analyze_data_distribution

Get data distribution patterns for columns to understand data quality and patterns

Server Mssql mssql-mcp-server
Category Read
Risk class Low
Parameters 61 required

What analyze_data_distribution does on Mssql

AI agents call analyze_data_distribution to retrieve information from Mssql without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.

ParameterTypeRequiredDescription
schema string Schema name (default: dbo)
tableName string Yes Name of the table to analyze
columnName string Specific column to analyze (analyzes all if not provided)
sampleSize number Sample size for analysis (default: 1000)
connectionName string Named connection to use (e.g., 'production', 'staging')
connectionString string SQL Server connection string (uses default if not provided)

Parameters from the server's own tool schema.

Why analyze_data_distribution needs a policy

This tool queries database statistics and column distributions to provide insights into data patterns. It is a read-only operation that retrieves analytical information without creating, modifying, deleting, or executing arbitrary code. The sibling tools like 'describe_*' and 'analyze_*' confirm this server exposes primarily informational and schema exploration capabilities.

From the tool's definition Tool name 'analyze_data_distribution' and description 'Get data distribution patterns for columns to understand data quality and patterns' indicate a retrieval and analysis operation with no modification or deletion of data.

Questions about analyze_data_distribution

What does the analyze_data_distribution tool do? +

Get data distribution patterns for columns to understand data quality and patterns. It is categorised as a Read tool in the Mssql MCP Server, which means it retrieves data without modifying state.

What parameters does analyze_data_distribution accept? +

analyze_data_distribution accepts 6 parameters: schema, tableName, columnName, sampleSize, connectionName, connectionString. Required: tableName. The full parameter table on this page comes from the server's own tool schema.

How do I enforce a policy on analyze_data_distribution? +

Register the Mssql MCP server in PolicyLayer and add a rule for analyze_data_distribution: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches Mssql. Nothing to install.

What risk level is analyze_data_distribution? +

analyze_data_distribution is a Read tool with low risk. Read-only tools are generally safe to allow by default.

Can I rate-limit analyze_data_distribution? +

Yes. Add a rate_limit block to the analyze_data_distribution rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.

How do I block analyze_data_distribution completely? +

Set action: deny in the PolicyLayer policy for analyze_data_distribution. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.

What MCP server provides analyze_data_distribution? +

analyze_data_distribution is provided by the Mssql MCP server (mssql-mcp-server). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

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