Universal Music Rights Metadata Standard (UMRMS)
UMRMS is an open-source, reference-grade data specification and algorithmic framework for resolving the music metadata gap and auditing streaming royalty shortfalls.
Forensic Auditing Technical Guides
⚡ Operational Reference Implementation
The standard includes an executable Python reference implementation demonstrating zero-copy Arrow joins between Polars and DuckDB databases to run mechanical royalty audits. You can download and run the script locally from the open GitHub submodule.