Turn receipts into a pantry tracker and shopping list

They used a custom agent setup to read receipts, estimate kitchen stock, compare local grocery options, and suggest recipes.

Done with Custom agent· Advanced· Oct 2026

What they did
They fed receipt and spending records into a custom service that kept a running estimate of pantry inventory. A second tool looked up nutrition, stock status, and prices from nearby grocery stores. Both tools were then connected through a slim MCP interface to an AI harness that produced stock updates, budget-aware recommendations, and meal ideas.
How it went
The system helped them save time and money by keeping the pantry estimate current and pointing to useful recipes. It did not actually place orders, and no exact savings figure was given.
Tips
This works best if your receipts and budget data are already organized enough for the agent to read reliably. Keep buying separate from planning so you can review the list before anything is sent or paid for.

Try it yourself with Claude Code

You are helping me manage groceries from my receipts. Read the files in [path to receipts] and build a running estimate of what is currently in my pantry and fridge. Use [budget amount] as the spending limit, and combine that with [recipe history source] so you can suggest [number] recipes based on what I already have.

Also check nearby grocery options through the available store lookup tools for item availability, nutrition details, and prices, then draft a shopping list for anything I’m likely missing or running low on. Save the pantry estimate to [pantry file name] and save the shopping list to [shopping list file name].

Before you do anything irreversible, pause and show me the planned shopping list and any proposed purchases for approval. Do not place orders, submit payments, or delete anything unless I clearly confirm it first.

Fill in the [brackets]. Agents can make mistakes, so review anything before it is sent, paid or deleted.

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