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I built a local-only PDF bank statement parser with a plugin system — here's how it works

I built a local-only PDF bank statement parser — here's how it works Every month I'd open my credit card PDF, manually copy transactions into a spreadsheet, and think "there has to be a better way." So I built banksheet. What i…

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I built a local-only PDF bank statement parser — here's how it works



Every month I'd open my credit card PDF, manually copy transactions into a spreadsheet, and think "there has to be a better way." So I built banksheet.






What it does



banksheet parses bank statement PDFs into CSV, Excel, or JSON — entirely on your machine. No cloud, no AI, no external APIs.




npx banksheet parse statement.pdf
npx banksheet parse statement.pdf -f excel -o output.xlsx









The plugin architecture



The interesting part is how new banks get added. Each bank is a single folder implementing two functions:




export const myBankParser: BankParser = {
name: 'My Bank',
country: 'US',

detect(text: string): boolean {
return /My Bank Statement/i.test(text);
},

parse(text: string): Transaction[] {
// extract transactions from raw PDF text
return transactions;
},
};






That's it. detect() tells the engine whether this PDF belongs to that bank. parse() extracts the transactions. Auto-detection tries all registered parsers and uses whichever one matches.






Why no AI?



I specifically wanted this to be regex-based, not LLM-based.





  • Deterministic: same PDF always produces the same output


  • Auditable: you can read exactly what the parser is doing


  • Fast: no inference time, no API latency


  • Private: your transaction data stays local



The tradeoff is that each bank needs a hand-written parser. But that's also why the plugin system exists — the community can cover banks I don't have statements for.






What's hard about parsing bank PDFs



PDF text extraction is messier than you'd expect. Banks don't use consistent formatting. Common issues:




  • Words get merged: "R$1.234,56Compra" with no space between amount and description

  • Dates split across lines depending on column layout

  • Multi-line transaction descriptions that need to be concatenated

  • Password-protected files (supported via pdf-parse options)

  • Different layouts for the same bank depending on statement month or account type



Each plugin's README documents the quirks it handles.






Stack



TypeScript monorepo with three packages: core (parsing engine + plugins), cli, and web (Express + vanilla JS for drag-and-drop).



Currently supports Nubank, Itaú, Bradesco, and Inter (Brazilian banks, credit card). More banks welcome.



Repo: https://github.com/tio-ze-rj/banksheet



Would love to hear if anyone adds a plugin for a bank outside Brazil — the architecture should work for any country.

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