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

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    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
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    Enables Claude to send and read iMessages on macOS, with smart contact lookup, message history retrieval, and cross-conversation search using natural language commands.
    5
    MIT
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    A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabling discovery, data retrieval, operation execution, and configuration management for ROS 2 systems.
    6
    Apache 2.0
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    Enables real-time monitoring of system resources including CPU, GPU (NVIDIA, Apple Silicon, AMD/Intel), memory, disk, network, and processes across Windows, macOS, and Linux platforms through natural language queries.
    3
    MIT
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    MCP server that captures a Windows application's pixels and bounded UI Automation tree with provider-exposed text for Codex inspection. It supports capture, listing, retrieval, and watcher control commands.
    MIT
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    This server provides: * Fast file search capabilities using Everything SDK * Windows-specific implementation * Complements existing filesystem servers with specialized search functionality
    354
    MIT
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    A modified JetBrains MCP Server that adds WebSocket monitoring capabilities, allowing users to monitor MCP tool calls in real-time while maintaining compatibility with the original implementation.
    12
    1
    Apache 2.0
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    MCP server for controlling Android devices over ADB, using direct commands and semantic accessibility selectors with a Kotlin helper APK.
    101
    MIT
  • F
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    A secure SSH server implementation for Model Context Protocol that enables remote command execution and file operations, supporting both password and key-based authentication.
    57
  • F
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    Enables control of Windows PC through Claude Desktop, including executing shell commands, managing system resources, controlling audio/power, launching applications, taking screenshots, and managing windows and processes.
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    Wraps the mcp-locks CLI to expose coordination primitives as MCP tools, enabling multiple AI agents to claim, release, and list exclusive OS resources like browser profiles.
    6
    MIT
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    A secure Model Context Protocol server that allows AI models to safely interact with Windows command-line functionality, enabling controlled execution of system commands, project creation, and system information retrieval.
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    MIT