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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
    license
    Not graded
    quality
    D
    maintenance
    MCP server providing a single query tool to execute SQL against GetDot Database, enabling schema discovery, data loading, and querying via natural language.
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables executing SQL queries, exploring database schemas, and exporting results from Redash via MCP, with ad-hoc queries and write protection.
    5
    15 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables an AI assistant to query and browse multiple database engines read-only, with the ability to switch connections and engines dynamically during a session.
    18
    71 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides read-only SQL access to Apache Iceberg tables via HiveServer2, enabling querying, schema discovery, and database listing on Cloudera Data Platform.
    3
    Apache 2.0
  • F
    license
    A
    quality
    B
    maintenance
    Enables agents to interact with MySQL databases securely, supporting multi-database read-only queries, protected DML writes, and streaming exports to Sandbox Datasets.
    5
    -
  • A
    license
    B
    quality
    D
    maintenance
    Enables interaction with Vertica databases through SQL queries, schema management, and bulk data operations. Supports connection pooling, SSL/TLS security, and configurable permissions for database operations.
    6
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    Celp-MCP enables natural-language analytics over SQL, MongoDB, and Databricks warehouses through MCP-compatible clients, converting questions into multi-step database plans and returning markdown reports.
    4
    6 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables read-only access to Apache Iceberg tables via Impala, allowing LLMs to inspect database schemas and execute SQL queries to retrieve data from Iceberg tables.
    2
    13
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    MCP server that syncs and queries comprehensive stock data (quotes, financials, dividends, analyst forecasts, options, news) from Yahoo Finance and Investing.com into an external MySQL database.
    27
    40 npm
    MIT
  • A
    license
    D
    quality
    Not graded
    maintenance
    A comprehensive MCP server that provides sophisticated tools for interacting with PocketBase databases. This server enables advanced database operations, schema management, and data manipulation through the Model Context Protocol (MCP).
    14
    671 npm
    70
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Connects agents to Consail over local stdio, providing read-only, allowlisted tools to inspect environments, catalogs, datasets, actions, and validate pipelines without exposing database credentials or secret APIs.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Connects MCP clients to databases like Snowflake, BigQuery, and Databricks through Alkemi's data platform, enabling natural language database queries with proper schema understanding and metadata management for consistent team-wide access.
    38 npm
    4
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Adds an MCP server to a Datasette instance, exposing tools to list databases, retrieve database schemas, and execute read-only SQL queries.
    132 PyPI
    20
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Valorant esports analytics that exposes structured metrics and database query tools, enabling AI-assisted match analysis, player profiling, scouting reports, and coaching insights.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Let LLMs analyze sensitive data safely by querying a tokenized, join-preserving copy of the database, with fail-closed PII scanning and provable numeric equivalence.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to securely interact with multiple databases (MySQL, PostgreSQL) via natural language queries, with cross-database querying and enterprise-grade security.
    10 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to connect document sources, prepare searchable documents, and run RAG-ready lexical, vector, or hybrid search with account-scoped document access.
    40 PyPI
    BSD 3-Clause
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to synchronize, merge, and reconcile distributed state across nodes using conflict-free last-write-wins element sets with Lamport/vector-clock causality, token-bucket gossip dissemination, and quorum-based commit coordination. It runs entirely on the Python standard library and exposes these primitives to Claude Desktop, Cursor, and Windsurf over the MCP JSON-RPC stdio protocol.
    7
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to query a Postgres analytics schema via a read-only MCP server, with tools auto-generated from live database introspection and configurable SQL queries defined in YAML.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Universal Database MCP Server enabling AI assistants to connect and query multiple databases including Databricks, BigQuery, PostgreSQL, MySQL, SQL Server, SQLite, and MariaDB through a unified interface.
    59 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Production-ready MCP server enabling AI assistants to interact with SAP Datasphere for real tenant data discovery, metadata exploration, analytics operations, ETL data extraction, database user management, data lineage analysis, and column-level data profiling.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables natural language interaction with Baserow databases, supporting workspace, database, table, and row operations with authentication and batch capabilities.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A database operation server based on the MCP protocol, providing database connection, querying, schema exploration, data analysis, and SQL generation tools.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables DeepSeek Harness to run bounded archive operations—diagnose, status, sync, and verify—against a local macOS chat database with integrity and privacy protections.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents and MCP clients to query, filter, group and total CSV files and Google Sheets hosted remotely, returning exact database-computed results instead of model estimates. Datasets stay read-only and private, with OAuth sign-in and no installation required.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides read-only Microsoft SQL Server database access to AI agents with row-level security, enabling SELECT queries, table metadata, and schema introspection through MCP.
    17 npm
    MIT