Agent skill

Shopify Admin Refund Rate Analysis

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

Read-only: calculates refund rate by product, collection, or period — identifies quality and listing issues.

Install Shopify Admin Refund Rate Analysis

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-refund-rate-analysis -a claude-code

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

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-refund-rate-analysis --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/finance/shopify-admin-refund-rate-analysis .claude/skills/shopify-admin-refund-rate-analysis && 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-refund-rate-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-refund-rate-analysis into .claude/skills/shopify-admin-refund-rate-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-refund-rate-analysis", 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/finance/shopify-admin-refund-rate-analysis

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-refund-rate-analysis -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-refund-rate-analysis --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/finance/shopify-admin-refund-rate-analysis .agents/skills/shopify-admin-refund-rate-analysis && 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-refund-rate-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-refund-rate-analysis into .agents/skills/shopify-admin-refund-rate-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-refund-rate-analysis", 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-refund-rate-analysis -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-refund-rate-analysis --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/finance/shopify-admin-refund-rate-analysis .cursor/skills/shopify-admin-refund-rate-analysis && 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-refund-rate-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-refund-rate-analysis into .cursor/skills/shopify-admin-refund-rate-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-refund-rate-analysis", 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/finance/shopify-admin-refund-rate-analysis

--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-refund-rate-analysis -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-refund-rate-analysis --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/finance/shopify-admin-refund-rate-analysis .gemini/skills/shopify-admin-refund-rate-analysis && 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-refund-rate-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-refund-rate-analysis into .gemini/skills/shopify-admin-refund-rate-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-refund-rate-analysis", 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-refund-rate-analysis

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-refund-rate-analysis -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/finance/shopify-admin-refund-rate-analysis .github/skills/shopify-admin-refund-rate-analysis && 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-refund-rate-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-refund-rate-analysis into .github/skills/shopify-admin-refund-rate-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-refund-rate-analysis", 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-refund-rate-analysis -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-refund-rate-analysis --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/finance/shopify-admin-refund-rate-analysis .opencode/skills/shopify-admin-refund-rate-analysis && 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-refund-rate-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-refund-rate-analysis into .opencode/skills/shopify-admin-refund-rate-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-refund-rate-analysis", 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-refund-rate-analysis
GitHub stars: 194
Token cost: ~1.3k tokens
SKILL.md length: 317 words
Files: 1
Skills in repo: 116
Repo updated: Aug 14, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Read-only: calculates refund rate by product, collection, or period — identifies quality and listing issues.

Works in 3 steps: OPERATION: orders — query → For each refunded line item: record… → Aggregate by group_by: calculate…
Backend & APIs work in your project
SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 6 more sections
Calls shopify

What it does

Shopify Admin Refund Rate Analysis is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: calculates refund rate by product, collection, or period — identifies quality and listing issues.

Its SKILL.md is about 1.3k 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 sits in Backend & APIs. 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

Backend & APIs work in your project

Example prompts

“/shopify-admin-refund-rate-analysis”

Requirements

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

Workflow steps

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

OPERATION: orders — query
For each refunded line item: record product, vendor, quantity refunded, refund amount
Aggregate by group_by: calculate refund_rate = refunded_units / total_units_sold × 100

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 Refund Rate Analysis loads about 1.3k tokens when it runs. Until then it costs about 36 tokens; SKILL.md has 317 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: ~1.3k

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). 317 words, ~1,335 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-refund-rate-analysis/SKILL.md (or your agent's skills folder).

name: shopify-admin-refund-rate-analysis
description: Read-only: calculates refund rate by product, collection, or period — identifies quality and listing issues.
compatibility: Claude Code, Cursor, Codex, Gemini CLI
role: finance
toolkit: shopify-admin, shopify-admin-execution
api_version: 2025-01
graphql_operations: orders:query
status: stable

Purpose

Analyzes orders with refunds to calculate refund rates by product, time period, and channel. Surfaces which products or product groups generate the most refund activity. Read-only — no mutations.

Prerequisites

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

Parameters

Parameter	Type	Required	Default	Description
store	string	yes	—	Store domain (e.g., mystore.myshopify.com)
days_back	integer	no	30	Lookback window
group_by	string	no	product	Breakdown: `product`, `vendor`, or `period`
min_orders	integer	no	5	Minimum orders per group to include in rate calculation
format	string	no	human	Output format: `human` or `json`

Safety

ℹ️ Read-only skill — no mutations are executed. Safe to run at any time.

Workflow Steps

OPERATION: orders — query Inputs: query: "created_at:>='<NOW - days_back days>'", first: 250, select refunds { refundLineItems }, lineItems, pagination cursor Expected output: All orders with refund data; paginate until hasNextPage: false
For each refunded line item: record product, vendor, quantity refunded, refund amount
Aggregate by group_by: calculate refund_rate = refunded_units / total_units_sold × 100

GraphQL Operations

graphql

# orders:query — validated against api_version 2025-01
query OrdersWithRefunds($query: String!, $after: String) {
  orders(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        name
        createdAt
        lineItems(first: 50) {
          edges {
            node {
              id
              quantity
              product {
                id
                title
                vendor
              }
              variant {
                id
                sku
              }
            }
          }
        }
        refunds {
          id
          createdAt
          totalRefundedSet {
            shopMoney {
              amount
              currencyCode
            }
          }
          refundLineItems(first: 50) {
            edges {
              node {
                quantity
                lineItem {
                  product {
                    id
                    title
                    vendor
                  }
                  variant {
                    id
                    sku
                  }
                }
              }
            }
          }
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}

Session Tracking

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

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Refund Rate Analysis                 ║
║  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):

══════════════════════════════════════════════
REFUND RATE ANALYSIS  (<days_back> days)
  Orders analyzed:       <n>
  Orders with refunds:   <n>
  Overall refund rate:   <pct>%
  Total refunded:        $<amount>

  By <group_by>:
    "<name>"   Sold: <n>  Refunded: <n>  Rate: <pct>%
  Output: refund_rate_<date>.csv
══════════════════════════════════════════════

For format: json, emit:

json

{
  "skill": "refund-rate-analysis",
  "store": "<domain>",
  "period_days": 30,
  "orders_analyzed": 0,
  "orders_with_refunds": 0,
  "overall_refund_rate_pct": 0,
  "total_refunded": 0,
  "currency": "USD",
  "output_file": "refund_rate_<date>.csv"
}

Output Format

CSV file refund_rate_<YYYY-MM-DD>.csv with columns: group, group_name, total_units_sold, refunded_units, refund_rate_pct, total_refund_amount, currency

Error Handling

Error	Cause	Recovery
`THROTTLED`	API rate limit exceeded	Wait 2 seconds, retry up to 3 times
No refunds in window	Clean period	Exit with 0% rate, expected
Deleted product on refund line	Product removed after refund	Log as "deleted product" in group

Best Practices

A refund rate above 5–10% on specific products typically signals a listing, quality, or expectation mismatch issue.
Use group_by: vendor to identify if quality problems are concentrated with a specific supplier.
Cross-reference high-refund products with return-reason-analysis to understand whether the issue is product quality, wrong size, or customer expectation.
Run before quarterly supplier reviews to support data-driven conversations about product quality and chargebacks.

Files

Just SKILL.md in skills/finance/shopify-admin-refund-rate-analysis of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Refund Rate Analysis 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 Refund Rate Analysis compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Shopify Admin Refund Rate Analysis this skill40RTY-ai/shopify-admin-skills	194	—	~1.3k	Automated safety check: Pass	MIT	1 mo ago
ShopifyShopify/Shopify-AI-Toolkit	592	—	~4.2k	Automated safety check: Pass	MIT	3 days ago
Keypo Shoppingkeypo-us/keypo-cli	182	—	~1.3k	Automated safety check: Pass	None	6 mo ago
Shopify Developmentdavila7/claude-code-templates	33k	7 repos	~2.2k	Automated safety check: Pass	MIT	today
TakeoverPentesterFlow/agent	1.4k	—	~3.3k	Automated safety check: Pass	Apache-2.0	1 mo ago
Shopify ExpertJeffallan/claude-skills	12k	—	~1.8k	Automated safety check: Pass	MIT	7 days ago

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Works with

Shopify

Questions about Shopify Admin Refund Rate Analysis

What does Shopify Admin Refund Rate Analysis do?

Read-only: calculates refund rate by product, collection, or period — identifies quality and listing issues. Shopify Admin Refund Rate Analysis is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: calculates refund rate by product, collection, or period — identifies quality and listing issues.

When should I use Shopify Admin Refund Rate Analysis?

Shopify Admin Refund Rate Analysis fits situations like: backend & APIs work in your project.

How do I install Shopify Admin Refund Rate Analysis in Claude Code?

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

How do I install Shopify Admin Refund Rate Analysis in Codex?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-refund-rate-analysis -a codex`. Or copy the skill folder (skills/finance/shopify-admin-refund-rate-analysis in 40RTY-ai/shopify-admin-skills) into .agents/skills/shopify-admin-refund-rate-analysis in your project. Codex loads it when a task matches its description.

Can I use Shopify Admin Refund Rate Analysis 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-refund-rate-analysis -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-refund-rate-analysis, .gemini/skills/shopify-admin-refund-rate-analysis, .github/skills/shopify-admin-refund-rate-analysis and .opencode/skills/shopify-admin-refund-rate-analysis in your project.

What does Shopify Admin Refund Rate Analysis need to run?

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

Does Shopify Admin Refund Rate Analysis 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 Refund Rate Analysis 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 Refund Rate Analysis use?

Shopify Admin Refund Rate Analysis 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 Refund Rate Analysis use?

About 1.3k tokens (SKILL.md is roughly 5.3k 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 Refund Rate Analysis?

Skills that share tags, products or a category with Shopify Admin Refund Rate Analysis: Shopify (Shopify/Shopify-AI-Toolkit, 592 stars), Keypo Shopping (keypo-us/keypo-cli, 182 stars), Shopify Development (davila7/claude-code-templates, 33k stars) and Takeover (PentesterFlow/agent, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Shopify Admin Refund Rate Analysis?

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 Refund Rate Analysis

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

Safety

Workflow Steps

GraphQL Operations

Session Tracking

Output Format

Error Handling

Best Practices

Files

Compare with similar skills

Similar skills

More from 40RTY-ai/shopify-admin-skills

Related

Questions about Shopify Admin Refund Rate Analysis