Agent skill

Shopify Admin High Risk Order Tagger

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

Tags orders flagged as high-risk for manual review and optionally places fulfillment holds to prevent shipping.

MITAuto-check passed

Install Shopify Admin High Risk Order Tagger

skills CLI
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-high-risk-order-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-high-risk-order-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/order-intelligence/shopify-admin-high-risk-order-tagger .claude/skills/shopify-admin-high-risk-order-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-high-risk-order-tagger
GitHub stars
194
Token cost
~1.6k tokens
SKILL.md length
429 words
Files
1
Skills in repo
116
Repo updated
First seen
Licence
MIT

At a glance

Tags orders flagged as high-risk for manual review and optionally places fulfillment holds to prevent shipping.

  • Works in 3 steps: OPERATION: orders — query → OPERATION: tagsAdd — mutation → OPERATION: fulfillmentOrderHold —…
  • SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 6 more sections
  • Calls shopify

What it does

Shopify Admin High Risk Order Tagger is an agent skill from 40RTY-ai/shopify-admin-skills. Tags orders flagged as high-risk for manual review and optionally places fulfillment holds to prevent shipping.

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-high-risk-order-tagger”

Requirements

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

Workflow steps

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

  1. OPERATION: orders — query
  2. OPERATION: tagsAdd — mutation
  3. OPERATION: fulfillmentOrderHold — mutation (if hold_fulfillment: true)

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 High Risk Order Tagger loads about 1.6k tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 429 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
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). 429 words, ~1,584 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-high-risk-order-tagger/SKILL.md (or your agent's skills folder).
name
shopify-admin-high-risk-order-tagger
description
Tags orders flagged as high-risk for manual review and optionally places fulfillment holds to prevent shipping.
compatibility
Claude Code, Cursor, Codex, Gemini CLI
role
order-intelligence
toolkit
shopify-admin, shopify-admin-execution
api_version
2025-01
graphql_operations
orders:query, tagsAdd:mutation, fulfillmentOrderHold:mutation
status
stable

Purpose

Queries recent high-risk orders and takes two protective actions: tags the order for staff visibility and optionally places a fulfillment hold to prevent the order from shipping until reviewed. Complements order-risk-report (which only reads) with write actions that create a reviewable queue.

Prerequisites

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

Parameters

ParameterTypeRequiredDefaultDescription
storestringyes—Store domain (e.g., mystore.myshopify.com)
days_backintegerno1Lookback window (default: last 24 hours)
min_order_valuefloatno0Only flag orders above this value
tagstringnofraud-reviewTag applied to flagged orders
hold_fulfillmentboolnotrueAlso place a fulfillment hold on flagged orders
hold_reasonstringnoUNKNOWN_PAYMENT_RISKFulfillment hold reason
dry_runboolnotruePreview without executing mutations
formatstringnohumanOutput format: human or json

Safety

⚠️ fulfillmentOrderHold prevents orders from being fulfilled until the hold is explicitly released. Customers will experience a shipping delay while on hold. Use hold_fulfillment: false if you only want to tag without blocking fulfillment. Run with dry_run: true to confirm the order list before committing. Release holds with the order-hold-and-release skill after review.

Workflow Steps

  1. OPERATION: orders — query Inputs: query: "risk_level:high created_at:>='<NOW - days_back days>'", first: 250, select riskLevel, fulfillmentOrders, totalPriceSet Expected output: High-risk orders in window

  2. OPERATION: tagsAdd — mutation Inputs: Order id, tags: [<tag>] Expected output: Updated order tags; userErrors

  3. OPERATION: fulfillmentOrderHold — mutation (if hold_fulfillment: true) Inputs: fulfillmentOrderId, reason: <hold_reason>, reasonNotes: "High-risk order — awaiting fraud review" Expected output: heldFulfillmentOrder { id, status }, userErrors

GraphQL Operations

graphql
# orders:query — validated against api_version 2025-01
query HighRiskOrders($query: String!, $after: String) {
  orders(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        name
        riskLevel
        totalPriceSet {
          shopMoney {
            amount
            currencyCode
          }
        }
        tags
        fulfillmentOrders(first: 5) {
          edges {
            node {
              id
              status
            }
          }
        }
        customer {
          id
          displayName
          numberOfOrders
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}
graphql
# tagsAdd:mutation — validated against api_version 2025-01
mutation TagsAdd($id: ID!, $tags: [String!]!) {
  tagsAdd(id: $id, tags: $tags) {
    node {
      id
    }
    userErrors {
      field
      message
    }
  }
}
graphql
# fulfillmentOrderHold:mutation — validated against api_version 2025-01
mutation FulfillmentOrderHold($id: ID!, $fulfillmentHold: FulfillmentOrderHoldInput!) {
  fulfillmentOrderHold(id: $id, fulfillmentHold: $fulfillmentHold) {
    fulfillmentOrder {
      id
      status
    }
    userErrors {
      field
      message
    }
  }
}
Show full SKILL.md (174 more words)Show less

Session Tracking

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

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: High Risk Order 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):

══════════════════════════════════════════════
OUTCOME SUMMARY
  High-risk orders found:  <n>
  Orders tagged:           <n>
  Fulfillment holds placed: <n>
  Errors:                  <n>
  Output:                  risk_tagging_<date>.csv
══════════════════════════════════════════════

For format: json, emit:

json
{
  "skill": "high-risk-order-tagger",
  "store": "<domain>",
  "started_at": "<ISO8601>",
  "dry_run": true,
  "outcome": {
    "orders_found": 0,
    "tagged": 0,
    "holds_placed": 0,
    "errors": 0,
    "output_file": "risk_tagging_<date>.csv"
  }
}

Output Format

CSV file risk_tagging_<YYYY-MM-DD>.csv with columns: order_name, order_id, risk_level, total_price, currency, tag_applied, hold_placed, customer_name

Error Handling

ErrorCauseRecovery
THROTTLEDAPI rate limit exceededWait 2 seconds, retry up to 3 times
userErrors on holdOrder already fulfilled or hold already existsLog as skipped, continue
No high-risk ordersClean periodExit with 0 flagged

Best Practices

  • Run within 1–2 hours of order placement — most fraud orders are placed and expected to ship same-day.
  • After a hold is placed, use order-risk-report to review the risk indicators in detail before deciding to cancel or release.
  • Release legitimate orders with the order-hold-and-release skill to minimize shipping delay.
  • Orders from repeat customers (numberOfOrders > 3) are unlikely to be fraudulent — consider filtering them out with min_order_value or a separate query.

© 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-high-risk-order-tagger of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin High Risk Order 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 High Risk Order Tagger compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Shopify Admin High Risk Order Tagger 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 High Risk Order Tagger

What does Shopify Admin High Risk Order Tagger do?

Tags orders flagged as high-risk for manual review and optionally places fulfillment holds to prevent shipping. Shopify Admin High Risk Order Tagger is an agent skill from 40RTY-ai/shopify-admin-skills. Tags orders flagged as high-risk for manual review and optionally places fulfillment holds to prevent shipping.

How do I install Shopify Admin High Risk Order Tagger in Claude Code?

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

How do I install Shopify Admin High Risk Order Tagger in Codex?

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

Can I use Shopify Admin High Risk Order 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-high-risk-order-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-high-risk-order-tagger, .gemini/skills/shopify-admin-high-risk-order-tagger, .github/skills/shopify-admin-high-risk-order-tagger and .opencode/skills/shopify-admin-high-risk-order-tagger in your project.

What does Shopify Admin High Risk Order Tagger need to run?

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

Does Shopify Admin High Risk Order 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 High Risk Order 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 High Risk Order Tagger use?

Shopify Admin High Risk Order 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 High Risk Order Tagger 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 High Risk Order Tagger?

Skills that share tags, products or a category with Shopify Admin High Risk Order 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 High Risk Order 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.