semantic-postgres-mcp

semantic-postgres-mcp

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The Semantic PostgreSQL MCP Server allows AI assistants like Claude to conduct semantic searches on PostgreSQL databases by understanding database structures and executing natural language queries. It leverages vector embeddings to provide context-aware, hybrid search capabilities without altering existing database schemas.

pgvector

PostgreSQL extension, support vector operations

OpenAI API

Used to generate vector embeddings

Claude Desktop

MCP compatible client for interaction with servers