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Agent skill

Shopify Admin Order Cancellation Analysis

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

Read-only: tracks cancellation rate over time and breaks down cancelled orders by cancelReason to surface fraud, inventory, customer, and declined-payment patterns.

MITAuto-check passed

Install Shopify Admin Order Cancellation Analysis

skills CLI
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-cancellation-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-order-cancellation-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/order-intelligence/shopify-admin-order-cancellation-analysis .claude/skills/shopify-admin-order-cancellation-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/

Facts

Skill name
shopify-admin-order-cancellation-analysis
GitHub stars
194
Token cost
~1.6k tokens
SKILL.md length
459 words
Files
1
Skills in repo
116
Repo updated
First seen
Licence
MIT

At a glance

Read-only: tracks cancellation rate over time and breaks down cancelled orders by cancelReason to surface fraud, inventory, customer, and declined-payment patterns.

  • Works in 4 steps: OPERATION: orders — query → Partition orders into cancelled… → For cancelled orders, group by… → …
  • SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 6 more sections
  • Calls shopify

What it does

Shopify Admin Order Cancellation Analysis is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: tracks cancellation rate over time and breaks down cancelled orders by cancelReason to surface fraud, inventory, customer, and declined-payment patterns.

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.

Example prompts

  • “/shopify-admin-order-cancellation-analysis”

Requirements

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

Workflow steps

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

  1. OPERATION: orders — query
  2. Partition orders into cancelled (cancelledAt != null) and not cancelled. Compute overall rate = cancelled / total.
  3. For cancelled orders, group by cancelReason and by time bucket. Compute rate per bucket and per reason.
  4. Identify time buckets where any single reason exceeds 2x its trailing 7-bucket average — flag as anomalies.

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 Order Cancellation Analysis loads about 1.6k tokens when it runs. Until then it costs about 52 tokens; SKILL.md has 459 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~52
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). 459 words, ~1,570 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-order-cancellation-analysis/SKILL.md (or your agent's skills folder).
name
shopify-admin-order-cancellation-analysis
description
Read-only: tracks cancellation rate over time and breaks down cancelled orders by cancelReason to surface fraud, inventory, customer, and declined-payment patterns.
compatibility
Claude Code, Cursor, Codex, Gemini CLI
role
order-intelligence
toolkit
shopify-admin, shopify-admin-execution
api_version
2025-01
graphql_operations
orders:query
status
stable

Purpose

Computes cancellation rate (cancelled orders / total orders) over a configurable window, broken down by cancelReason (CUSTOMER, FRAUD, INVENTORY, DECLINED, OTHER, STAFF). Surfaces shifts in cancellation patterns — for example, a spike in INVENTORY cancellations suggests a stock data integrity problem, while a spike in FRAUD suggests a coordinated attack. Read-only — no mutations.

Prerequisites

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

Parameters

ParameterTypeRequiredDefaultDescription
storestringyes—Store domain (e.g., mystore.myshopify.com)
days_backintegerno30Lookback window for orders included in the analysis
bucketstringnodayTime bucket: day, week, or month
min_valuefloatno0Only include orders above this total value
reason_filterstringno—Optional filter to a single cancelReason
formatstringnohumanOutput format: human or json

Safety

ℹ️ Read-only skill — no mutations are executed. Safe to run at any time. The analysis uses cancelReason as recorded by Shopify or staff at cancellation time — accuracy depends on staff selecting the correct reason.

Workflow Steps

  1. OPERATION: orders — query Inputs: query: "created_at:>='<NOW - days_back days>'", first: 250, select cancelledAt, cancelReason, displayFinancialStatus, totalPriceSet, pagination cursor Expected output: All orders created in the window (cancelled and non-cancelled) for rate calculation; paginate until hasNextPage: false

  2. Partition orders into cancelled (cancelledAt != null) and not cancelled. Compute overall rate = cancelled / total.

  3. For cancelled orders, group by cancelReason and by time bucket. Compute rate per bucket and per reason.

  4. Identify time buckets where any single reason exceeds 2x its trailing 7-bucket average — flag as anomalies.

GraphQL Operations

graphql
# orders:query — validated against api_version 2025-01
query OrdersForCancellationAnalysis($query: String!, $after: String) {
  orders(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        name
        createdAt
        cancelledAt
        cancelReason
        displayFinancialStatus
        displayFulfillmentStatus
        totalPriceSet {
          shopMoney {
            amount
            currencyCode
          }
        }
        customer {
          id
          numberOfOrders
        }
        staffMember {
          id
          name
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}

Session Tracking

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

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Order Cancellation 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):

══════════════════════════════════════════════
CANCELLATION ANALYSIS  (<days_back> days, by <bucket>)
  Total orders:        <n>
  Cancelled orders:    <n>  (<pct>%)
  Lost revenue:        $<amount>

  By reason:
    CUSTOMER     <n>  (<pct>%)
    FRAUD        <n>  (<pct>%)
    INVENTORY    <n>  (<pct>%)
    DECLINED     <n>  (<pct>%)
    OTHER        <n>  (<pct>%)

  Anomaly buckets (>2x trailing avg):
    <bucket-key>  reason=<reason>  rate=<pct>%
  Output: cancellation_analysis_<date>.csv
══════════════════════════════════════════════

For format: json, emit:

json
{
  "skill": "order-cancellation-analysis",
  "store": "<domain>",
  "period_days": 30,
  "bucket": "day",
  "total_orders": 0,
  "cancelled_orders": 0,
  "cancellation_rate": 0,
  "lost_revenue": 0,
  "currency": "USD",
  "by_reason": {
    "CUSTOMER": 0, "FRAUD": 0, "INVENTORY": 0, "DECLINED": 0, "OTHER": 0
  },
  "anomalies": [],
  "output_file": "cancellation_analysis_<date>.csv"
}
Show full SKILL.md (171 more words)Show less

Output Format

CSV file cancellation_analysis_<YYYY-MM-DD>.csv with columns: bucket_start, bucket_end, total_orders, cancelled_orders, rate_pct, reason_customer, reason_fraud, reason_inventory, reason_declined, reason_other, lost_revenue, currency

Error Handling

ErrorCauseRecovery
THROTTLEDAPI rate limit exceededWait 2 seconds, retry up to 3 times
cancelReason is null on cancelled orderOlder order pre-dating reason fieldBucket into OTHER, log count
No orders in windowEmpty store or test domainExit with summary: 0 orders, 0% rate
Cancelled order created outside windowCancellation happened in window but order olderExcluded by design — analyses creation cohort

Best Practices

  • A baseline cancellation rate of 1–3% is typical; spikes above 5% warrant investigation.
  • Sustained INVENTORY cancellations indicate a sync issue between storefront stock and warehouse — pair this skill with multi-location-inventory-audit.
  • Sustained FRAUD cancellations indicate either improving fraud filters (good) or a coordinated attack (bad) — cross-reference with order-risk-report.
  • High DECLINED rates often correlate with checkout friction or expired payment methods — investigate alongside checkout abandonment data.
  • Run weekly to catch reason-mix shifts early; run after every major promotion to confirm cancellations did not spike.

© 40RTY-ai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/order-intelligence/shopify-admin-order-cancellation-analysis of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Order Cancellation 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 Order Cancellation Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Shopify Admin Order Cancellation Analysis this skill40RTY-ai/shopify-admin-skills194—~1.6kAutomated safety check: PassMIT
ShopifyShopify/Shopify-AI-Toolkit592—~4.2kAutomated safety check: PassMIT
E-commerce Visual Copywritingfeichanggege/ecommerce-visual-copywriting-skill867—~1.3kAutomated safety check: PassMIT
Reviewing Pull RequestsShopify/shopify-app-js541—~1.9kAutomated safety check: PassMIT
Better Designmarvkr/better-design254—~1.2kAutomated safety check: PassMIT
Liquid Theme A11ybenjaminsehl/liquid-skills120—~3.2kAutomated safety check: PassNone

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Works with

Questions about Shopify Admin Order Cancellation Analysis

What does Shopify Admin Order Cancellation Analysis do?

Read-only: tracks cancellation rate over time and breaks down cancelled orders by cancelReason to surface fraud, inventory, customer, and declined-payment patterns. Shopify Admin Order Cancellation Analysis is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: tracks cancellation rate over time and breaks down cancelled orders by cancelReason to surface fraud, inventory, customer, and declined-payment patterns.

How do I install Shopify Admin Order Cancellation Analysis in Claude Code?

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

How do I install Shopify Admin Order Cancellation Analysis in Codex?

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

Can I use Shopify Admin Order Cancellation 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-order-cancellation-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-order-cancellation-analysis, .gemini/skills/shopify-admin-order-cancellation-analysis, .github/skills/shopify-admin-order-cancellation-analysis and .opencode/skills/shopify-admin-order-cancellation-analysis in your project.

What does Shopify Admin Order Cancellation Analysis need to run?

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

Does Shopify Admin Order Cancellation 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 Order Cancellation 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 Order Cancellation Analysis use?

Shopify Admin Order Cancellation 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 Order Cancellation Analysis use?

About 1.6k tokens (SKILL.md is roughly 6.3k 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 Order Cancellation Analysis?

Skills that share tags, products or a category with Shopify Admin Order Cancellation Analysis: Shopify (Shopify/Shopify-AI-Toolkit, 592 stars), E-commerce Visual Copywriting (feichanggege/ecommerce-visual-copywriting-skill, 867 stars), Reviewing Pull Requests (Shopify/shopify-app-js, 541 stars) and Better Design (marvkr/better-design, 254 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Shopify Admin Order Cancellation 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.