Read from SKILL.md and the folder at commit 6765cb4. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
- shopify
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Claude Code, Cursor, Codex, Gemini CLI
From compatibility in the SKILL.md frontmatter.

Context cost

Shopify Admin Top Product Performance loads about 1.6k tokens when it runs. Until then it costs about 36 tokens; SKILL.md has 420 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~36
When it runs · the whole SKILL.md, loaded when a task matches: ~1.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from 40RTY-ai/shopify-admin-skills at commit 6765cb4, republished under its MIT licence (© 40RTY-ai). 420 words, ~1,589 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-top-product-performance/SKILL.md (or your agent's skills folder).

name: shopify-admin-top-product-performance
description: Rank products by revenue, units sold, and refund rate over a date range by aggregating order line items.
compatibility: Claude Code, Cursor, Codex, Gemini CLI
role: conversion-optimization
toolkit: shopify-admin, shopify-admin-execution
api_version: 2025-01
graphql_operations: orders:query
status: stable

Purpose

Ranks products by revenue, units sold, and refund rate for a given date range by aggregating order line items and refund line items across all orders in the period. Useful for identifying top performers and products with high refund rates. Read-only — no mutations are executed.

Prerequisites

Authenticated Shopify CLI session: shopify auth login --store <domain>
API scopes: read_orders

Parameters

Parameter	Type	Required	Default	Description
store	string	yes	—	Store domain (e.g., mystore.myshopify.com)
format	string	no	human	Output format: `human` or `json`
dry_run	bool	no	false	Preview operations without executing mutations
date_range_start	string	yes	—	Start date in ISO 8601 (e.g., `2025-01-01`)
date_range_end	string	yes	—	End date in ISO 8601 (e.g., `2025-01-31`)
top_n	integer	no	20	Number of top products to show in the ranked output
sort_by	string	no	revenue	Ranking metric: `revenue`, `units`, or `refund_rate`

Workflow Steps

OPERATION: orders — query Inputs: first: 250, query: "created_at:>='<date_range_start>' created_at:<='<date_range_end>'", pagination cursor Expected output: All orders in range with line items (title, quantity, originalTotalSet, refundableQuantity) and refund line items; paginate until hasNextPage: false; aggregate in-memory per product: sum originalTotalSet for gross revenue, sum refund amounts for net revenue, sum quantities for units sold, compute refund rate

GraphQL Operations

graphql

# orders:query (for product revenue) — validated against api_version 2025-01
query OrdersForProductPerformance($first: Int!, $after: String, $query: String) {
  orders(first: $first, after: $after, query: $query) {
    edges {
      node {
        id
        createdAt
        lineItems(first: 50) {
          edges {
            node {
              title
              quantity
              variant {
                id
                sku
                product {
                  id
                  title
                }
              }
              originalTotalSet {
                shopMoney { amount currencyCode }
              }
              refundableQuantity
            }
          }
        }
        refunds {
          refundLineItems(first: 50) {
            edges {
              node {
                quantity
                lineItem {
                  variant {
                    id
                    product { id title }
                  }
                }
                subtotalSet {
                  shopMoney { amount currencyCode }
                }
              }
            }
          }
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}

Session Tracking

Claude MUST emit the following output at each stage. This is mandatory.

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: top-product-performance              ║
║  Store: <store domain>                       ║
║  Started: <YYYY-MM-DD HH:MM UTC>             ║
╚══════════════════════════════════════════════╝

After each step, emit:

[N/TOTAL] <QUERY|MUTATION>  <OperationName>
          → Params: <brief summary of key inputs>
          → Result: <count or outcome>

On completion, emit:

For format: human (default):

══════════════════════════════════════════════
OUTCOME SUMMARY
  Orders processed:   <n>
  Products ranked:    <n>
  Date range:         <start> to <end>
  Sort by:            <revenue|units|refund_rate>
  Errors:             0
  Output:             none
══════════════════════════════════════════════

For format: json, emit:

json

{
  "skill": "top-product-performance",
  "store": "<domain>",
  "started_at": "<ISO8601>",
  "completed_at": "<ISO8601>",
  "dry_run": false,
  "steps": [
    { "step": 1, "operation": "OrdersForProductPerformance", "type": "query", "params_summary": "<date_range_start> to <date_range_end>", "result_summary": "<n> orders processed", "skipped": false }
  ],
  "outcome": {
    "orders_processed": 0,
    "products_ranked": 0,
    "date_range_start": "<date_range_start>",
    "date_range_end": "<date_range_end>",
    "sort_by": "revenue",
    "results": [],
    "errors": 0,
    "output_file": null
  }
}

Output Format

Ranked table displayed inline (no CSV), truncated to top_n entries:

Rank	Product	Units Sold	Gross Revenue	Refunded Amount	Net Revenue	Refund Rate %
1	...	...	...	...	...	...

For format: json, results is an array of objects with keys: rank, product_id, product_title, units_sold, gross_revenue, refunded_amount, net_revenue, refund_rate_pct.

Show full SKILL.md (150 more words)Show less

Error Handling

Error	Cause	Recovery
No orders returned	No orders in date range	Widen date range
`variant` is null on a line item	Product or variant was deleted	Still aggregated by title; product_id will be null
Rate limit (429)	Too many paginated requests	Narrow date range

Best Practices

For stores with many orders, use a 30-day window first. Wider windows paginate more aggressively and take longer.
sort_by: refund_rate highlights products with quality or expectation issues — a refund rate above 10% is worth investigating.
Revenue figures are gross (before refunds) and net (after refunds) — use net revenue for accurate profitability ranking.
Products that have been deleted will still appear if they were purchased in the date range — they show with product_id: null and their title from the order line item.
Combine with discount-ab-analysis to see which discount codes drove the most revenue for your top products.

Files

Just SKILL.md in skills/conversion-optimization/shopify-admin-top-product-performance of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Top Product Performance next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Shopify Admin Top Product Performance compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Shopify Admin Top Product Performance this skill40RTY-ai/shopify-admin-skills	194	—	~1.6k	Automated safety check: Pass	MIT	1 mo ago
E-commerce Visual Copywritingfeichanggege/ecommerce-visual-copywriting-skill	867	—	~1.3k	Automated safety check: Pass	MIT	24 days ago
Google Analytics 4 Setupooiyeefei/ccc	495	—	~2.2k	Automated safety check: Pass	MIT	2 mo ago
Shopifythatrebeccarae/claude-marketing	161	—	~2.4k	Automated safety check: Notes	MIT	4 mo ago
Shopify Marketingnexscope-ai/eCommerce-Skills	1.1k	—	~3.8k	Automated safety check: Pass	MIT	1 mo ago
FLOW SEO FrameworkAgriciDaniel/claude-seo	19k	2 repos	~1.4k	Automated safety check: Pass	MIT	6 days ago

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Works with

Shopify

Questions about Shopify Admin Top Product Performance

What does Shopify Admin Top Product Performance do?

Rank products by revenue, units sold, and refund rate over a date range by aggregating order line items. Shopify Admin Top Product Performance is an agent skill from 40RTY-ai/shopify-admin-skills. Rank products by revenue, units sold, and refund rate over a date range by aggregating order line items.

When should I use Shopify Admin Top Product Performance?

Shopify Admin Top Product Performance fits situations like: tasks that involve Conversion rate optimization.

How do I install Shopify Admin Top Product Performance in Claude Code?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-top-product-performance -a claude-code`. Or copy the skill folder (skills/conversion-optimization/shopify-admin-top-product-performance in 40RTY-ai/shopify-admin-skills) into .claude/skills/shopify-admin-top-product-performance in your project. Claude Code loads it when a task matches its description.

How do I install Shopify Admin Top Product Performance in Codex?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-top-product-performance -a codex`. Or copy the skill folder (skills/conversion-optimization/shopify-admin-top-product-performance in 40RTY-ai/shopify-admin-skills) into .agents/skills/shopify-admin-top-product-performance in your project. Codex loads it when a task matches its description.

Can I use Shopify Admin Top Product Performance in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-top-product-performance -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/shopify-admin-top-product-performance, .gemini/skills/shopify-admin-top-product-performance, .github/skills/shopify-admin-top-product-performance and .opencode/skills/shopify-admin-top-product-performance in your project.

What does Shopify Admin Top Product Performance need to run?

Going by SKILL.md and its folder, Shopify Admin Top Product Performance needs the command-line tools its instructions call (shopify). Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI.

Does Shopify Admin Top Product Performance access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Shopify Admin Top Product Performance safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Shopify Admin Top Product Performance use?

Shopify Admin Top Product Performance is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Shopify Admin Top Product Performance use?

About 1.6k tokens (SKILL.md is roughly 6.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Shopify Admin Top Product Performance?

Skills that share tags, products or a category with Shopify Admin Top Product Performance: E-commerce Visual Copywriting (feichanggege/ecommerce-visual-copywriting-skill, 867 stars), Google Analytics 4 Setup (ooiyeefei/ccc, 495 stars), Shopify (thatrebeccarae/claude-marketing, 161 stars) and Shopify Marketing (nexscope-ai/eCommerce-Skills, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Shopify Admin Top Product Performance?

40RTY-ai (a GitHub organization) maintains it in 40RTY-ai/shopify-admin-skills, which has 194 GitHub stars. The repository holds 116 skills in this directory. The repository was last updated on August 14, 2026.

Source: 40RTY-ai/shopify-admin-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Shopify Admin Top Product Performance

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Compatibility

Context cost

Safety

SKILL.md

Purpose

Prerequisites

Parameters

Workflow Steps

GraphQL Operations

Session Tracking

Output Format

Error Handling

Best Practices

Files

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