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    Enables agents to interact with CLI applications like vim, htop, and gdb by sending key inputs and capturing terminal output through tmux sessions.
    6
    MIT
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    quality
    C
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    Enables coding agents to observe and control an authorized Android phone over ADB through MCP tools and a JSON CLI. It supports UI inspection, screenshots, taps, swipes, typing, key presses, app listing, and launching.
    13
    51
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables control of an attached Android phone over ADB, including screenshots, taps, typing, key/chord input via a virtual HID keyboard, UI inspection, and device information without root.
    MIT
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    Enables coding agents to reduce context tokens by requesting file outlines, individual symbols, compact searches, and condensed test, lint, and type-check failures instead of reading whole files or raw command output.
    6
    0
    MIT
  • A
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    quality
    B
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    Enables an AI to delegate work to secondary Antigravity CLI accounts, running jobs in parallel with dependency (DAG) scheduling, file read/write declarations, warm multi-turn sessions, account quota tracking and compact result collection. Users simply describe their request in natural language while the AI plans and the server executes — no hand-written workflow JSON required.
    21
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Enables Claude Desktop and Claude Code to list, search, and read files, run one terminal command, query SQLite, and manage named scheduled tasks without calling the Claude API.
    MIT
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    quality
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    maintenance
    Provides AI coding assistants with context optimization tools including targeted file analysis, intelligent terminal command execution with LLM-powered output extraction, and web research capabilities. Helps reduce token usage by extracting only relevant information instead of processing entire files and command outputs.
    5
    17 npm
    63
    TypeScript
    MIT
  • F
    license
    A
    quality
    F
    maintenance
    Enables Claude Code to interact with Linux X11 desktops by performing mouse actions, keyboard input, and capturing screenshots. It provides a suite of tools for automation tasks such as clicking, typing, and zooming on specific screen regions.
    16
    -
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    An MCP server that folds function and class implementations into structural skeletons while preserving signatures, interfaces, and docstrings, reducing tokens by up to 90%+ for AI agents. Exposes tools to get repository skeletons, unfold specific symbols on demand, and retrieve exact token and prompt cost savings metrics.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables an MCP client to see and drive a Hyprland/Wayland desktop by taking cropped, downscaled screenshots, reading the compositor's window tree, and sending absolute pointer and keyboard input mapped back to global layout pixels. It also exposes off-screen tmux sessions, background task runners, and DevTools-driven Chrome tabs for work that needs no window focus.
    89 PyPI
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables AI assistants to understand lab topologies, follow operational principles, and interact with real network devices through observable terminals while keeping private access information hidden.
    7
    Apache 2.0
  • F
    license
    A
    quality
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    maintenance
    Enables AI to execute registered system commands across platforms using a stable program + args interface, without requiring shell-specific syntax or tool discovery.
    2
    1
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  • A
    license
    A
    quality
    A
    maintenance
    Enables a coding agent to get short, token-efficient answers about a project through grouped searches, focused symbol or section reads, and bounded read-only script output, with safety limits on paths, secrets, commands, and response size.
    3
    MIT
  • F
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    A minimal MCP server that exposes a single tool to query local hardware information (OS, CPU, memory, architecture).
    1
    -
  • A
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    A
    quality
    B
    maintenance
    An MCP server that intelligently filters and compresses tool outputs to reduce context window usage, saving up to 90% of tokens by removing noise such as passing tests and redundant information.
    5
    11 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that exposes a MeshCore node and the mesh reachable through it as a clean, high-signal interface for AI agents or tools.
    30
    66 npm
    2
    MIT
  • A
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    A
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    Enables AI agents to read tmux pane content on-demand, providing context-aware assistance during interactive terminal sessions.
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that lets AI assistants inspect and control Asterisk and FreeSWITCH PBX systems, enabling natural language queries about live switch status, channels, registrations, and call control.
    12
    320 npm
    19
    MIT
  • A
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    quality
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    maintenance
    Enables MCP-compatible coding agents to debug applications using runtime log data, by providing tools to start a local log-ingestion server, track debugging sessions and hypotheses, and correlate logs to specific executions.
    19
    4 npm
    MIT