Servers by benseverndev-oss

Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.

Auto-discover validation rules from data — scan, profile, health-score. No rules to write.

Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.

One command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.

Read-only cross-cutting analysis, metrics, and reporting across the Golden Suite.

Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.