shopify-partner-agent 0.4.0

MCP server that gives AI tools Partner API access: MRR, churn, retention cohorts, merchant health, and 20+ computed analytics for Shopify app developers.

Shopify Partner Agent

Free, open-source MCP server that connects Claude to the Shopify Partner API. 25 tools for revenue analytics, churn analysis, retention cohorts, merchant health scoring, conversion funnels, revenue forecasting, and growth velocity.

Query your app business in natural language -- no dashboards, no monthly fees.

Why This Exists

Shopify's own AI Toolkit and official MCP servers (Dev MCP, Storefront MCP, Customer Account MCP, Checkout MCP) all target the Admin API and Storefront API -- store operations and shopping experiences. Every third-party Shopify MCP server on GitHub does the same.

None of them connect to the Partner API. If you build Shopify apps, your revenue metrics, churn data, and merchant analytics are locked behind the Partner Dashboard with no MCP-compatible way to query them.

Shopify Partner Agent is the only MCP server that gives AI tools access to Partner API analytics -- MRR, churn, retention cohorts, merchant health, and 20 more computed metrics that even the raw API doesn't provide.

Ask Claude things like:

• "What's my MRR and how has it changed this quarter?"
• "Who uninstalled my app this month and why?"
• "Show me retention cohorts for the last 6 months"
• "Which merchants are at high risk of churning?"
• "Give me a weekly business digest"
• "Compare all my apps side by side"

Tools

Core Data (5)

Tool	What it does
discover_apps	Find all apps in your partner account (from config + transaction history)
get_app_details	App name, GID, and API key for a specific app
get_app_events	Install, uninstall, charge, credit events with date filtering
get_transactions	Revenue transactions filtered by app, type, and date range
get_merchants	Active, churned, or all merchants with install dates and uninstall reasons

Revenue Analytics (4)

Tool	What it does
get_revenue_summary	MRR, ARR, total revenue, growth rate, ARPU, breakdown by app and currency
get_mrr_movement	New, expansion, contraction, churn, and reactivation MRR breakdown
get_payout_report	Gross revenue, Shopify fees, net payout with per-type breakdown
get_plan_performance	Subscribers, revenue, and avg revenue per pricing tier

Customer Analytics (4)

Tool	What it does
get_churn_analysis	Revenue churn %, logo churn %, uninstall reason breakdown
get_retention_cohorts	Monthly revenue retention cohort table (values above 100% = expansion)
get_customer_ltv	LTV, ARPU, average lifespan, top and bottom 5 merchants by revenue
get_churned_merchants	Recent uninstalls with dates and reasons, sorted most recent first

Growth & Forecasting (6)

Tool	What it does
get_trial_funnel	Install-to-paid conversion rate, timing analysis, converted/unconverted lists
get_growth_velocity	Week-over-week install/uninstall/revenue trends with acceleration signals
get_install_patterns	Best day of week and time of month for installs, monthly trend
get_revenue_forecast	Project MRR for next 3-6 months based on historical growth rate
get_referral_revenue	Shopify merchant referral revenue with period comparison
get_credits_adjustments	Refunds, credits, adjustments with giveback percentage

Merchant Intelligence (4)

Tool	What it does
get_churn_risk	Score active merchants by churn risk (low/medium/high) with contributing factors
get_merchant_health	Composite health grade (A-F) based on tenure, revenue, stability, engagement
get_merchant_lookup	Full chronological timeline for a specific merchant (events + transactions)
get_business_digest	Weekly or monthly summary with highlights and period-over-period comparison

Multi-App (2)

Tool	What it does
get_revenue_anomalies	Detect unusual revenue patterns using statistical deviation
get_app_comparison	Side-by-side metrics (revenue, installs, churn, ARPU) across all apps

Install

1. Get Partner API credentials

1. Go to Partners Dashboard > Settings > Partner API clients
2. Click "Create API client"
3. Grant permissions: Manage apps + View financials
4. Copy the access token
5. Grab your app GIDs: Partners Dashboard > Apps > click app > ID is in the URL

2. Add to your MCP client

No clone, no venv -- uvx installs and runs in one step.

Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "shopify-partner-agent": {
      "command": "uvx",
      "args": ["shopify-partner-agent"],
      "env": {
        "SHOPIFY_ORG_ID": "your_org_id",
        "SHOPIFY_ACCESS_TOKEN": "your_token",
        "SHOPIFY_APP_IDS": "gid://partners/App/1234567"
      }
    }
  }
}

Claude Code

claude mcp add shopify-partner-agent uvx shopify-partner-agent \
  -e SHOPIFY_ORG_ID=your_org_id \
  -e SHOPIFY_ACCESS_TOKEN=your_token \
  -e SHOPIFY_APP_IDS=gid://partners/App/1234567

Cursor / Windsurf

{
  "mcpServers": {
    "shopify-partner-agent": {
      "command": "uvx",
      "args": ["shopify-partner-agent"],
      "env": {
        "SHOPIFY_ORG_ID": "your_org_id",
        "SHOPIFY_ACCESS_TOKEN": "your_token",
        "SHOPIFY_APP_IDS": "gid://partners/App/1234567"
      }
    }
  }
}

pip install (alternative)

pip install shopify-partner-agent

Then point your MCP config at the installed command, or run shopify-partner-agent directly.

3. Start using it

> Show me my Shopify apps
> What's my churn rate this month?
> Who uninstalled recently and why?
> Give me a full health check of my app business
> Score my merchants by churn risk

Analytics Formulas

All formulas match industry-standard SaaS metrics:

Metric	Formula
MRR	Event-aware: subscription + usage MRR per active merchant (annual / 12, usage trailing 30d). Two-track status model: relationship (installed/uninstalled) + subscription (frozen/canceled/expired). Falls back to charge-based when events unavailable.
Net New MRR	New + Reactivation + Expansion - Contraction - Churn
Quick Ratio	(New + Expansion + Reactivation) / (Contraction + Churn)
Reactivation MRR	Revenue from previously-churned merchants who reinstalled
Revenue Churn %	(Churned MRR + Contraction) / Starting MRR x 100
Logo Churn %	Uninstalled merchants / Starting merchants x 100
LTV	ARPU x Average lifespan
ARPU	Total net revenue / Active merchants (excludes churned when events available)
Retention	Revenue in month N / Revenue in month 0 (per cohort)
Health Score	Tenure (0-25) + Revenue (0-25) + Stability (0-25) + Engagement (0-25)
Churn Risk	5 heuristic signals: deactivations, cancellations, reinstalls, declining charges, inactivity
Growth Velocity	Week-over-week install/revenue trends, revenue grouped by currency

Requirements

• Python 3.11+
• Shopify Partner account with API access
• Any MCP-compatible client (Claude Code, Claude Desktop, Cursor, Windsurf)

License

MIT -- see LICENSE