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    Enables management and provisioning of AWS resources like EC2, S3, and RDS using natural language prompts through the Model Context Protocol. It allows users to automate complex infrastructure tasks, such as setting up VPCs and security groups, via a chat interface.
    54
    12 npm
    27
    MIT
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    Enables AI assistants to request human input by creating tasks on Amazon Mechanical Turk, integrating human-in-the-loop capabilities via the MCP standard.
    2
    6 npm
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    ISC
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    Enables control of ROS/ROS2 robots through natural language commands by translating LLM instructions into ROS topics and services. Supports cross-platform WebSocket-based communication with existing robot systems without requiring code modifications.
    MIT
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    Enables AI agents to manage Google Ads accounts through the Google Ads API v23 with 92 tools for account audits, campaign creation, budget pacing, competitive insights, Enhanced Conversions, and cloud deployment. It supports autonomous operations such as PMax/Search setup, policy diagnostics, and offline conversion uploads.
    MIT
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    A Model Context Protocol server that integrates with Amazon Braket, allowing AI assistants to access, control, and interpret results from quantum computing resources.
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    A containerized MCP server deployed on Amazon EKS that provides a simple calculator tool for adding two numbers. Demonstrates how to deploy and scale MCP servers in a Kubernetes environment with proper session management and HTTP endpoints.
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    Enables AI assistants to drive a real browser with human-like pointer and keyboard actions for navigation, form interaction, and page reading. It supports stealth-oriented browsing with optional proxy, persistent profile, and seeded identity settings.
    16
    MIT
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    MCP server for Microsoft Advertising (Bing Ads) REST API enabling agent-led campaign management and reporting. It provides tools to manage campaigns, ad groups, keywords, ads, budgets, and pull performance reports.
    66
    29 PyPI
    MIT
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    An MCP server and autonomous agent for Google Ads: build search campaigns, analyse what they're doing, and optionally let it make spend-reducing changes on a schedule without a human in the loop.
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    MIT
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    Enables AI agents to build and run Google Ads campaigns with write tools for campaigns, ad groups, ads, and assets, plus one-command VPS deployment for remote access.
    23
    Apache 2.0
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    Enables AI assistants to manage Microsoft Advertising accounts, including campaigns, ad groups, keywords, audiences, and reporting, with safety-first write controls such as opt-in mutations, draft-and-confirm workflows, spend ceilings, and audit logging.
    47
    1
    MIT