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"Information or Uses for a Rag" 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
    376
    5
    MIT

  • mcps-for-macos

    shaack
    A
    license
    -
    quality
    C
    maintenance
    A collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.
    MIT

  • mcp-local-rag

    xiuxiansk
    A
    license
    A
    quality
    C
    maintenance
    MCP server that enables local hybrid semantic and keyword search over private PDF, DOCX, Markdown, and text documents without sending data to embedding APIs.
    9
    3,271
    MIT

  • DJAI Tools MCP

    lovecatisgood-sudo
    A
    license
    A
    quality
    C
    maintenance
    Provides AI agents with local file-processing capabilities for token counting, RAG chunking, CSV/JSON conversion, QR generation, and more, while keeping documents private on the user's machine.
    7
    1
    MIT

  • screenshot-mcp

    cai-cai-jun
    A
    license
    A
    quality
    -
    maintenance
    An MCP server that enables AI assistants like Claude Code to capture screenshots, view images, and manage screenshot files on Windows. It uses native Windows APIs for full-screen, region, or active-window captures, and supports image analysis and automated cleanup.
    6
    41
    MIT

  • MCP Server for FTP Access

    alxspiker
    A
    license
    A
    quality
    A
    maintenance
    Enables Claude to interact with FTP servers through natural language commands, allowing users to list directories, download/upload files, create directories, and delete files/directories on FTP servers.
    9
    236
    25
    MIT

  • mcp-for-apple-mail

    shaack
    A
    license
    A
    quality
    C
    maintenance
    MCP server that encapsulates Apple Mail on macOS via AppleScript, enabling invoice PDF search, attachment saving, and message flagging through natural language.
    5
    MIT

  • NotiCode

    Antropov31
    A
    license
    A
    quality
    B
    maintenance
    Runs as an MCP server providing file system operations, shell execution, and system information tools, allowing Claude or any MCP client to edit files and control the machine.
    7
    MIT

  • mcp-for-spotlight

    shaack
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.
    2
    MIT

  • form-auto-mcp

    jayounglee92
    A
    license
    A
    quality
    D
    maintenance
    Automates internal system form submissions by reading data from Excel/CSV or Google Sheets and using Playwright to navigate menus and fill form fields, with support for both visible and headless modes.
    1
    8
    MIT

  • Simple MCP Server

    p-united
    A
    license
    A
    quality
    D
    maintenance
    A TypeScript-based MCP server that enables Claude Desktop to perform file operations and retrieve system information, with built-in security features that restrict access to safe directories only.
    6
    7
    MIT

  • MCP Docs RAG Server

    kazuph
    F
    license
    A
    quality
    F
    maintenance
    A TypeScript MCP server that allows querying documents using LLMs with context from locally stored repositories and text files through a RAG (Retrieval-Augmented Generation) system.
    4
    18

  • z/OS FTP MCP Server

    arunkumars-mf
    A
    license
    B
    quality
    D
    maintenance
    Enables interaction with z/OS mainframe systems via FTP, including dataset listing/download/upload, JCL job submission and monitoring, with advanced text processing and pagination support.
    8
    1
    MIT