mcpbeat

benseverndev-oss

6 servers published under benseverndev-oss. 2 answered our last handshake, 3 did not, and between them they expose 96 tools.

6 servers 2 answering 3 not responding 4 732 installs/wk

GoldenMatch
io.github.benseverndev-oss/goldenmatch

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

1 829 installs/wk 77 tools answering
GoldenCheck
io.github.benseverndev-oss/goldencheck

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

892 installs/wk 19 tools answering
GoldenFlow
io.github.benseverndev-oss/goldenflow

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

1 315 installs/wk not responding
InferMap
io.github.benseverndev-oss/infermap

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

272 installs/wk not responding
GoldenPipe
io.github.benseverndev-oss/goldenpipe

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

243 installs/wk not responding
GoldenAnalysis
io.github.benseverndev-oss/goldenanalysis

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

181 installs/wk local only