Agent skill

Shopify Admin Cross Sell Opportunity Finder

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

Read-only: identifies products with high single-purchase rates that could benefit from cross-sell pairing based on category and price affinity.

MITAuto-check passed

Install Shopify Admin Cross Sell Opportunity Finder

skills CLI
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-cross-sell-opportunity-finder -a claude-code

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

GitHub CLI
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-cross-sell-opportunity-finder --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/conversion-optimization/shopify-admin-cross-sell-opportunity-finder .claude/skills/shopify-admin-cross-sell-opportunity-finder && 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-cross-sell-opportunity-finder
GitHub stars
194
Token cost
~1.5k tokens
SKILL.md length
412 words
Files
1
Skills in repo
116
Repo updated
First seen
Licence
MIT

At a glance

Read-only: identifies products with high single-purchase rates that could benefit from cross-sell pairing based on category and price affinity.

  • Works in 5 steps: OPERATION: orders — query → For each product, calculate → Flag products with solo rate ≥… → …
  • Tasks that involve Conversion rate optimization
  • SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 6 more sections
  • Calls shopify

What it does

Shopify Admin Cross Sell Opportunity Finder is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: identifies products with high single-purchase rates that could benefit from cross-sell pairing based on category and price affinity.

Its SKILL.md is about 1.5k 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.

When your agent uses it

  • Tasks that involve Conversion rate optimization

Example prompts

  • “/shopify-admin-cross-sell-opportunity-finder”

Requirements

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

Workflow steps

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

  1. OPERATION: orders — query
  2. For each product, calculate
  3. Flag products with solo rate ≥ solo_threshold as "cross-sell candidates"
  4. OPERATION: products — query (enrichment)
  5. For each solo product, suggest cross-sell partners

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 Cross Sell Opportunity Finder loads about 1.5k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 412 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~47
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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). 412 words, ~1,455 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-cross-sell-opportunity-finder/SKILL.md (or your agent's skills folder).
name
shopify-admin-cross-sell-opportunity-finder
description
Read-only: identifies products with high single-purchase rates that could benefit from cross-sell pairing based on category and price affinity.
compatibility
Claude Code, Cursor, Codex, Gemini CLI
role
conversion-optimization
toolkit
shopify-admin, shopify-admin-execution
api_version
2025-01
graphql_operations
orders:query, products:query
status
stable

Purpose

Finds products that are almost always purchased alone (single-item orders) and identifies potential cross-sell partners based on category affinity, price complementarity, and customer overlap. While frequently-bought-together finds existing patterns, this skill finds MISSING patterns — products that SHOULD be cross-sold but aren't. Read-only — no mutations.

Prerequisites

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

Parameters

ParameterTypeRequiredDefaultDescription
storestringyes—Store domain
days_backintegerno180Order lookback window
solo_thresholdfloatno70% of orders where product is bought alone to flag as "solo"
min_ordersintegerno10Minimum orders for a product to be analyzed
formatstringnohumanOutput 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:>='<NOW - days_back days>'", first: 250, select lineItems { product { id, title, productType, vendor }, quantity, originalTotalSet }, pagination cursor Expected output: All orders with product data

  2. For each product, calculate:

    • Total orders containing this product
    • Solo orders (product is the only item) vs. multi-item orders
    • Solo rate = solo_orders / total_orders × 100
    • Average order value when solo vs. when multi-item
  3. Flag products with solo rate ≥ solo_threshold as "cross-sell candidates"

  4. OPERATION: products — query (enrichment) Inputs: Product IDs for solo items and potential partners Expected output: Product type, vendor, price, collections for affinity matching

  5. For each solo product, suggest cross-sell partners:

    • Same vendor, different product type (complementary)
    • Same product type, different price tier (good-better-best)
    • Products bought by the same customer cohort in separate orders
    • Price complementarity: partner price should be 20-50% of main product price (impulse add-on range)
Show full SKILL.md (140 more words)Show less

GraphQL Operations

graphql
# orders:query — validated against api_version 2025-01
query OrdersForCrossSell($query: String!, $after: String) {
  orders(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        customer { id }
        lineItems(first: 50) {
          edges {
            node {
              product { id title productType vendor }
              quantity
              originalTotalSet { shopMoney { amount currencyCode } }
            }
          }
        }
      }
    }
    pageInfo { hasNextPage endCursor }
  }
}
graphql
# products:query — validated against api_version 2025-01
query ProductEnrichment($ids: [ID!]!) {
  nodes(ids: $ids) {
    ... on Product {
      id
      title
      productType
      vendor
      priceRangeV2 {
        minVariantPrice { amount currencyCode }
      }
      totalInventory
      status
    }
  }
}

Session Tracking

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

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Cross-Sell Opportunity Finder        ║
║  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):

══════════════════════════════════════════════
CROSS-SELL OPPORTUNITY REPORT  (<days_back> days)
  Products analyzed:         <n>
  High solo-rate products:   <n>
  ─────────────────────────────
  TOP CROSS-SELL OPPORTUNITIES:

  "<product A>"  (solo rate: <pct>%, <n> orders)
    → Suggested partner: "<product B>" (same vendor, complementary type)
    → Price fit: $<main> + $<partner> = $<combined>
    → Potential AOV lift: +$<amount> per order

  Revenue opportunity: $<total> (if <pct>% of solo orders add partner)

  Output: cross_sell_opportunities_<date>.csv
══════════════════════════════════════════════

Output Format

CSV file cross_sell_opportunities_<YYYY-MM-DD>.csv with columns: product_id, product_title, total_orders, solo_orders, solo_rate, suggested_partner_id, suggested_partner_title, affinity_type, potential_aov_lift

Error Handling

ErrorCauseRecovery
THROTTLEDAPI rate limit exceededWait 2 seconds, retry up to 3 times
All multi-item ordersStore naturally has high cross-sellReport as healthy — no action needed
Small catalogToo few products for meaningful pairsSuggest expanding catalog

Best Practices

  • Products with 80%+ solo rate and high order volume are biggest AOV opportunities.
  • Implement suggested pairs as "Customers also bought" or cart drawer recommendations.
  • Cross-reference with frequently-bought-together to see what IS working vs. what's missing.
  • Use with discount-ab-analysis to test a "buy X, get Y at 15% off" promotion.

© 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/conversion-optimization/shopify-admin-cross-sell-opportunity-finder of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Cross Sell Opportunity Finder 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 Cross Sell Opportunity Finder compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Shopify Admin Cross Sell Opportunity Finder this skill40RTY-ai/shopify-admin-skills194—~1.5kAutomated safety check: PassMIT
E-commerce Visual Copywritingfeichanggege/ecommerce-visual-copywriting-skill867—~1.3kAutomated safety check: PassMIT
Google Analytics 4 Setupooiyeefei/ccc495—~2.2kAutomated safety check: PassMIT
Shopifythatrebeccarae/claude-marketing161—~2.4kAutomated safety check: NotesMIT
Shopify Marketingnexscope-ai/eCommerce-Skills1.1k—~3.8kAutomated safety check: PassMIT
FLOW SEO FrameworkAgriciDaniel/claude-seo19k2 repos~1.4kAutomated safety check: PassMIT

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Works with

Questions about Shopify Admin Cross Sell Opportunity Finder

What does Shopify Admin Cross Sell Opportunity Finder do?

Read-only: identifies products with high single-purchase rates that could benefit from cross-sell pairing based on category and price affinity. Shopify Admin Cross Sell Opportunity Finder is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: identifies products with high single-purchase rates that could benefit from cross-sell pairing based on category and price affinity.

When should I use Shopify Admin Cross Sell Opportunity Finder?

Shopify Admin Cross Sell Opportunity Finder fits situations like: tasks that involve Conversion rate optimization.

How do I install Shopify Admin Cross Sell Opportunity Finder in Claude Code?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-cross-sell-opportunity-finder -a claude-code`. Or copy the skill folder (skills/conversion-optimization/shopify-admin-cross-sell-opportunity-finder in 40RTY-ai/shopify-admin-skills) into .claude/skills/shopify-admin-cross-sell-opportunity-finder in your project. Claude Code loads it when a task matches its description.

How do I install Shopify Admin Cross Sell Opportunity Finder in Codex?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-cross-sell-opportunity-finder -a codex`. Or copy the skill folder (skills/conversion-optimization/shopify-admin-cross-sell-opportunity-finder in 40RTY-ai/shopify-admin-skills) into .agents/skills/shopify-admin-cross-sell-opportunity-finder in your project. Codex loads it when a task matches its description.

Can I use Shopify Admin Cross Sell Opportunity Finder 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-cross-sell-opportunity-finder -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-cross-sell-opportunity-finder, .gemini/skills/shopify-admin-cross-sell-opportunity-finder, .github/skills/shopify-admin-cross-sell-opportunity-finder and .opencode/skills/shopify-admin-cross-sell-opportunity-finder in your project.

What does Shopify Admin Cross Sell Opportunity Finder need to run?

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

Does Shopify Admin Cross Sell Opportunity Finder 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 Cross Sell Opportunity Finder 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 Cross Sell Opportunity Finder use?

Shopify Admin Cross Sell Opportunity Finder 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 Cross Sell Opportunity Finder use?

About 1.5k tokens (SKILL.md is roughly 5.8k 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 Cross Sell Opportunity Finder?

Skills that share tags, products or a category with Shopify Admin Cross Sell Opportunity Finder: E-commerce Visual Copywriting (feichanggege/ecommerce-visual-copywriting-skill, 867 stars), Google Analytics 4 Setup (ooiyeefei/ccc, 495 stars), Shopify (thatrebeccarae/claude-marketing, 161 stars) and Shopify Marketing (nexscope-ai/eCommerce-Skills, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Shopify Admin Cross Sell Opportunity Finder?

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.