6 servers published under benseverndev-oss. 1 answered our last handshake, 4 did not, and between them they expose 105 tools.
6 servers 1 answering 4 not responding 2 935 installs/wk
Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.
Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.
Auto-discover validation rules from data — scan, profile, health-score. No rules to write.
One command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.
Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.
Read-only cross-cutting analysis, metrics, and reporting across the Golden Suite.