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