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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.