proj_mcp_synthetic_data

syahriikram/proj_mcp_synthetic_data

3.1

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This document provides a comprehensive overview of setting up a Model Context Protocol (MCP) server for synthetic data generation using the SDV library.

Tools

Functions exposed to the LLM to take actions

Generate Tool

Creates synthetic data from real data using SDV Synthesizer.

Evaluate Tool

Evaluates quality of synthetic data by assessing statistical similarity to real data.

Visualize Tool

Generates visualization to compare real and synthetic data for specific columns.

Prompts

Interactive templates invoked by user choice

No prompts

Resources

Contextual data attached and managed by the client

No resources