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SKILL verified MIT Self-run

Shopify Admin Sales By Channel Report

skill-40rty-ai-shopify-admin-skills-shopify-admin-sales-by-channel-report · by 40RTY-ai

Read-only: breaks down revenue, units, and AOV by sales channel (Online Store, POS, Draft Orders, etc.).

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Install

$ agentstack add skill-40rty-ai-shopify-admin-skills-shopify-admin-sales-by-channel-report

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
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Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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How agent discovery & health will work →
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About

Purpose

Analyzes orders by their source channel to produce a revenue, units sold, and AOV breakdown per channel. Helps multi-channel merchants understand where revenue is coming from — Online Store, POS, Draft Orders (B2B), mobile app, or third-party channels. Read-only — no mutations.

Prerequisites

  • Authenticated Shopify CLI session: shopify store auth --store --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 | | 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

  1. OPERATION: orders — query

Inputs: query: "created_at:>=''", first: 250, select channelInformation { channelDefinition { handle, displayName } }, totalPriceSet, lineItems { quantity }, pagination cursor Expected output: Orders with channel attribution; paginate until hasNextPage: false

  1. Group by channel.displayName; calculate per-channel: order count, total revenue, total units, AOV

GraphQL Operations

# orders:query — validated against api_version 2025-01
query OrdersByChannel($query: String!, $after: String) {
  orders(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        name
        createdAt
        totalPriceSet {
          shopMoney {
            amount
            currencyCode
          }
        }
        channelInformation {
          channelDefinition {
            handle
            displayName
          }
        }
        lineItems(first: 50) {
          edges {
            node {
              quantity
            }
          }
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}

Session Tracking

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

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Sales by Channel Report              ║
║  Store:                        ║
║  Started:              ║
╚══════════════════════════════════════════════╝

After each step, emit:

[N/TOTAL]   
          → Params: 
          → Result: 

On completion, emit:

For format: human (default):

══════════════════════════════════════════════
SALES BY CHANNEL  ( days)
  Total revenue:  $
  Total orders:   

  Channel             Orders  Revenue    AOV      Units  Share
  ─────────────────────────────────────────────────────────────
  Online Store             $       $         %
  POS                      $       $         %
  Draft Orders             $       $         %
  Output: sales_by_channel_.csv
══════════════════════════════════════════════

For format: json, emit:

{
  "skill": "sales-by-channel-report",
  "store": "",
  "period_days": 30,
  "total_revenue": 0,
  "total_orders": 0,
  "currency": "USD",
  "by_channel": [],
  "output_file": "sales_by_channel_.csv"
}

Output Format

CSV file sales_by_channel_.csv with columns: channel_handle, channel_name, order_count, total_revenue, aov, total_units, revenue_share_pct, currency

Error Handling

| Error | Cause | Recovery | |-------|-------|----------| | THROTTLED | API rate limit exceeded | Wait 2 seconds, retry up to 3 times | | Null channel info | Orders from deleted/unknown channels | Group under "Unknown" | | No orders in window | Quiet period | Exit with 0 revenue |

Best Practices

  • POS orders with unusually low AOV compared to Online Store may indicate staff discount abuse or checkout errors — worth cross-referencing.
  • Draft Orders channel represents B2B/wholesale orders — if growing, it may warrant a dedicated B2B reporting workflow.
  • Channel mix changes over time signal where marketing spend is working — combine with average-order-value-trends for a full picture.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.