Servers by @benseverndev-oss

All 6 servers published to the MCP Registry under the io.github.benseverndev-oss namespace.

6 servers

@benseverndev-oss / Other & General

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

@benseverndev-oss / Maps, Travel & Weather

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

@benseverndev-oss / Science & Research

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

@benseverndev-oss / Other & General

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

@benseverndev-oss / Databases & Storage

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

@benseverndev-oss / Data & Analytics

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