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"Automating document interaction, download, and conversion for AI-driven answers" matching MCP servers:

  • document-evidence-mcp

    mtn888
    A
    license
    A
    quality
    B
    maintenance
    A local document evidence layer for MCP clients that ingests documents (PDF, Office, images) with optional OCR, indexes them in SQLite FTS, and provides retrieval tools with source coordinates.
    7
    MIT

  • bricks-and-context

    laraib-sidd
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.
    1
    GPL 3.0

  • MCP Server for Vertex AI

    ubie-oss
    A
    license
    Not graded
    quality
    B
    maintenance
    A server that enables document searching using Vertex AI with Gemini grounding, improving search results by grounding responses in private data stored in Vertex AI Datastore.
    38
    Apache 2.0

  • 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

  • mcp-for-metabase

    DominikPollok
    A
    license
    Not graded
    quality
    D
    maintenance
    A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.
    GPL 3.0

  • MCP-Driven Data Management

    chibbi1
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables natural language interaction with heterogeneous databases (MySQL and PostgreSQL) for CRUD operations across customer, product, and sales data with intelligent query routing and visualization capabilities.

  • AI-DBA

    steveramos21
    F
    license
    Not graded
    quality
    B
    maintenance
    Universal database copilot for diagnostics, operations, and performance analysis via MCP and CLI.

  • Omics AI MCP Server

    mfiume
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to conversationally interact with genomics research networks for data analysis and discovery across multiple Omics AI Explorer platforms. It provides tools for exploring data collections, examining table schemas, and executing SQL queries against datasets like Viral AI and Neuroscience AI.
    6
    1
    MIT

  • Database Tools for Claude AI

    elber-code
    A
    license
    B
    quality
    D
    maintenance
    MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.
    1
    0
    4
    MIT

  • NeoCoder Neo4j AI Workflow

    angrysky56
    A
    license
    C
    quality
    D
    maintenance
    Enables AI assistants to use Neo4j knowledge graphs and Qdrant vector databases for hybrid reasoning, combining structured facts with semantic search for advanced knowledge management, research analysis, and standardized coding workflows.
    30
    20
    MIT

  • Django AI Boost

    vintasoftware
    A
    license
    Not graded
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server for developing Django applications. It exposes Django project information through MCP tools, enabling AI assistants to better understand and interact with Django codebases.
    109
    MIT

  • AI Business MCP Server

    sohaggain
    A
    license
    Not graded
    quality
    C
    maintenance
    A production-style MCP server exposing six business tools (web search, database, CRM, email, calendar, analytics) to AI clients via a secure, authenticated interface, with mock mode and a reference agent client.
    MIT

  • Metabase AI Assistant

    enessari
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI-powered interaction with Metabase instances and PostgreSQL databases through natural language. Creates models, SQL queries, metrics, and dashboards using both Metabase API and direct database connections.
    73
    48
    Apache 2.0

  • mcp-crewai-giulia-ai

    wganalytics
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server enabling text-to-SQL on PostgreSQL databases using a CrewAI multi-agent system. It generates and executes read-only SQL queries from natural language, with security layers against prompt injection.
    MIT

  • Excel LSP

    Brody900
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server that provides a semantic index and 14 bounded tools for AI agents to navigate Excel workbooks by symbols, references, and diagnostics, avoiding the need to read entire rows.
    MIT