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"Understanding Inference Models" matching MCP servers:

  • EV3 MCP Server

    HannaFrangi
    F
    license
    A
    quality
    C
    maintenance
    Enables MCP clients to drive a LEGO Mindstorms EV3 over Wi-Fi SSH, with tools for movement, turning, stopping, beeping, and listing connected devices. Includes a CLI chat client that translates natural language into robot commands via Hugging Face Inference Providers.
    8

  • MCP Filesystem Server

    A-Niranjan
    A
    license
    A
    quality
    D
    maintenance
    Provides secure filesystem access for AI models through the Model Context Protocol with strict path validation, file operations, directory management, and system command execution within predefined directories.
    16
    7
    MIT

  • MCP Filesystem Server

    gabrielmaialva33
    A
    license
    A
    quality
    C
    maintenance
    A secure Model Context Protocol server that provides controlled filesystem access within predefined directories, enabling AI models to perform file and directory operations with strict path validation.
    16
    7
    7
    MIT

  • 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

  • Terminal MCP Server

    weidwonder
    A
    license
    B
    quality
    F
    maintenance
    An MCP server that allows AI models to execute system commands on local machines or remote hosts via SSH, supporting persistent sessions and environment variables.
    1
    32
    28
    MIT

  • MCP Terminal Server

    dillip285
    A
    license
    B
    quality
    C
    maintenance
    A secure server for executing terminal commands within predefined paths, allowing safe interaction by Large Language Models with operating system environments.
    1
    33
    16
    MIT

  • simple-mcp-runner

    mjmorales
    A
    license
    Not graded
    quality
    D
    maintenance
    Simple MCP Runner makes it effortless to safely expose system commands to language models via a lightweight MCP server—all configurable with a clean, minimal YAML file and zero boilerplate.
    MIT

  • SQL MCP Server

    t3ta
    A
    license
    Not graded
    quality
    C
    maintenance
    A TypeScript implementation of a Model Context Protocol server that enables language models to securely query PostgreSQL databases, including those behind SSH bastion tunnels.
    10
    1
    MIT

  • mcp-notepad-project

    xaioaosik
    F
    license
    Not graded
    quality
    C
    maintenance
    MCP server that enables AI models to open the Windows Notepad application via function calling, demonstrating the complete MCP tool call workflow.

  • Awesome Linux MCP Server

    aitesthaj
    F
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables AI models to securely control remote Linux servers via SSH for command execution, file operations, and system monitoring, plus browser automation capabilities for web navigation, form interaction, and screenshot capture.

  • THU Agent by CyberCraze

    cybercrazetech
    F
    license
    Not graded
    quality
    D
    maintenance
    An interactive coding agent and MCP server that provides access to various AI models via the Tsinghua University lab proxy API. It enables users to inspect files and execute shell commands within their local directory using models like DeepSeek, GLM, and Qwen.
    10

  • mcp-common-server

    tamilts124
    F
    license
    Not graded
    quality
    B
    maintenance
    Zero-dependency MCP server that provides AI models with secure read/write/exec access to local files and directories over HTTP and SSE, designed to be tunneled via ngrok for integration with Claude Web.

  • PMCP - Perfect Model Context

    NoobyNull
    -
    license
    Not graded
    quality
    Not graded
    maintenance
    A comprehensive production-ready MCP server with AI integration, plugin management, and web-based administration. Features multi-database support, RAG capabilities, SSH/SFTP access, and a built-in plugin hub for managing the MCP ecosystem.

  • MCP Shell Server

    JMReader
    F
    license
    Not graded
    quality
    D
    maintenance
    A secure interface that enables language models to execute shell commands on the host operating system through the Model Context Protocol.
    1