Show HN: Fallinorg – Offline Mac app that organizes files by meaning

3 bobnarizes 0 8/14/2025, 3:00:19 PM fallinorg.com ↗
Hi HN,

I made Fallinorg, a local macOS app that organizes files by their meaning, not just their name or type.

Problem: My Downloads and Desktop folders kept filling up with cryptically named, duplicate, or unrelated files. Over time, cleaning up and finding the right file became a pain.

Solution: Fallinorg uses Sentence Transformers (SBERT) to understand the content and context of files, then automatically groups them. It runs fully offline, so you can safely classify sensitive files (finance, medical, personal, etc.). On Apple Silicon, it parses, tokenizes, and categorizes a file in about ~1.2 seconds.

You can download and test it now for free: https://github.com/taranntell/fallinorg/releases/download/1.... — no signup required.

Current version: Supports .txt and .pdf files in English; I’m working on adding more formats and languages.

Looking for feedback on: Classification accuracy, speed, pricing ideas, and potential bulk operations or integrations.

I first launched a few weeks ago and have been rapidly adding features based on early feedback. Happy to answer questions and share implementation details.

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