trueprofit（trueprofit 分析）

TrueProfit MCP — Usage Guide

TrueProfit is a profit analytics platform for e-commerce merchants (Shopify, etc.). This skill teaches you how to use TrueProfit MCP tools effectively to answer business analytics questions.

Key Business Concepts

Profit Metrics

• Revenue: Gross sales before any deductions
• Net Revenue: Revenue after refunds and discounts
• COGS (Cost of Goods Sold): Product cost per unit — must be set manually or imported
• Gross Profit = Net Revenue − COGS
• Net Profit = Gross Profit − Ad Costs − Shipping − Transaction Fees − Custom Costs − Taxes
• Net Margin = Net Profit / Net Revenue × 100%
• Contribution Margin = Revenue − Variable Costs (excludes fixed overhead)

Advertising Metrics

• Ad Spend: Total spend across all connected platforms (Facebook, Google, TikTok, etc.)
• ROAS = Revenue / Ad Spend (per channel)
• Blended ROAS = Total Revenue / Total Ad Spend (all channels combined)
• MER (Marketing Efficiency Ratio) = Revenue / Total Marketing Cost

Key Ratios

• AOV (Average Order Value) = Revenue / Number of Orders
• Refund Rate = Refunded Amount / Gross Revenue × 100%
• CAC (Customer Acquisition Cost) = Total Ad Spend / New Customers
• LTV (Lifetime Value) = AOV × Purchase Frequency × Customer Lifespan
• Break-even ROAS = 1 / (1 − COGS%) where COGS% = COGS / Revenue

Workflow Patterns

Step 1: Always establish shop context

Most tools require a shop_id. Start every session with:

list_shops → identify the right shop → use shop_id for all subsequent calls

Single-shop users: list_shops returns one item — use its shop_id directly. Multi-shop / agency users: confirm with the user which shop before proceeding, or loop across all shops.

Step 2: Use the correct date range format

All dates use YYYY-MM-DD format in the shop's local timezone.

Check the shop's timezone via get_shop_details if date precision matters.

Step 3: Pick the right tool

Important Tool Parameters

These non-obvious parameters unlock significant functionality:

list_orders

• financial_status: filter by paid, pending, refunded, partially_refunded, authorized, partially_paid, unpaid, voided (comma-separated for multiple)
• search: find orders by name or number (e.g., "#1234")
• order_by: sort by created_at, total_price, or profit
• page / page_size: paginate large result sets (default page_size=20)

list_products

• search: filter by product title
• page / page_size: paginate large catalogs

update_product_cogs

• variant_id: omit or set to 0 to update all variants of a product at once
• zone_name: pricing zone, defaults to "global" — leave empty unless the shop uses regional COGS zones
• Changes take effect retroactively across all historical orders for that product

get_shipping_cost

• Requires specific order IDs (not a date range) — get them from list_orders first
• Max 100 order IDs per request

get_customer_details

• Requires a Shopify customer ID (numeric) — not name or email
• Get customer IDs from order data in list_orders or get_order_insights

Common Workflows

"How was my performance last month?"

1. list_shops → get shop_id
2. get_profit_summary with last month's date range
3. get_ad_costs for ad spend breakdown by platform
4. Present as: Revenue, Net Profit, Net Margin %, ROAS, AOV — with period-over-period change if available

"Which products should I focus on?"

1. get_profit_by_product for a meaningful date range (e.g., last 30 days)
2. Sort by net profit (not revenue) — high-revenue products can have negative profit
3. Flag products with COGS = 0 — profit data is unreliable until COGS is set
4. Recommend: double down on high-margin, investigate high-volume low-margin

"Find a specific order"

1. list_orders with search="#1234" (order name/number) and a date range
2. Or filter by financial_status="refunded" to find refunded orders
3. Then get_order_insights with the order ID for full line-item breakdown

"Why did my profit drop this week?"

1. get_profit_by_date → find which specific day(s) caused the drop
2. get_ad_costs → check for ad spend spike or platform attribution issues
3. list_orders with financial_status="refunded" → look for refund spike
4. get_connected_platforms → verify all ad platforms still connected

"Set up COGS for my products"

1. list_products → identify products with COGS = 0 or null
2. Ask user to confirm cost per product/variant
3. update_product_cogs — use variant_id=0 to update all variants at once if cost is the same
4. get_product → verify the update was applied
5. Note: this retroactively recalculates profit for all past orders

"Show shipping costs for my orders"

1. list_orders → get order IDs for the date range (up to 100 at a time)
2. Extract the order IDs
3. get_shipping_cost with the order ID list

"Compare my shops" (multi-shop / agency)

1. list_shops → get all shop IDs
2. For each shop: get_profit_summary with same date range
3. Build comparison: Revenue, Net Profit, Net Margin, ROAS per shop
4. Note: currencies may differ — confirm before converting

"How many customers do I have?"

• get_customer_overview → total customers, new customers (no date range needed — shop-level metric)
• For individual customer history: need their Shopify customer ID from order data

Presenting Results to Users

When sharing analytics data, lead with the most actionable insight:

• Profit summary: Revenue → Net Profit → Net Margin % → ROAS → AOV (in that order)
• Product analysis: present as a ranked table with Revenue, Profit, Margin columns
• Date trends: describe the trend direction first, then call out notable peaks/drops
• Ad costs: show spend by platform + total ROAS, flag platforms with low ROAS
• COGS gaps: prominently warn if products have COGS = 0 before showing profit numbers

Formulas Reference

Net Profit = Revenue - COGS - Ad Spend - Shipping - Transaction Fees - Refunds - Custom Costs
ROAS = Ad Revenue / Ad Spend
Blended ROAS = Total Revenue / Total Ad Spend
Net Margin % = (Net Profit / Revenue) × 100
AOV = Revenue / Number of Orders
CAC = Total Ad Spend / New Customers
LTV = AOV × Purchase Frequency × Customer Lifespan
Refund Rate = Refunded Amount / Gross Revenue × 100
Break-even ROAS = 1 / (1 - COGS%) where COGS% = COGS / Revenue

Tips & Gotchas

1. COGS = 0 means unreliable profit: If any products lack COGS, net profit is overstated for

those products. Always warn the user before presenting profit data.

1. Ad platform reporting lag: Facebook, Google, and TikTok can have 1–3 day attribution delay.

For very recent dates, ad costs may appear lower than actual spend.

1. Currency per shop: Each shop reports in its own currency. Never mix currencies across shops

without explicit user confirmation and conversion.

1. UTM data is incomplete by nature: get_revenue_by_utm only captures orders where UTM

parameters were tracked. Direct/organic traffic won't appear — always note this caveat.

1. get_customer_overview has no date range: It returns shop-level lifetime totals, not

a filtered period. Don't pass date params to this tool.

1. get_shipping_cost needs order IDs, not dates: First use list_orders to get IDs,

then pass them to get_shipping_cost (max 100 per call).

1. COGS updates are retroactive: Updating COGS via update_product_cogs recalculates profit

for all historical orders — confirm with the user before bulk updates.

1. Auth is automatic: This MCP uses Account-level OAuth. The server automatically exchanges

it for a Shop token when needed — don't try to manage tokens manually.

1. Refunds inflate cost ratios: A refund spike makes ad spend look higher as % of revenue.

Check list_orders with financial_status="refunded" to assess refund impact.

Connected Ad Platforms

Check which platforms are active via get_connected_platforms:

Disconnected platforms = spend tracked as custom costs, or not tracked at all.

Keeping the Skill Up to Date

TrueProfit MCP is actively developed — new tools and workflows are added regularly. To get the latest version of this skill, call the get_skill tool from the TrueProfit MCP server:

get_skill → copy the returned SKILL.md content → overwrite ~/.claude/skills/trueprofit/SKILL.md

Do this periodically (e.g., once a month) or whenever you notice a tool behaving differently than documented here.

MCP Server Info

• Server URL: https://mcp.trueprofit.io/mcp
• Auth: OAuth 2.0 — sign in with your TrueProfit Account at app.trueprofit.io
• Tools: 20 tools covering profit, orders, products, ads, customers, shipping
• Download skill: https://mcp.trueprofit.io/skill