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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with Google Kubernetes Engine (GKE) to list clusters, manage node pools, and retrieve server configurations. It includes automated scripts for deploying and testing sample applications across multiple GKE Autopilot clusters.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to manage Google Cloud Batch HPC jobs and Compute Engine VMs through conversational prompts, including submitting jobs, provisioning instances, and retrieving diagnostics.
    -
  • F
    license
    A
    quality
    A
    maintenance
    A virtual Linux desktop as an MCP server, shipped in Docker. Agents drive screen, mouse, keyboard across any GUI — browsers, IDEs, office suites, Wine/Windows apps, legacy software — many in parallel.
    12
    152
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to create and manage BasicDeploy containers with PostgreSQL, S3 storage, and public URLs, including deploying apps, running commands, viewing logs, and sharing containers.
    18
    34 npm
    MIT
  • 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
  • A
    license
    D
    quality
    B
    maintenance
    Enables AI clients such as Claude Desktop, Cursor, and Claude Code to administer a 1Panel v1.x server through 257 MCP tools covering containers and images, apps and runtimes, files, backups, databases, websites, firewall, and monitoring. Supports both stdio and token-authenticated HTTP/SSE transports for local or remote access.
    257
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to control an Android emulator via MCP, allowing tasks like tapping, typing, swiping, taking screenshots, and installing apps through natural language commands.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A unified mesh control layer that provides 30 MCP tools for managing distributed infrastructure, enabling AI agents to execute commands, transfer files, and manage Docker containers across multiple nodes. It features persistent SSH2 connection pooling and cross-node configuration synchronization to unify disparate servers into a single interface.
    79 npm
    16
    GPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to create isolated Docker runtimes, execute commands, manage workspace files, drive a headed browser, and retrieve artifacts through eight semantic MCP tools, with progressive capability discovery and explicit sandbox lifecycle.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Google Gemini and any MCP-compatible client to securely monitor and manage hypervisor guests — starting, stopping, rebooting, snapshotting, rolling back, and backing up VMs and containers — through the Model Context Protocol over Streamable HTTP with OAuth 2.0/OIDC authentication.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Facilitates isolated code execution within Docker containers, enabling secure multi-language script execution and integration with language models like Claude via the Model Context Protocol.
    5
    MIT