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116,605 servers. Updated
20 Best Vector Database MCP Servers: compared and ranked, November 2026Ranked from 1,822 matching servers on stars, growth, downloads and maintenance. Updated .

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    A secure PostgreSQL Model Context Protocol server that provides read-only database access through tools like schema listing, object inspection, query execution, and EXPLAIN analysis, with database-enforced access control via read-only transactions and a minimal role rather than SQL text parsing.
    7
    MIT
  • A
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    A
    quality
    F
    maintenance
    A bridge server that provides access to an Odoo shell environment, allowing execution of Python code within an Odoo database context for model introspection and database operations.
    4
    MIT
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    quality
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    MCP server for Dameng database, providing tools to test connection, list tables, count tables, and execute SQL via environment variables.
    9
    MIT
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    Enables integration between SAP HANA Cloud Database and Cursor IDE through the Model Context Protocol, providing standardized interfaces for managing ML models and execution contexts.
    9
    288 npm
    74
    MIT
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    An extended PostgreSQL management and analysis server that provides database professionals with tools for schema management, query optimization, performance monitoring, and health analysis through a collection of specialized functions.
    13
    7
    MIT
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    This server enables natural language interaction between a user and their Kuzu databases using clients like Claude Desktop or Cursor, allowing LLMs to retrieve the database schema, execute Cypher queries, create nodes, and establish relationships in the graph database.
    2
    42
    MIT
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    A TypeScript-based MCP server that enables LLM agents to interact with Gel databases through natural language, providing tools to learn database schemas, validate and execute EdgeQL queries.
    2
    5 npm
    12
    ISC
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    A demonstration MCP server created for learning purposes, allowing Claude AI to interact with local files and a Postgres database while implementing a custom Model Context Protocol.
    1
    1 npm
    ISC
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    A tool that generates MCP servers for Smithery with Cursor IDE integration, allowing users to quickly create servers from templates such as Basic, Web Search, or Database interactions.
    MIT
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    A local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.
    7
    MIT
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    A powerful server that provides administrative control over Supabase PostgreSQL databases through Cursor's Composer and Codeium's Cascade, enabling database management with features for tables, records, schema modifications, and more.
    9 npm
    12
    BSD 3-Clause
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    Provides read-only access to PostgreSQL databases, enabling LLMs to inspect database schemas and execute read-only SQL queries within a secure transaction context.
    157,028 npm
    1
    MIT
  • A
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    Provides dynamic, context-aware code assistant skills through hybrid RAG (vector + knowledge graph), enabling runtime skill discovery, automatic toolchain-based recommendations, and on-demand loading from multiple git repositories.
    69 PyPI
    20
    MIT
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    An extensible MCP server for database operations that supports PostgreSQL for managing schemas, tables, data, and user permissions. It features automatic migration recording for DDL changes and integrates with various AI-powered editors like Cursor, Zed, and Claude Code.
    29 npm
    2
    MIT
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    An MCP server that allows working with MySQL databases by providing tools for executing read-only SQL queries, getting table schemas, and listing database tables.
    688 npm
    3
    MIT
  • A
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    A Model Context Protocol server that provides read-only access to PostgreSQL databases, enabling LLMs to inspect database schemas and execute read-only queries.
    157,028 npm
    MIT
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    Facilitates interaction with Microsoft SQL Server Express, supporting database operations such as querying, table management, and schema inspection via natural language MCP commands.
    4
    MIT
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    One MCP for developers — no tool tax, no context rot. 100+ tools including Brave, Google, Tavily, Context7, Excalidraw, AWS, Excel, Database, Playwright, Chrome DevTools, and more. Install once, access everything.
    24
    GPL 3.0
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    Enables LLM agents to perform complete database operations on SQLite databases, including creating tables, executing queries, and managing data through CRUD operations with schema inspection capabilities.
    22 npm
    MIT
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    maintenance
    Enables AI agents to read, cluster, translate, and rewrite text in AutoCAD 2022–2027 drawings, handle Unicode fonts and height scaling, and execute code against the drawing database through a local gateway.
    26
    Apache 2.0
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    A Model Context Protocol server that enables Claude and other LLMs to perform database operations and invoke Edge Functions within Supabase through natural language.
    980 npm
    4
    MIT
  • A
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    An MCP (Model Context Protocol) server that exposes natural language to SQL functionality, allowing any MCP-compatible client to convert plain English questions into SQL queries for database interaction using AI.
    3
    MIT