Agent skill

Shopify Admin Chargeback Watchlist Tagger

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

Identifies customers with disputed or charged-back orders and tags their customer record for proactive review on future orders.

MITAuto-check passed

Install Shopify Admin Chargeback Watchlist Tagger

skills CLI
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-chargeback-watchlist-tagger -a claude-code

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

GitHub CLI
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-chargeback-watchlist-tagger --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/customer-ops/shopify-admin-chargeback-watchlist-tagger .claude/skills/shopify-admin-chargeback-watchlist-tagger && 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-chargeback-watchlist-tagger
GitHub stars
194
Token cost
~1.7k tokens
SKILL.md length
506 words
Files
1
Skills in repo
116
Repo updated
First seen
Licence
MIT

At a glance

Identifies customers with disputed or charged-back orders and tags their customer record for proactive review on future orders.

  • Works in 4 steps: OPERATION: orders — query → Group disputes by customer. For each… → OPERATION: customerUpdate — mutation → …
  • SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 6 more sections
  • Calls shopify

What it does

Shopify Admin Chargeback Watchlist Tagger is an agent skill from 40RTY-ai/shopify-admin-skills. Identifies customers with disputed or charged-back orders and tags their customer record for proactive review on future orders.

Its SKILL.md is about 1.7k 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

  • “Use the shopify-admin-chargeback-watchlist-tagger skill to identify customers with disputed or charged-back orders and tags their customer record…”
  • “/shopify-admin-chargeback-watchlist-tagger”

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. Group disputes by customer. For each customer
  3. OPERATION: customerUpdate — mutation
  4. If dry_run: true, do not call mutation — just report the queue.

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 Chargeback Watchlist Tagger loads about 1.7k tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 506 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~42
When it runs · the whole SKILL.md, loaded when a task matches
~1.7k

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). 506 words, ~1,699 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-chargeback-watchlist-tagger/SKILL.md (or your agent's skills folder).
name
shopify-admin-chargeback-watchlist-tagger
description
Identifies customers with disputed or charged-back orders and tags their customer record for proactive review on future orders.
compatibility
Claude Code, Cursor, Codex, Gemini CLI
role
customer-ops
toolkit
shopify-admin, shopify-admin-execution
api_version
2025-01
graphql_operations
orders:query, customerUpdate:mutation
status
stable

Purpose

Scans historical orders for any associated chargeback or dispute, then tags the customer record with chargeback-history (configurable). Future orders from these customers can be filtered or held for manual review by ops. Reduces repeated chargeback losses without blocking customers outright. Defaults to dry_run: true.

Prerequisites

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

Parameters

ParameterTypeRequiredDefaultDescription
storestringyes—Store domain (e.g., mystore.myshopify.com)
days_backintegerno730Historical window to scan for disputes (2 years default)
watchlist_tagstringnochargeback-historyTag applied to flagged customers
include_won_disputesboolnofalseIf false, only tag customers whose disputes were lost or are open
dry_runboolnotruePreview without applying tags
formatstringnohumanOutput format: human or json

Safety

⚠️ customerUpdate modifies customer tags that are visible to staff and may drive segmentation rules. Tag a customer incorrectly and you may downgrade their experience or block their orders. Run with dry_run: true first and review the list before committing. Won disputes (where the merchant won) are excluded by default to avoid false positives.

Workflow Steps

  1. OPERATION: orders — query Inputs: query: "created_at:>='<NOW - days_back days>' chargeback_status:*" (any chargeback state), first: 250, select disputes { id, status, initiatedAs, finalizedOn }, customer { id, displayName, tags, defaultEmailAddress { emailAddress } }, totalPriceSet, pagination cursor Expected output: All orders that have at least one dispute in the window

  2. Group disputes by customer. For each customer:

    • Skip if every dispute has status WON and include_won_disputes: false
    • Skip if customer already carries watchlist_tag
    • Otherwise add to tagging queue
  3. OPERATION: customerUpdate — mutation Inputs: input: { id, tags: [<existing tags>, watchlist_tag] } for each queued customer Expected output: Updated customer with new tag list; userErrors

  4. If dry_run: true, do not call mutation — just report the queue.

GraphQL Operations

graphql
# orders:query — validated against api_version 2025-01
query OrdersWithDisputes($query: String!, $after: String) {
  orders(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        name
        createdAt
        totalPriceSet {
          shopMoney {
            amount
            currencyCode
          }
        }
        disputes {
          id
          status
          initiatedAs
          finalizedOn
        }
        customer {
          id
          displayName
          defaultEmailAddress {
            emailAddress
          }
          numberOfOrders
          amountSpent {
            amount
            currencyCode
          }
          tags
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}
graphql
# customerUpdate:mutation — validated against api_version 2025-01
mutation TagChargebackCustomer($input: CustomerInput!) {
  customerUpdate(input: $input) {
    customer {
      id
      tags
    }
    userErrors {
      field
      message
    }
  }
}
Show full SKILL.md (210 more words)Show less

Session Tracking

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

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Chargeback Watchlist Tagger          ║
║  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>

If dry_run: true, prefix every mutation step with [DRY RUN] and do not execute it.

On completion, emit:

For format: human (default):

══════════════════════════════════════════════
CHARGEBACK WATCHLIST  (<days_back> days)
  Orders with disputes:    <n>
  Unique customers:        <n>
  Disputes lost/open:      <n>
  Disputes won (excluded): <n>
  Already tagged:          <n>
  ─────────────────────────────
  Customers to tag:        <n>
  Tags applied:            <n>   (or [DRY RUN] would apply)
  Errors:                  <n>
  Output: chargeback_watchlist_<date>.csv
══════════════════════════════════════════════

For format: json, emit:

json
{
  "skill": "chargeback-watchlist-tagger",
  "store": "<domain>",
  "dry_run": true,
  "orders_with_disputes": 0,
  "unique_customers": 0,
  "customers_to_tag": 0,
  "tags_applied": 0,
  "errors": 0,
  "output_file": "chargeback_watchlist_<date>.csv"
}

Output Format

CSV file chargeback_watchlist_<YYYY-MM-DD>.csv with columns: customer_id, email, name, dispute_count, latest_dispute_status, latest_dispute_initiated_as, total_disputed_amount, currency, existing_tags, tag_to_apply, action

Error Handling

ErrorCauseRecovery
THROTTLEDAPI rate limit exceededWait 2 seconds, retry up to 3 times
userErrors on customerUpdateCustomer not found / archivedLog error, skip, continue
Order without a customerGuest checkout disputeCannot tag — record in CSV with action: skipped_guest
Dispute with status nullVery recent dispute, not yet categorizedTreat as open / not won

Best Practices

  • Always start with dry_run: true and audit the CSV — false positives damage customer trust.
  • Combine watchlist_tag with a Shopify Flow or order-routing rule that holds new orders from tagged customers for manual approval.
  • Re-run quarterly so the watchlist stays current — chargeback patterns change as your store and customer base grow.
  • Keep include_won_disputes: false (default). If you won, the bank ruled in your favor — do not penalize the customer.
  • For repeat offenders (multiple disputes), consider escalating beyond a tag — review manually before allowing further orders.

© 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/customer-ops/shopify-admin-chargeback-watchlist-tagger of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Chargeback Watchlist Tagger 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 Chargeback Watchlist Tagger compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Shopify Admin Chargeback Watchlist Tagger this skill40RTY-ai/shopify-admin-skills194—~1.7kAutomated 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 Chargeback Watchlist Tagger

What does Shopify Admin Chargeback Watchlist Tagger do?

Identifies customers with disputed or charged-back orders and tags their customer record for proactive review on future orders. Shopify Admin Chargeback Watchlist Tagger is an agent skill from 40RTY-ai/shopify-admin-skills. Identifies customers with disputed or charged-back orders and tags their customer record for proactive review on future orders.

How do I install Shopify Admin Chargeback Watchlist Tagger in Claude Code?

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

How do I install Shopify Admin Chargeback Watchlist Tagger in Codex?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-chargeback-watchlist-tagger -a codex`. Or copy the skill folder (skills/customer-ops/shopify-admin-chargeback-watchlist-tagger in 40RTY-ai/shopify-admin-skills) into .agents/skills/shopify-admin-chargeback-watchlist-tagger in your project. Codex loads it when a task matches its description.

Can I use Shopify Admin Chargeback Watchlist Tagger 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-chargeback-watchlist-tagger -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-chargeback-watchlist-tagger, .gemini/skills/shopify-admin-chargeback-watchlist-tagger, .github/skills/shopify-admin-chargeback-watchlist-tagger and .opencode/skills/shopify-admin-chargeback-watchlist-tagger in your project.

What does Shopify Admin Chargeback Watchlist Tagger need to run?

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

Does Shopify Admin Chargeback Watchlist Tagger 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 Chargeback Watchlist Tagger 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 Chargeback Watchlist Tagger use?

Shopify Admin Chargeback Watchlist Tagger 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 Chargeback Watchlist Tagger use?

About 1.7k tokens (SKILL.md is roughly 6.8k 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 Chargeback Watchlist Tagger?

Skills that share tags, products or a category with Shopify Admin Chargeback Watchlist Tagger: 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 Chargeback Watchlist Tagger?

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.