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    Enables management of GNOME Boxes virtual machines through libvirt/virsh with lifecycle and snapshot operations.
    13
    4 npm
    MIT
  • A
    license
    Not graded
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    B
    maintenance
    Enables isolated bring-up of Windows Terminal windows with split panes per named thread, and supports native harness hops through the hop CLI.
    1
    MIT
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    D
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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.
    18
    Apache 2.0
  • A
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    Not graded
    quality
    A
    maintenance
    Enables AI assistants to interact with Cisco Modeling Labs (CML) using natural language, allowing creation, management, and automation of network labs.
    938 PyPI
    74
    BSD 2-Clause "Simplified"
  • A
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    C
    maintenance
    Bridges AI assistants with MikroTik RouterOS devices, enabling natural language management of network configurations, firewall, VLANs, VPNs, and diagnostics via ~300 tools.
    1
    MIT
  • A
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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
  • A
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    Not graded
    quality
    C
    maintenance
    Swiss-Army developer toolkit, stdio inspector, scaffolding CLI & built-in suite of developer tools for Model Context Protocol (MCP) servers.
    1
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Bridges the ChatGPT web UI to a local development environment over MCP, letting the model read and patch files, run real shell commands and terminals, execute tests, and control the desktop (screen, mouse, keyboard, clipboard) within user-approved folders. It adds parallel workers, goal/loop long-task control, plugin tools, and a security-hardening layer with risk-tiered shell policy, audit logging, and credential sanitization.
    MIT
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    Enables management of Oracle WebLogic Server domains using WLST, including server lifecycle, application deployment, monitoring, and diagnostics.
    3
    Apache 2.0
  • A
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    Not graded
    quality
    D
    maintenance
    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.
    8 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to assess the risk of shell commands before execution, providing a probability of harm and a suggested action (auto, warn, or confirm).
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables remote execution of Linux commands via SSH, supporting system monitoring, file operations, and secure authentication with configurable safety controls.
    4
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables execution of ROS 2 CLI commands through the Model Context Protocol, supporting configurable timeouts, working directories, and secure command whitelisting.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables debugging of programs through GDB/MI, allowing breakpoints, stepping, and register analysis via natural language.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    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.
    10 npm
    MIT