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Agents in the Wild

Aider built a $27.81 bridge between Amazon and YNAB

Matching Amazon orders to YNAB entries by hand was tedious, so the writer vibe-coded a Chrome extension with Aider that reads Amazon orders, matches them to YNAB, and uses Claude's Haiku to clean up the memo line.

Done withAiderClaudeSpotted· by HN user joshstrange· Oct 21, 2026

Result Cost $27.81 in API credits to build

“This has been working well for me overall.”
From the source: Hacker News · 2026-08-27

Spotted: found in the wild. Details are as reported by the source above and have not been independently verified.

What they did

The writer vibe-coded a Chrome extension with Aider that reads order and purchase data from Amazon’s website and matches it against their YNAB budget entries. It updates the YNAB memo line with the item names, running each name through Claude’s Haiku model first to clean up Amazon’s product naming into something reasonable.

How it went

This has been working well for the writer overall; it requires them to visit Amazon on desktop and click the extension to sync, but that’s easy enough and makes their budgeting way easier. It cost $27.81 in API credits to build, before Claude Code or coding subscriptions existed.

Try it yourself with Aider
Build a browser extension that reads my recent orders from [a shopping site], matches each one to the corresponding entry in [my budgeting app], and writes a cleaned-up item description into the memo field using a small model to tidy up the raw product name.

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