shopify-admin-agentic-…
Edit the theme's robots.txt.liquid to explicitly allow AI crawlers (GPTBot, ClaudeBot,…
Read-only: for stores with subscription products, calculates MRR, ARR, active subscriber count, and rolling churn rate from subscription contracts.
$ npx -y skills add 40rty-ai/shopify-admin-skills --skill shopify-admin-subscription-mrr-tracker --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/shopify-admin-subscription-mrr-trackerContext preview
The summary Claude sees to decide when to auto-load this skill.
Read-only: for stores with subscription products, calculates MRR, ARR, active subscriber count, and rolling churn rate from subscription contracts.
name: shopify-admin-subscription-mrr-tracker role: finance description: "Read-only: for stores with subscription products, calculates MRR, ARR, active subscriber count, and rolling churn rate from subscription contracts." toolkit: shopify-admin, shopify-admin-execution api_version: "2025-01" graphql_operations: - subscriptionContracts:query status: stable compatibility: Claude Code, Cursor, Codex, Gemini CLI
For stores selling subscription products via Shopify's native subscriptions, this skill aggregates active subscription contracts into the standard SaaS-style metrics finance teams care about: monthly recurring revenue (MRR), annualized recurring revenue (ARR), active subscriber count, average revenue per subscriber (ARPU), and a rolling churn rate. Read-only — no mutations.
| Parameter | Type | Required | Default | Description | |-----------|------|----------|---------|-------------| | store | string | yes | — | Store domain (e.g., mystore.myshopify.com) | | churn_window_days | integer | no | 30 | Rolling window for churn calculation (cancellations / starting subscribers) | | as_of | string | no | today (UTC) | ISO date for "as of" snapshot label | | include_paused | bool | no | false | Treat `PAUSED` contracts as active recurring revenue | | format | string | no | human | Output format: `human` or `json` |
> ℹ️ Read-only skill — no mutations are executed. **This skill is only meaningful if the store sells subscription products.** If `subscriptionContracts` returns 0 contracts, the report exits with $0 MRR — that is the correct answer, not an error.
For each subscription contract, the contribution to MRR depends on its billing interval:
billing_amount = sum(line.currentPrice × line.quantity) for each line in contract mrr_contribution = billing_amount if interval = MONTH and intervalCount = 1 billing_amount / intervalCount if interval = MONTH (e.g., every 3 months → /3) billing_amount × 4.345 if interval = WEEK (avg weeks per month) billing_amount × 4.345 / intervalCount if interval = WEEK with intervalCount > 1 billing_amount / 12 if interval = YEAR billing_amount × 30 / intervalCount if interval = DAY
Aggregations:
1. **OPERATION:** `subscriptionContracts` — query **Inputs:** `first: 250`, select `id`, `status`, `createdAt`, `updatedAt`, `nextBillingDate`, `customer { id, displayName }`, `currencyCode`, `billingPolicy { interval, intervalCount }`, `lines { edges { node { currentPrice { amount, currencyCode }, quantity, productId, variantId, title } } }`, pagination cursor **Expected output:** All subscription contracts; paginate until `hasNextPage: false`
2. Classify each contract by status: `ACTIVE`, `PAUSED`, `CANCELLED`, `EXPIRED`, `FAILED`
3. Compute `mrr_contribution` for each active (and paused if requested) contract using the model above
4. Aggregate MRR / ARR / subscribers / ARPU
5. For churn: count cancellations where `updatedAt` is within `churn_window_days` and status moved to `CANCELLED`; count contracts that existed and were `ACTIVE` at `as_of - churn_window_days`
6. Build a per-product breakdown so finance can see which subscription SKUs drive MRR
# subscriptionContracts:query — validated against api_version 2025-01
query SubscriptionMRR($after: String) {
subscriptionContracts(first: 250, after: $after) {
edges {
node {
id
status
createdAt
updatedAt
nextBillingDate
currencyCode
customer {
id
displayName
defaultEmailAddress { emailAddress }
}
billingPolicy { interval intervalCount minCycles maxCycles }
deliveryPolicy { interval intervalCount }
lines(first: 50) {
edges {
node {
id
productId
variantId
title
quantity
currentPrice { amount currencyCode }
}
}
}
}
}
pageInfo { hasNextPage endCursor }
}
}**Claude MUST emit the following output at each stage. This is mandatory.**
**On start**, emit:
╔══════════════════════════════════════════════╗ ║ SKILL: Subscription MRR Tracker ║ ║ Store: <store domain> ║ ║ As of: <YYYY-MM-DD> ║ ║ 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):
══════════════════════════════════════════════
SUBSCRIPTION MRR REPORT (as of <date>)
Active contracts: <n>
Paused contracts: <n>
Cancelled (last <n>d): <n>
─────────────────────────────
MRR: $<amount>
ARR: $<amount>
Active subscribers: <n>
ARPU: $<amount>
Churn rate (<n>d): <pct>%
Net new (<n>d): <n>
Top subscription products by MRR:
"<title>" Subs: <n> MRR: $<n>
"<title>" Subs: <n> MRR: $<n>Community-maintained AI agent skills for operating Shopify stores — workflows, optimization, reports and more
Edit the theme's robots.txt.liquid to explicitly allow AI crawlers (GPTBot, ClaudeBot,…
Rewrite thin product descriptions into structured, fact-rich copy (materials, fit, use-cases,…
Generate and set descriptive alt text on product images so AI agents (which can't 'see'…
Generate and publish an /llms.txt guide (brand summary, flagship products, key policies,…
Define and populate agentic-commerce metafields (material, attributes, key features, specs,…
Inject an Organization JSON-LD block (name, logo, sameAs social links, contactPoint) into the…