Spectra – local finance dashboard with offline ML categorization
Offline-first bank import with ML categorization—real privacy, real product, shipped.
Local-first finance without bank API access—but transaction import+categorization is well-solved.
Privacy-conscious individuals managing personal finances without surrendering bank account access.
YNAB · Monarch Money · Tiller Money
Offline-first bank import with ML categorization—real privacy, real product, shipped.
Drop a messy spreadsheet in and you get two charts, a clean table, and an AI-written executive update that calls out top drivers and provides a shareable link—no signup required. It’s a neat, low-friction way to turn exports into client-ready notes quickly, but the concept is familiar and its usefulness will hinge on how reliably the model stays grounded and how it handles larger, messier datasets.
Useful dataset for UK researchers but it's a Kaggle upload, not a reusable tool.
Local LLM categorizes transactions — your bank data never leaves your machine.
Ultra-minimal Pomodoro for Mac, but it's a crowded category with dozens of free equivalents.
Bank-specific parsers beat generic OCR for QuickBooks imports.