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

  • Shell MCP

    luciVuc
    A
    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

  • sysknife

    lacs-project
    A
    license
    A
    quality
    A
    maintenance
    Your sysadmin co-pilot — an AI that administers Linux through typed, approval-gated, Ed25519-audited actions instead of shell strings. Reference implementation of the LACS standard.
    1
    5
    6
    MIT

  • pve-mcp

    tiancode
    A
    license
    A
    quality
    C
    maintenance
    MCP server for managing Proxmox VE resources, VM/CT lifecycle, snapshots, backups, and clones via natural language.
    23
    MIT

  • mcptools

    highercomve
    F
    license
    A
    quality
    C
    maintenance
    An all-in-one MCP server for local LLMs that provides live web access, math, shell/code execution, filesystem access, memory, and RAG over local files using LM Studio embeddings.
    39

  • Hetzner Cloud MCP Server

    dkruyt
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that allows language models to manage Hetzner Cloud resources through structured functions, including servers, volumes, firewalls, and SSH keys.
    30
    133
    MIT

  • GCP MCP

    henihaddad
    F
    license
    B
    quality
    D
    maintenance
    Enables managing Google Cloud Platform resources through natural language commands in Claude Desktop, supporting comprehensive operations across compute, storage, databases, networking, monitoring, and IAM without manual credential setup.
    56
    20

  • Shell MCP Server

    hdresearch
    A
    license
    C
    quality
    D
    maintenance
    A Node.js implementation of the Model Context Protocol that provides secure shell command execution capabilities, allowing AI models like Claude to run shell commands in a controlled environment with built-in security measures.
    1
    215
    41
    MIT

  • code-execution-mcp

    ai-integr8tor
    F
    license
    C
    quality
    D
    maintenance
    An MCP server that enables AI agents to execute terminal commands and Python code on the host system, leveraging Agent Zero's battle-tested implementation with session management and smart output handling.
    4

  • Node.js MCP Server

    WeiWeicode
    A
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive MCP server that enables file operations, mathematical calculations with unit conversions, and system information retrieval. Provides secure access to local file system, calculator functions with statistics, and system monitoring capabilities.
    7
    ISC

  • Ubuntu MCP Server

    pazuzu1w
    A
    license
    Not graded
    quality
    D
    maintenance
    A secure protocol server that allows AI assistants to safely interact with Ubuntu systems through controlled file operations, command execution, package management, and system information retrieval.
    39
    MIT

  • Container-MCP

    54rt1n
    A
    license
    Not graded
    quality
    F
    maintenance
    A secure, container-based implementation of the Model Context Protocol (MCP) that provides sandboxed environments for AI systems to safely execute code, run commands, access files, and perform web operations.
    22
    Apache 2.0

  • mcp-kubernetes-server

    ductnn
    A
    license
    Not graded
    quality
    D
    maintenance
    A lightweight MCP server that enables natural language interaction with Kubernetes clusters, allowing management of pods, deployments, namespaces, and cluster resources through conversational queries or API endpoints.
    1
    MIT

  • AWS MCP Server

    saifeezibrahim
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to execute AWS CLI commands and access AWS documentation, resources, and prompt templates through the Model Context Protocol with support for Unix pipes and secure Docker-based deployment.
    MIT

  • AWS SSO MCP Server

    aashari
    A
    license
    Not graded
    quality
    D
    maintenance
    Connects AI assistants to AWS infrastructure through AWS IAM Identity Center for secure, natural language management of cloud resources across multiple accounts. It enables users to execute AWS CLI commands, monitor resources, and run remote shell commands on EC2 instances via Systems Manager.
    550
    15
    ISC

  • gcloud MCP Cloud Run

    addhe
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with Google Cloud Platform services through gcloud CLI commands via a Cloud Run deployed MCP server. Supports executing gcloud commands and managing GCP resources through natural language.
    MIT