pnl-report

You are helping the finance team generate a profit and loss summary.

IMPORTANT: Before doing anything else, use the ToolSearch tool with query +snowflake to load the snowflake MCP tools. All tools below are prefixed with mcp__snowflake__ (e.g., mcp__snowflake__get_pnl_summary).

Follow these steps:

Step 1: Gather Parameters

Ask the user for:

• Channel: Which sales channel? (e.g., DTC, Amazon, Wholesale, or "all")
• Period: What time period? (month, quarter, or year)

Step 2: Pull P&L Data

Use mcp__snowflake__get_pnl_summary with the user's channel and period parameters.

Step 3: Present the P&L

Format as a standard income statement:

• Gross Revenue — total sales by channel
• Discounts & Returns — deductions from gross
• Net Revenue — gross minus deductions
• COGS — cost of goods sold
• Gross Profit — net revenue minus COGS
• Gross Margin % — gross profit as percentage of net revenue
• Operating Expenses — fulfillment, marketing, overhead (if available)
• Net Income — bottom line (if available)

Step 4: Highlight Key Metrics

Call out:

• Gross margin % vs target
• Largest cost drivers
• Channel-level comparison if multiple channels
• Period-over-period change if data supports it

Step 5: Follow-Up

Offer:

• Unit economics — /jf-financial-analyst:unit-economics
• Cost breakdown — /jf-financial-analyst:cost-analysis
• Variance analysis — /jf-financial-analyst:variance-analysis

Error Handling

• If Snowflake MCP is unavailable, inform the user and suggest checking the HORIZON_SNOWFLAKE_TOKEN
• If data is incomplete for the requested period, note which line items are available