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InferMap
50FairMap messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.
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MCP servers linked to github.com/benseverndev-oss.
5 servers
Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.
One command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.
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.