amazon-ynab-correlator

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Correlate Amazon orders with YNAB transactions. Use when reconciling Amazon purchases, matching YNAB transactions to Amazon orders, or updating YNAB memos with Amazon order details.

EdgeCaseLabs By EdgeCaseLabs schedule Updated 2/9/2026

name: amazon-ynab-correlator description: Correlate Amazon orders with YNAB transactions. Use when reconciling Amazon purchases, matching YNAB transactions to Amazon orders, or updating YNAB memos with Amazon order details.

Amazon-YNAB Transaction Correlator

Step 1: Get Unapproved YNAB Transactions

Use ynab:get_transactions { "budget_id": "default", "type": "unapproved" } Filter results for:

  • payee_name contains "Amazon" (case-insensitive)
  • memo is null or empty
  • Sort by date descending (most recent first)

If no matching transactions found, report this and stop.

Step 2: Calculate Date Range and Scrape Amazon

From the filtered YNAB transactions:

  • Find the oldest transaction date
  • Find the newest transaction date
  • Add 5 days buffer on each end to account for processing delays

Use amazon-scraper:scrape_amazon_transactions { "startDate": "<oldest_date - 5 days>", "endDate": "<newest_date + 5 days>" } Store the returned file path for Step 3.

Step 3: Load Amazon Transaction Details

Use Filesystem:read_text_file { "path": "" }

Step 4: Correlation Logic

Match YNAB transactions to Amazon orders using: High Confidence Criteria (auto-update):

  • Exact amount match (within $0.01)
  • Date within ±3 days
  • Only one possible match Medium Confidence Criteria (ask first):
  • Exact amount match but date within ±5 days, OR
  • Multiple possible matches with same amount
  • Amount matches within $1 for orders with tax/shipping variations Low Confidence (skip or ask):
  • No clear match
  • Amount significantly different
  • Very old transactions (>30 days gap)

Step 5: Present Findings

Show a table with columns:

  • YNAB Date
  • YNAB Amount
  • Current Memo
  • Proposed Memo (format: "[order-id] - item description")
  • Amazon Date
  • Confidence Level
  • Action (Auto/Ask/Skip) Include summary: X high confidence, Y medium confidence, Z unmatched

Step 6: Execute Updates

For each matched transaction, use ynab:update_transaction { "transaction_id": "", "memo": "[order-id] - description", "budget_id": "default" }

High confidence: Update automatically Medium confidence: Show batch and ask "Update these N transactions?" before updating each one Low confidence: List separately for manual review

Memo format: "[{order_id}] {item_description}"

  • For multi-item orders: use first 2-3 items with "..." if more
  • Keep under 200 characters
  • Include item quantity if >1

Error Handling

  • If amazon-scraper:scrape_amazon_transactions fails, ask to retry or use Filesystem:read_text_file with manual path
  • If no unapproved Amazon transactions found, report this and stop early
  • If correlation finds no matches, report unmatched YNAB transactions for manual review
Install via CLI
npx skills add https://github.com/EdgeCaseLabs/amazon-transaction-scraper --skill amazon-ynab-correlator
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