Agent skill

Shopify Admin Return Cost Attribution

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

Read-only: calculates the true cost of returns by reason and product — refund dollars, restocking impact, shipping cost lost, and COGS impact for items written off.

MITAuto-check passed

Install Shopify Admin Return Cost Attribution

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-return-cost-attribution -a claude-code

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

GitHub CLI

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

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

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

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-return-cost-attribution -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/returns/shopify-admin-return-cost-attribution .github/skills/shopify-admin-return-cost-attribution && 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-return-cost-attribution" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/returns/shopify-admin-return-cost-attribution into .github/skills/shopify-admin-return-cost-attribution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-return-cost-attribution", 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-return-cost-attribution -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-return-cost-attribution --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/returns/shopify-admin-return-cost-attribution .opencode/skills/shopify-admin-return-cost-attribution && 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-return-cost-attribution" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/returns/shopify-admin-return-cost-attribution into .opencode/skills/shopify-admin-return-cost-attribution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-return-cost-attribution", 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-return-cost-attribution
GitHub stars: 194
Token cost: ~1.9k tokens
SKILL.md length: 458 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 the true cost of returns by reason and product — refund dollars, restocking impact, shipping cost lost, and COGS impact for items written off.

Works in 4 steps: OPERATION: returns — query → OPERATION: orders — query → OPERATION: inventoryItems — query —… → …
SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 6 more sections
Calls shopify

What it does

Shopify Admin Return Cost Attribution is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: calculates the true cost of returns by reason and product — refund dollars, restocking impact, shipping cost lost, and COGS impact for items written off.

Its SKILL.md is about 1.9k 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-return-cost-attribution”

Requirements

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

Workflow steps

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

OPERATION: returns — query
OPERATION: orders — query
OPERATION: inventoryItems — query — batch unique inventoryItem.id from step 1; returns unitCost per item
Per line item compute: refund_amount (matched refundLineItem proportional to returned qty), shipping_loss (order shipping × line-item…

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 Return Cost Attribution loads about 1.9k tokens when it runs. Until then it costs about 51 tokens; SKILL.md has 458 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~51
When it runs · the whole SKILL.md, loaded when a task matches: ~1.9k

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). 458 words, ~1,886 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-return-cost-attribution/SKILL.md (or your agent's skills folder).

name: shopify-admin-return-cost-attribution
description: Read-only: calculates the true cost of returns by reason and product — refund dollars, restocking impact, shipping cost lost, and COGS impact for items written off.
compatibility: Claude Code, Cursor, Codex, Gemini CLI
role: returns
toolkit: shopify-admin, shopify-admin-execution
api_version: 2025-01
graphql_operations: returns:query, orders:query, inventoryItems:query
status: stable

Purpose

Quantifies the full cost of returns over a window — not just the refunded amount. Combines refund totals, lost shipping revenue, COGS for non-restockable items (e.g., DEFECTIVE), and restocking labor into a per-reason and per-product return P&L. Read-only. Use to prioritize which reasons or product lines deserve operational fixes — better packaging, size guides, listing accuracy.

Prerequisites

shopify store auth --store <domain> --scopes read_orders,read_returns,read_inventory
API scopes: read_orders, read_returns, read_inventory

Parameters

Parameter	Type	Required	Default	Description
store	string	yes	—	Store domain (e.g., mystore.myshopify.com)
format	string	no	human	Output format: `human` or `json`
days_back	integer	no	90	Lookback window for returns
group_by	string	no	reason	Aggregation level: `reason`, `product`, `sku`, or `reason_x_product`
min_returns	integer	no	3	Minimum returns per group to include in summary
writeoff_reasons	array	no	`["DEFECTIVE"]`	Return reasons whose items are treated as non-restockable (full COGS write-off)
flat_restocking_cost	float	no	5.00	Average labor cost per return line item to model restocking workload

Safety

ℹ️ Read-only skill — no mutations are executed. Cost figures are estimates derived from unitCost, refund totals, and flat_restocking_cost — calibrate the flat-cost figure to your operation before treating outputs as accounting truth.

Workflow Steps

OPERATION: returns — query Inputs: query: "created_at:>='<NOW - days_back days>'", first: 250, select returns with line item pricing, product/variant, inventoryItem.id Expected output: All returns in window with per-line-item pricing
OPERATION: orders — query Inputs: For each return's order.id, fetch refunds { totalRefundedSet refundLineItems { quantity subtotalSet totalTaxSet lineItem { id } } } Expected output: Refund amounts mappable to line items
OPERATION: inventoryItems — query — batch unique inventoryItem.id from step 1; returns unitCost per item
Per line item compute: refund_amount (matched refundLineItem proportional to returned qty), shipping_loss (order shipping × line-item value share for full-order returns; else 0), cogs_writeoff (unitCost × qty only if returnReason in writeoff_reasons), restocking_labor (flat_restocking_cost × qty). Sum and aggregate by group_by.

Show full SKILL.md (166 more words)Show less

GraphQL Operations

graphql

# returns:query — validated against api_version 2025-01
query ReturnsForCostAttribution($query: String!, $after: String) {
  returns(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        status
        createdAt
        totalQuantity
        order {
          id
          name
          totalShippingPriceSet { shopMoney { amount currencyCode } }
          totalPriceSet { shopMoney { amount currencyCode } }
        }
        returnLineItems(first: 50) {
          edges { node {
            id
            quantity
            returnReason
            fulfillmentLineItem { lineItem {
              id
              title
              quantity
              discountedTotalSet { shopMoney { amount currencyCode } }
              originalUnitPriceSet { shopMoney { amount currencyCode } }
              variant { id sku inventoryItem { id } }
              product { id title vendor }
            } }
          } }
        }
      }
    }
    pageInfo { hasNextPage endCursor }
  }
}

graphql

# orders:query — validated against api_version 2025-01
query OrderRefundsForReturns($query: String!, $after: String) {
  orders(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        name
        refunds {
          id
          createdAt
          totalRefundedSet { shopMoney { amount currencyCode } }
          refundLineItems(first: 50) {
            edges { node {
              quantity
              subtotalSet { shopMoney { amount currencyCode } }
              totalTaxSet { shopMoney { amount currencyCode } }
              lineItem { id }
            } }
          }
        }
      }
    }
    pageInfo { hasNextPage endCursor }
  }
}

graphql

# inventoryItems:query — validated against api_version 2025-01
query InventoryUnitCosts($ids: [ID!]!) {
  nodes(ids: $ids) {
    ... on InventoryItem {
      id
      unitCost { amount currencyCode }
      tracked
    }
  }
}

Session Tracking

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

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Return Cost Attribution              ║
║  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):

══════════════════════════════════════════════
RETURN COST ATTRIBUTION  (<days_back> days, group: <group_by>)
  Returns analyzed:    <n>
  Total return cost:   $<amount>  (refund <pct>%, shipping <pct>%, COGS <pct>%, labor <pct>%)

  Top cost drivers:
    <group>   Returns: <n>  Total: $<n>  Avg: $<n>  Top reason: <reason>
  Output: return_cost_<date>.csv
══════════════════════════════════════════════

For format: json, emit:

json

{
  "skill": "return-cost-attribution",
  "store": "<domain>",
  "period_days": 90,
  "group_by": "reason",
  "returns_analyzed": 0,
  "totals": {
    "total_cost": 0, "refund": 0, "shipping_loss": 0,
    "cogs_writeoff": 0, "restocking_labor": 0, "currency": "USD"
  },
  "groups": [],
  "output_file": "return_cost_<date>.csv"
}

Output Format

CSV file return_cost_<YYYY-MM-DD>.csv with columns: group_key, return_count, units, refund_amount, shipping_loss, cogs_writeoff, restocking_labor, total_cost, avg_cost_per_return, top_return_reason, currency

Error Handling

Error	Cause	Recovery
`THROTTLED`	API rate limit exceeded	Wait 2 seconds, retry up to 3 times
Missing `unitCost`	Cost not recorded	Treat COGS as 0 and flag the row
Refund not yet processed	Customer not yet refunded	Use line item discounted total as estimate
Multiple refunds per return	Partial refund history	Sum refunds tied to the return's line items
No shipping cost	Free shipping	Shipping loss = 0

Best Practices

Use group_by: reason_x_product to surface lethal combos like DEFECTIVE × <hero SKU> — supplier-quality issues addressable at the source.
Re-run after unitCost updates; stale cost most often skews COGS write-off.
Pair with return-reason-analysis to compare "what returns most" with "what costs most" — they often diverge.

Files

Just SKILL.md in skills/returns/shopify-admin-return-cost-attribution of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Return Cost Attribution 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 Return Cost Attribution compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Shopify Admin Return Cost Attribution this skill40RTY-ai/shopify-admin-skills	194	—	~1.9k	Automated safety check: Pass	MIT	1 mo ago
ShopifyShopify/Shopify-AI-Toolkit	592	—	~4.2k	Automated safety check: Pass	MIT	2 days ago
E-commerce Visual Copywritingfeichanggege/ecommerce-visual-copywriting-skill	867	—	~1.3k	Automated safety check: Pass	MIT	23 days ago
Reviewing Pull RequestsShopify/shopify-app-js	541	—	~1.9k	Automated safety check: Pass	MIT	yesterday
Better Designmarvkr/better-design	254	—	~1.2k	Automated safety check: Pass	MIT	17 days ago
Liquid Theme A11ybenjaminsehl/liquid-skills	120	—	~3.2k	Automated safety check: Pass	None	2 mo ago

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Works with

Shopify

Questions about Shopify Admin Return Cost Attribution

What does Shopify Admin Return Cost Attribution do?

Read-only: calculates the true cost of returns by reason and product — refund dollars, restocking impact, shipping cost lost, and COGS impact for items written off. Shopify Admin Return Cost Attribution is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: calculates the true cost of returns by reason and product — refund dollars, restocking impact, shipping cost lost, and COGS impact for items written off.

How do I install Shopify Admin Return Cost Attribution in Claude Code?

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

How do I install Shopify Admin Return Cost Attribution in Codex?

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

Can I use Shopify Admin Return Cost Attribution 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-return-cost-attribution -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-return-cost-attribution, .gemini/skills/shopify-admin-return-cost-attribution, .github/skills/shopify-admin-return-cost-attribution and .opencode/skills/shopify-admin-return-cost-attribution in your project.

What does Shopify Admin Return Cost Attribution need to run?

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

Does Shopify Admin Return Cost Attribution 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 Return Cost Attribution 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 Return Cost Attribution use?

Shopify Admin Return Cost Attribution 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 Return Cost Attribution use?

About 1.9k tokens (SKILL.md is roughly 7.5k 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 Return Cost Attribution?

Skills that share tags, products or a category with Shopify Admin Return Cost Attribution: 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 Return Cost Attribution?

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 Return Cost Attribution

Facts

At a glance

What it does

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

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