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An AI Agent Does a Small Company's Books via a Home-Built CLI: 183 Uncategorised Items to 4

In one afternoon, Tom Eberle's agent cut uncategorised operations in his Dougs books from 183 to 4, attached 22 missing invoices from Gmail, wrote about 60 changes and surfaced 3 overdue VAT returns.

Who this is about: Small French company (founder who ships apps from Paris)

Get the prompt

What it takes

Cost
Free softwaredougs-cli is MIT-licensed and free; you still pay for the AI model and your Dougs plan.
Setup time
An afternoonOur estimate from the source, for one business.
Skill needed
Some tech skillsComfortable installing an app, pasting an API key or running a command.

Explain it simply

A founder's accounting app had no way for an AI to connect to it, so he had AI help him build one and shared it for free. Now his AI agent finds missing invoices in his email, matches them to bank lines and sorts his transactions. He approves its plan before anything is written to the books, and his accountant still files the returns.

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What was done

Dougs had no public API, MCP or CLI, so one Opus agent built a command-line tool for it while a second agent reviewed every change. He reports 245 tests and about 30 hours from idea to npm.

He then let the agent work on his real books: it reads the business inbox read-only, pulls invoice PDFs and matches each to its bank line by amount, date and vendor, showing the list before uploading.

For unusual transactions it asks once, books them, and writes down the treatment so the next month is automatic.

Guardrails: nothing reaches Dougs until he approves the plan, months with a filed VAT return are never touched, and every write is read back and checked.

How it went

He reports one afternoon of work: uncategorised operations from 183 to 4, 22 missing invoices attached, about 60 changes written and 3 overdue VAT returns surfaced. Before a VAT refund claim, it also fixed 34 foreign software invoices that had been booked with the wrong VAT.

  • It doesn't file VAT returns or replace the accountant; he says it does the legwork.
  • He built and publishes the free CLI himself (unofficial, not affiliated with Dougs). It only helps businesses on Dougs; others need a similar connector for their own software.
  • Self-reported numbers; the attached screenshot wasn't reviewed.

Prompt

PromptAdapted from the source
Use [accounting tool CLI or connector] to review my books for [company].

1. List what needs attention: uncategorised operations, bank lines with no invoice, and anything that looks booked wrong (for example VAT on foreign software).
2. Search my business inbox (read-only) for missing invoices and match each to its bank line by amount, date and vendor.
3. Ask me once about any unusual transaction, then write down how we treat it.
4. Show me the full plan of changes. Write nothing until I approve it.

Never touch months with a filed VAT return. After every write, read it back and check it.

Adapted from the starter prompt in the post, with his approval rules added.

Setup notes

  1. Give the agent read-only access to the business inbox only.
  2. Approve the full change plan before anything is written to the books.
  3. Keep closed or filed periods off-limits.

Business fit

Who this helps, and how:

  • Solo foundersclear a backlog of uncategorised transactions and missing receipts before the accountant asks.
  • Small companies with foreign software bills: find invoices booked with the wrong VAT treatment before a refund claim.

    Startups

Related

Similar tools

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“Strong evidence” (grade B) means: The person who did the work describes the setup and results in detail. How we grade. Spotted a mistake? Suggest a correction.