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    Enables management of GNOME Boxes virtual machines through libvirt/virsh with lifecycle and snapshot operations.
    13
    MIT
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    Enables running Kali Linux security tools and commands in a containerized environment for semi-automated penetration testing, with background job management and out-of-band interaction detection.
    16
    Apache 2.0
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    Enables AI assistants to interact with Cisco Modeling Labs (CML) using natural language, allowing creation, management, and automation of network labs.
    67
    BSD 2-Clause "Simplified"
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    Bridges AI assistants with MikroTik RouterOS devices, enabling natural language management of network configurations, firewall, VLANs, VPNs, and diagnostics via ~300 tools.
    1
    MIT
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    Exposes GDB operations over the Model Context Protocol, allowing management of GDB sessions and execution of GDB commands via MCP tools.
    3
    Apache 2.0
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    Swiss-Army developer toolkit, stdio inspector, scaffolding CLI & built-in suite of developer tools for Model Context Protocol (MCP) servers.
    1
    MIT
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    Enables natural language control of SSH servers, allowing users to execute commands, manage files, view logs, deploy applications, and more through AI-driven conversations.
    3
    MIT
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    Enables management of Oracle WebLogic Server domains using WLST, including server lifecycle, application deployment, monitoring, and diagnostics.
    2
    Apache 2.0
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    Provides a suite of deterministic tools for time calculations, math, and string manipulation that LLMs often struggle to perform accurately. It also includes utilities for secure randomness, data validation, and basic network operations like DNS lookups.
    9
    MIT
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    Enables interaction with Cisco NX-OS devices through CLI commands via NX-API. Supports single and multi-device command execution with text or JSON output, authentication from .env, and comprehensive error handling.
    5
    MIT
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    Enables remote execution of Linux commands via SSH, supporting system monitoring, file operations, and secure authentication with configurable safety controls.
    4
    MIT
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    Enables execution of ROS 2 CLI commands through the Model Context Protocol, supporting configurable timeouts, working directories, and secure command whitelisting.
    MIT
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    Enables debugging of programs through GDB/MI, allowing breakpoints, stepping, and register analysis via natural language.
    1
    MIT
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    An MCP server that exposes a verified manifest of a repository's development commands, allowing AI coding agents to instantly learn the correct dev loop without trial-and-error.
    7
    MIT