A
license-
qualityD
maintenanceA Model Context Protocol server that enables performing PostgreSQL database operations (create, read, update, delete) on User and Post entities through MCP tools.
764
MIT
Why this server?
This server enables performing PostgreSQL database operations (create, read, update, delete) on User and Post entities through MCP tools. While it doesn't explicitly mention pgvector, the ability to perform operations on PostgreSQL databases makes it a relevant starting point as you can likely incorporate vector operations.
Why this server?
This provides a template project for building custom MCP servers that enable direct access to PostgreSQL databases, allowing SQL query execution and schema information retrieval. Again, you can use this as a starting point to add pgvector.
Alicense-qualityDmaintenanceA template project for building custom MCP servers that enables direct access to PostgreSQL databases, allowing SQL query execution and schema information retrieval through the Model Context Protocol.31MITWhy this server?
Enables Cursor and Windsurf to safely interact with Supabase databases. Supabase uses PostgreSQL and supports extensions, including pgvector. This allows for integration with vector search capabilities.
Alicense-qualityDmaintenanceEnables Cursor and Windsurf to safely interact with Supabase databases by providing tools for database management, SQL query execution, and Supabase Management API access with built-in safety controls.10Apache 2.0Why this server?
Enables AI agents to interact with PostgreSQL databases, providing database schema exploration, table structure inspection, and SQL query execution capabilities, a fundamental requirement for integrating pgvector.
Alicense-qualityDmaintenanceEnables AI agents to interact with PostgreSQL databases through the Model Context Protocol, providing database schema exploration, table structure inspection, and SQL query execution capabilities.15MITWhy this server?
While this server focuses on MySQL, it demonstrates the core functionality of allowing an LLM to interact with a database. It can serve as a template to create similar functionality for PostgreSQL and pgvector.
Alicense-qualityBmaintenanceA Model Context Protocol server that provides read-only access to MySQL databases, enabling LLMs to inspect database schemas and execute read-only queries.11,7812,039MITWhy this server?
A Model Context Protocol server that allows Large Language Models to interact with Astra DB databases, providing tools for managing collections and records through natural language commands. AstraDB is built on Cassandra, not Postgres, but it provides vector search capabilities.
Astra DB MCP Serverofficial
AlicenseAqualityDmaintenanceA Model Context Protocol server that allows Large Language Models to interact with Astra DB databases, providing tools for managing collections and records through natural language commands.167241Apache 2.0Why this server?
This MCP server allows LLMs perform database queries and operations on Postgres databases via PostgREST, allowing LLMs to interact with data stored using pgvector.
Why this server?
A server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
Alicense-qualityFmaintenanceA Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.24135Apache 2.0Why this server?
A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
AlicenseAqualityCmaintenanceA Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.641MIT