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"An open-source vector database for similarity search and AI applications" matching MCP servers:

  • xlsx-for-ai

    senoff
    A
    license
    A
    quality
    A
    maintenance
    50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.
    50
    597
    5
    MIT

  • source-coop-mcp

    yharby
    A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to discover and access 800TB+ of public geospatial data from Source Cooperative, with tools for listing organizations, products, files, and fuzzy search.
    6
    2
    MIT
  • Open Enterprise AI MCP Server by enthrium

    Open Enterprise AI MCP Serverofficial

    enthrium
    F
    license
    Not graded
    quality
    A
    maintenance
    Connects AI coding assistants like Claude Code, Cursor, and Windsurf to enterprise data sources (databases, files, APIs, etc.) via a single binary, with 45+ connector categories and built-in memory tools.
    1

  • getdot-database-skills

    zurferr
    F
    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.

  • MCP for YNAB

    walensis-labs
    A
    license
    Not graded
    quality
    A
    maintenance
    A fast, safe MCP server for YNAB providing read-only budget access by default, with 28 tools for budgets, transactions, categories, payees, accounts, scheduled transactions, and server-computed analytics.
    MIT

  • mcp-for-redash

    Ashuqwe
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that connects AI assistants to Redash, enabling listing of assets, read-only query execution, dashboard inspection, and alert management through the Redash API.
    MIT

  • Database MCP Server

    tomtomjskim
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to securely interact with multiple databases (MySQL, PostgreSQL) via natural language queries, with cross-database querying and enterprise-grade security.
    15
    MIT

  • Quick Data for Windows MCP

    Beaulewis1977
    A
    license
    Not graded
    quality
    C
    maintenance
    A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.
    1
    MIT
  • MOSTLY AI MCP Server by mostly-ai

    MOSTLY AI MCP Serverofficial

    mostly-ai
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLM agents to interact with the MOSTLY AI Platform for generating synthetic data, including training generators, managing data connectors, executing queries, and generating synthetic datasets with OAuth 2.1 authentication.
    2
    Apache 2.0

  • spark-sense-ai

    sun7singh
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that diagnoses Apache Spark job failures and optimizes performance using stack-trace analysis and LLM providers, supporting EMR and local sources.
    MIT

  • Database Query MCP

    NewToolAI
    A
    license
    Not graded
    quality
    D
    maintenance
    A versatile tool that enables querying and exporting data from multiple relational databases (MySQL, PostgreSQL, Oracle, SQLite, etc.) in read-only mode for data safety.
    12
    Apache 2.0

  • Databases MCP Server (Access

    Carltk
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databases, including read-only support for Access 97 databases. Supports executing SQL queries, importing/export data from CSV and Excel files, and storing notes about database files.
    MIT

  • YNAB MCP Server

    chrisguidry
    F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides Large Language Models with access to YNAB (You Need A Budget) budgets, allowing them to fetch budget data including accounts, categories, and category groups.
    6