GoldenMatch

This server wraps the GoldenMatch entity resolution toolkit, which finds duplicate records across messy datasets with a 97.2% F1 score out of the box. You get access to deduplication, clustering, and the broader Golden Suite pipeline (InferMap for schema alignment, GoldenCheck for profiling, GoldenFlow for standardization). The MCP layer exposes 36+ tools including auto_configure for adaptive tuning and controller_telemetry for inspecting clustering decisions. Useful when you need to clean customer lists, merge data sources, or resolve entities across organizations without writing custom fuzzy matching logic. The zero-config defaults work immediately, and a learning memory system stops asking for the same correction twice across runs.