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82,876 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, September 2026Ranked from 1,495 matching servers on stars, growth, downloads and maintenance. Updated .

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"Learning to Create an Expert Python Program to Exit GitHub" matching MCP servers:

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  • A
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    maintenance
    An interactive Python code execution environment that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.
    40
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that exposes Runloop Devbox operations as tools, enabling AI agents to create and manage Linux sandboxes, execute commands, edit files, snapshot disks, and drive interactive PTY sessions.
    16
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    An MCP server that enables LLMs to execute Python code on GPU-accelerated compute nodes within SLURM-managed HPC environments. It bridges local clients to remote clusters by launching JupyterLab sessions via SLURM jobs to facilitate high-performance notebook-based computation.
    7
    -
  • A
    license
    B
    quality
    C
    maintenance
    Provides programmatic access to Xcode functionality, enabling AI assistants to create, build, test, and manage iOS/macOS projects directly.
    33
    7
    5
    MIT
  • F
    license
    D
    quality
    D
    maintenance
    An MCP server that enables agents to attach debugpy to running Python processes inside Docker containers for enhanced debugging and inspection. It provides tools for container autodiscovery, process injection, and generating breakpoint plans based on logs and metadata.
    8
    -
  • A
    license
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    quality
    A
    maintenance
    Enables natural language management of Latitude.sh infrastructure, allowing users to list, create, and delete servers, projects, and SSH keys through MCP-compatible clients.
    190
    4
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A Python-based server that enables AI assistants to interact with an Unraid server through the official Unraid GraphQL API, providing read-only access to system information, Docker containers, VMs, storage, and more.
    130
    MIT
  • A
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    quality
    A
    maintenance
    An enhanced Python-based MCP server that enables complete VM lifecycle management and monitoring of Proxmox virtualization platforms through natural language, with 11 REST API endpoints for seamless integration.
    514
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    A server tool for running Deep Learning models that offers Shell execution, Ngrok connectivity, and Docker container hosting with support for multiple AI frameworks including Anthropic, Gemini, and OpenAI.
    4
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server for managing local Android Virtual Devices (AVDs) and their lifecycles using Android SDK tools. It enables users to create, start, and stop emulators, while providing control over virtual sensors like the accelerometer and gyroscope.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables managing Docker containers through natural language commands, allowing users to create, list, and delete containers. It facilitates automated container orchestration and integrates with VS Code via the Cline extension.
    186
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provisions Docker-based development environments on demand, allowing AI agents to create, manage, and inspect containerized dev environments without manual setup.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that wraps the Bobbin Apple II emulator, providing tools for memory access, screen reading, BASIC program execution, and disk image management to enable autonomous experimentation with Apple II control techniques.
    -