Profile data, find duplicates, and validate quality. Analyze column statistics, detect outliers, validate constraints, and ensure data integrity.
This MCP Bundle Server is compatible with any MCP client including Claude Desktop, Cursor, and other Model Context Protocol implementations.
PostgreSQL data quality checks
Find orphaned foreign key references - rows that reference non-existent parent rows. Critical for data integrity validation.
Generate comprehensive data quality report including duplicates, NULLs, constraint violations, and referential integrity. One-stop analysis for data q...
Detect statistical outliers in numeric columns using IQR (Interquartile Range) or z-score methods. Useful for data quality analysis and anomaly detect...
Find duplicate rows based on specified columns. Returns groups of duplicates with counts. Essential for data quality audits and cleanup.
Analyze NULL value distribution across columns. Shows which columns have high NULL percentages and identifies data quality issues.
Get compact, token-efficient database schema description optimized for AI text-to-SQL. Returns tables with columns, types, relationships, and sample v...
Find columns with enum-like behavior (limited distinct values) and show value frequencies. Useful for understanding categorical data and identifying c...
Profile a column's data distribution: min, max, avg, median, distinct count, null percentage, and most frequent values. Replaces writing multiple anal...
Validate that all constraints (CHECK, NOT NULL, UNIQUE, FOREIGN KEY) are satisfied. Finds rows that violate constraints.
Connect this Data Quality MCP Bundle Server to any MCP client in minutes
Compatible with Claude Desktop, Cursor, and all Model Context Protocol clients
Model Context Protocol lets AI tools call external capabilities securely through a single URL. This bundle groups tools behind an MCP endpoint that many clients can use.
Skip the manual setup! Use the .mcpb file format for one-click installation. Check the Claude Desktop tab for setup instructions.
Select ChatGPT, Cursor, Claude Code, or another tab for copy-paste config.