REAL WORK · Independently developed desktop software
Ableton Sample Auto Tagger
A purpose-built desktop application for analyzing and organizing large sample libraries, including BPM and key analysis, review tools and Ableton workflow integration.

Overview
I developed Ableton Sample Auto Tagger as a custom desktop application to analyze, review and organize large music sample libraries for an Ableton Live workflow. This is an independently developed tool, with no official Ableton affiliation or endorsement.
The Problem
Large sample libraries can contain thousands of files, making it difficult to consistently organize and find useful sounds.
What I Built
I built a purpose-built desktop utility for analyzing sample libraries and improving the way samples can be organized and searched within an Ableton workflow. The real application interface brings library scanning, sample analysis, review and synchronization management together.
What It Does
The application analyzes BPM and musical key, presents confidence scores for review, and supports manual editing and BPM + key synchronization with an Ableton database.
Selected Features
- Sample-library scanning and analysis
- BPM and musical-key analysis with confidence scoring
- Manual BPM/key editing
- Preview, reject and accept review workflow
- Search and filtering
- Ableton database connection
- BPM + key synchronization and sync status
- Undo last sync
Design and workflow considerations
Scan and analyze samples, inspect BPM/key and confidence, preview and accept or reject results, then manage synchronization and its status. Search and filtering help navigate the library.
Technical approach
Library scanning, analysis, review and synchronization are brought together in a desktop interface. Confidence scores and manual edits make uncertain analysis reviewable before synchronization.
The challenge addressed
The workflow addresses the difficulty of organizing large sample libraries consistently while retaining a manual review step and the ability to undo the last sync.
Have a similar need?
We can discuss the work your business needs to do, then agree on an appropriate scope. This project is evidence of specific work, not a promise of identical functionality or business results.
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