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"Kotlin RAG (Retrieval-Augmented Generation) implementation resources" matching MCP servers:

  • Shell MCP

    luciVuc
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    license
    A
    quality
    D
    maintenance
    A production-ready MCP server that enables AI assistants to execute shell commands, manage files, monitor system resources, and automate complex workflows with advanced features like stock tracking and web automation.
    7
    32
    MIT

  • devkit-mcp

    lllNuggetslll
    A
    license
    A
    quality
    C
    maintenance
    A developer toolkit MCP server offering seven utilities: HTTP requests, JWT decoding, hashing, UUID generation, regex testing, cron explanation, and text encoding.
    7
    15
    MIT

  • veil-mcp

    vkmtx
    A
    license
    A
    quality
    A
    maintenance
    An agent-native shell as an MCP server, designed for LLM agents (like Claude Code) to execute commands with structured output, lazy detail retrieval, and effect tracking, minimizing token usage.
    9
    21
    MIT

  • MCP Server Boilerplate

    SekiroKenjii
    A
    license
    A
    quality
    C
    maintenance
    A production-grade TypeScript starter for building Model Context Protocol servers, supporting stdio and Streamable HTTP transports with modular tools, resources, and prompts.
    1
    10
    MIT

  • microcap-mcp

    monoxide-xen
    A
    license
    A
    quality
    B
    maintenance
    MCP server for Micro-Cap 12 SPICE simulator enabling LLM agents to run analog circuit simulations, including analyses, sweeps, and retrieval of curve data and plots.
    20
    1
    MIT

  • SSH MCP Server

    KinoThe-Kafkaesque
    A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server implementation that enables secure remote command execution via SSH, with features for managing and using SSH credentials.
    5
    9
    10
    MIT

  • Docker MCP Server

    suvarchal
    A
    license
    A
    quality
    F
    maintenance
    Allows Claude and other AI assistants to interact with Docker through the MCP protocol, enabling container and image management including listing, running, stopping, and pulling Docker resources.
    6
    163
    4
    MIT

  • mcp-rs232

    daedalus
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes RS232 serial port connectivity, enabling listing, opening, reading, and writing to serial ports via tools and resources.
    6
    MIT

  • NHN Server MCP

    dhks77
    F
    license
    A
    quality
    C
    maintenance
    Enables secure SSH access to servers through a gateway with Kerberos authentication, allowing execution of whitelisted commands with pattern-based security controls and server information retrieval.
    5
    2

  • Sys8 MCP Server

    Angry-Robot-Deals
    A
    license
    B
    quality
    D
    maintenance
    Provides deterministic system information and developer utilities including date/time operations, OS details, math calculations, random data generation, hashing, text formatting, data validation, encoding/decoding, and log analysis.
    20
    MIT

  • Professional Python MCP Server

    bash20cu
    F
    license
    B
    quality
    D
    maintenance
    A comprehensive MCP implementation designed for fullstack development that enables code manipulation, terminal command execution, and system notifications. It provides an intelligent agent interface powered by Gemini to automate Python and Next.js development workflows.
    5

  • AutoBot MCP

    yz0903
    F
    license
    B
    quality
    D
    maintenance
    Enables remote control and automation of Android devices through the Model Context Protocol, supporting UI interactions, app management, ADB commands, screenshots, and device information retrieval via AutoBot API.
    53

  • PerfLens MCP Server

    link0-o
    A
    license
    B
    quality
    A
    maintenance
    Provides typed, paginated tools for evidence-driven Linux performance analysis including profile analysis, comparison, and report generation with server-side authorization.
    18
    Apache 2.0

  • ANSYS MCP Server

    Bettertoo2
    A
    license
    B
    quality
    A
    maintenance
    Enables natural language-driven ANSYS simulations (Fluent, Mechanical, Geometry) with automatic TUI script generation for reproducibility.
    41
    6
    MIT

  • Azure Omni-Tool MCP Server

    vedantparmar12
    A
    license
    B
    quality
    D
    maintenance
    Enables intelligent interaction with Azure resources through natural language by translating requests into safe, auditable Azure CLI commands with plan/review workflows and direct access to 8 Azure services including Storage, Cosmos DB, Key Vault, and more.
    3
    1
    MIT