Shopify
Shopify/Shopify-AI-Toolkit
Build anything on Shopify. An agent skill from Shopify/Shopify-AI-Toolkit.
Read-only: for stores with subscription products, calculates MRR, ARR, active subscriber count, and rolling churn rate from subscription contracts.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-subscription-mrr-tracker -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-subscription-mrr-tracker --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/finance/shopify-admin-subscription-mrr-tracker .claude/skills/shopify-admin-subscription-mrr-tracker && rm -rf skills-srcUse ~/.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/
Install the "shopify-admin-subscription-mrr-tracker" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-subscription-mrr-tracker into .claude/skills/shopify-admin-subscription-mrr-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-subscription-mrr-tracker", 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 install https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-subscription-mrr-trackerType 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.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-subscription-mrr-tracker -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-subscription-mrr-tracker --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/finance/shopify-admin-subscription-mrr-tracker .agents/skills/shopify-admin-subscription-mrr-tracker && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "shopify-admin-subscription-mrr-tracker" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-subscription-mrr-tracker into .agents/skills/shopify-admin-subscription-mrr-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-subscription-mrr-tracker", 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.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-subscription-mrr-tracker -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-subscription-mrr-tracker --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/finance/shopify-admin-subscription-mrr-tracker .cursor/skills/shopify-admin-subscription-mrr-tracker && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "shopify-admin-subscription-mrr-tracker" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-subscription-mrr-tracker into .cursor/skills/shopify-admin-subscription-mrr-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-subscription-mrr-tracker", 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 https://github.com/40RTY-ai/shopify-admin-skills.git --path skills/finance/shopify-admin-subscription-mrr-tracker--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-subscription-mrr-tracker -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-subscription-mrr-tracker --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/finance/shopify-admin-subscription-mrr-tracker .gemini/skills/shopify-admin-subscription-mrr-tracker && rm -rf skills-srcUse ~/.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/
Install the "shopify-admin-subscription-mrr-tracker" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-subscription-mrr-tracker into .gemini/skills/shopify-admin-subscription-mrr-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-subscription-mrr-tracker", 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.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-subscription-mrr-trackerInstalls 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).
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-subscription-mrr-tracker -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/finance/shopify-admin-subscription-mrr-tracker .github/skills/shopify-admin-subscription-mrr-tracker && rm -rf skills-srcUse ~/.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/
Install the "shopify-admin-subscription-mrr-tracker" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-subscription-mrr-tracker into .github/skills/shopify-admin-subscription-mrr-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-subscription-mrr-tracker", 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.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-subscription-mrr-tracker -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-subscription-mrr-tracker --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/finance/shopify-admin-subscription-mrr-tracker .opencode/skills/shopify-admin-subscription-mrr-tracker && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "shopify-admin-subscription-mrr-tracker" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/finance/shopify-admin-subscription-mrr-tracker into .opencode/skills/shopify-admin-subscription-mrr-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-subscription-mrr-tracker", 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.
shopify-admin-subscription-mrr-trackerRead-only: for stores with subscription products, calculates MRR, ARR, active subscriber count, and rolling churn rate from subscription contracts.
Shopify Admin Subscription Mrr Tracker is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: for stores with subscription products, calculates MRR, ARR, active subscriber count, and rolling churn rate from subscription contracts.
Its SKILL.md is about 2.1k 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.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 6765cb4. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
shopifyFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Claude Code, Cursor, Codex, Gemini CLI
From compatibility in the SKILL.md frontmatter.
Shopify Admin Subscription Mrr Tracker loads about 2.1k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 605 words of instructions outside code blocks.
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.
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.
The full file from 40RTY-ai/shopify-admin-skills at commit 6765cb4, republished under its MIT licence (© 40RTY-ai). 605 words, ~2,076 tokens.
.claude/skills/shopify-admin-subscription-mrr-tracker/SKILL.md (or your agent's skills folder).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.
shopify store auth --store <domain> --scopes read_own_subscription_contractsread_own_subscription_contracts| 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
subscriptionContractsreturns 0 contracts, the report exits with $0 MRR — that is the correct answer, not an error.
For each subscription contract, the contribution to MRR depends on its billing interval:
billing_amount = sum(line.currentPrice × line.quantity) for each line in contract
mrr_contribution =
billing_amount if interval = MONTH and intervalCount = 1
billing_amount / intervalCount if interval = MONTH (e.g., every 3 months → /3)
billing_amount × 4.345 if interval = WEEK (avg weeks per month)
billing_amount × 4.345 / intervalCount if interval = WEEK with intervalCount > 1
billing_amount / 12 if interval = YEAR
billing_amount × 30 / intervalCount if interval = DAYAggregations:
ACTIVE (and PAUSED if include_paused) contractscustomer.id countchurn_window_days ÷ contracts that were active at the start of the windowOPERATION: subscriptionContracts — query
Inputs: first: 250, select id, status, createdAt, updatedAt, nextBillingDate, customer { id, displayName }, currencyCode, billingPolicy { interval, intervalCount }, lines { edges { node { currentPrice { amount, currencyCode }, quantity, productId, variantId, title } } }, pagination cursor
Expected output: All subscription contracts; paginate until hasNextPage: false
Classify each contract by status: ACTIVE, PAUSED, CANCELLED, EXPIRED, FAILED
Compute mrr_contribution for each active (and paused if requested) contract using the model above
Aggregate MRR / ARR / subscribers / ARPU
For churn: count cancellations where updatedAt is within churn_window_days and status moved to CANCELLED; count contracts that existed and were ACTIVE at as_of - churn_window_days
Build a per-product breakdown so finance can see which subscription SKUs drive MRR
# subscriptionContracts:query — validated against api_version 2025-01
query SubscriptionMRR($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>
Output: subscription_mrr_<date>.csv
══════════════════════════════════════════════For format: json, emit:
{
"skill": "subscription-mrr-tracker",
"store": "<domain>",
"as_of": "<YYYY-MM-DD>",
"active_contracts": 0,
"paused_contracts": 0,
"cancelled_in_window": 0,
"mrr": 0,
"arr": 0,
"active_subscribers": 0,
"arpu": 0,
"churn_rate_pct": 0,
"net_new": 0,
"currency": "USD",
"by_product": [],
"output_file": "subscription_mrr_<date>.csv"
}CSV file subscription_mrr_<YYYY-MM-DD>.csv with columns:
contract_id, status, customer_id, customer_email, created_at, next_billing_date, interval, interval_count, billing_amount, mrr_contribution, currency, product_titles
| Error | Cause | Recovery |
|---|---|---|
THROTTLED | API rate limit exceeded | Wait 2 seconds, retry up to 3 times |
subscriptionContracts empty | Store has no subscription products | Exit cleanly — report $0 MRR; this is the correct value, not an error |
| Multi-currency contracts | Different currencyCode per contract | Group MRR per currency; do not sum across currencies — surface separately in output |
Pre-paid contracts (maxCycles set) | Customer paid upfront for N cycles | Still contributes to MRR while ACTIVE, but the contract will end after maxCycles; flag in output |
FAILED contracts that don't recover become churn within 30 days.churn-risk-scorer (transactional churn) to triangulate subscription churn vs. one-time-purchase churn — they deserve separate retention strategies.© 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
Just SKILL.md in skills/finance/shopify-admin-subscription-mrr-tracker of 40RTY-ai/shopify-admin-skills.
Open the folder on GitHubat commit 6765cb4
Shopify Admin Subscription Mrr Tracker 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Shopify Admin Subscription Mrr Tracker this skill40RTY-ai/shopify-admin-skills | 194 | — | ~2.1k | Automated safety check: Pass | MIT | |
| ShopifyShopify/Shopify-AI-Toolkit | 592 | — | ~4.2k | Automated safety check: Pass | MIT | |
| E-commerce Visual Copywritingfeichanggege/ecommerce-visual-copywriting-skill | 867 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Reviewing Pull RequestsShopify/shopify-app-js | 541 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Better Designmarvkr/better-design | 254 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Liquid Theme A11ybenjaminsehl/liquid-skills | 120 | — | ~3.2k | Automated safety check: Pass | None |
Shopify/Shopify-AI-Toolkit
Build anything on Shopify. An agent skill from Shopify/Shopify-AI-Toolkit.
feichanggege/ecommerce-visual-copywriting-skill
Turns product details, packaging, target platform and audience into an executable e-commerce image plan with copy, storyboards, image prompts and a compliance review.
Shopify/shopify-app-js
Reviews pull requests for Shopify/shopify-app-js with comprehensive analysis including semver compliance (MAJOR/MINOR/PATCH classification), single responsibility validation, pattern consistency…
marvkr/better-design
Build, improve, and review production interfaces with the Better Design MCP.
benjaminsehl/liquid-skills
Implement WCAG 2.2 accessibility patterns in Shopify Liquid themes.
jtrackingai/analytics-tracking-automation
A skill your agent uses when you need GA4 + GTM tracking delivery from site discovery through publish, or when the right phase entry point is still unclear.
40RTY-ai/shopify-admin-skills
Query checkouts abandoned in the last N days, generate unique discount codes per customer, and tag them for re-engagement.
40RTY-ai/shopify-admin-skills
Update the shipping address on an unfulfilled order before it ships.
40RTY-ai/shopify-admin-skills
Edit the theme's robots.txt.liquid to explicitly allow AI crawlers (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, Amazonbot) so AI assistants are permitted to read the catalog.
40RTY-ai/shopify-admin-skills
Rewrite thin product descriptions into structured, fact-rich copy (materials, fit, use-cases, the words shoppers actually type) so AI agents have something concrete to quote and match.
40RTY-ai/shopify-admin-skills
Generate and set descriptive alt text on product images so AI agents (which can't 'see' pixels) can understand and recommend what each product looks like.
40RTY-ai/shopify-admin-skills
Generate and publish an /llms.txt guide (brand summary, flagship products, key policies, contact) via a theme template so AI assistants get a curated, machine-readable map of the store.
Works with
Read-only: for stores with subscription products, calculates MRR, ARR, active subscriber count, and rolling churn rate from subscription contracts. Shopify Admin Subscription Mrr Tracker is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: for stores with subscription products, calculates MRR, ARR, active subscriber count, and rolling churn rate from subscription contracts.
Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-subscription-mrr-tracker -a claude-code`. Or copy the skill folder (skills/finance/shopify-admin-subscription-mrr-tracker in 40RTY-ai/shopify-admin-skills) into .claude/skills/shopify-admin-subscription-mrr-tracker in your project. Claude Code loads it when a task matches its description.
Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-subscription-mrr-tracker -a codex`. Or copy the skill folder (skills/finance/shopify-admin-subscription-mrr-tracker in 40RTY-ai/shopify-admin-skills) into .agents/skills/shopify-admin-subscription-mrr-tracker in your project. Codex loads it when a task matches its description.
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-subscription-mrr-tracker -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-subscription-mrr-tracker, .gemini/skills/shopify-admin-subscription-mrr-tracker, .github/skills/shopify-admin-subscription-mrr-tracker and .opencode/skills/shopify-admin-subscription-mrr-tracker in your project.
Going by SKILL.md and its folder, Shopify Admin Subscription Mrr Tracker needs the command-line tools its instructions call (shopify). Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI.
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.
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.
Shopify Admin Subscription Mrr Tracker is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.1k tokens (SKILL.md is roughly 8.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Shopify Admin Subscription Mrr Tracker: 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.
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.