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    Provides software design guidance via MCP, including SOLID principles, design patterns, pattern scaffolding, and heuristic code-smell detection to help review and refactor code.
    4
    55
    MIT
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    Read-only MCP server exposing Desktop Mate directory listings, official links, and FAQ to AI clients like Claude Desktop.
    2
    MIT
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    GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and system notifications. Works on any GNOME 45–49 Linux desktop.
    30
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    GPL 3.0
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    A fake MCP server with 108 themed tools for testing Claude Desktop's handling of large toolsets and Amazon Bedrock AgentCore Gateway integration.
    50
    10
    MIT
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    Provides safe, structured access to a local QuickBooks Desktop company file for reading and writing transactions, with automatic undo logging.
    12
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    MIT
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    Enables AI assistants to securely read, search, draft, and send Outlook emails, manage calendar events, and access mailbox folders through a local MAPI connection to Windows Outlook, with human-in-the-loop safeguards.
    9
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    MIT
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    A Model Context Protocol server for the resQ emergency response system that integrates with digital twin simulations and coordination engines. It allows users to trigger simulations, generate deployment strategies, and monitor real-time drone status for incident response analysis.
    3
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    Apache 2.0
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    Connects Claude Desktop to a running FreeCAD instance, enabling document management, part creation and editing, direct Python execution, parts library insertion, FEM analysis, and 3D view screenshots.
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    Description: Persistent memory for AI agents with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite or cloud API. 23 tools, 6 resources, 3 prompts.
    23
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    1
    MIT
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    Enables local macOS automation via the Model Context Protocol, allowing file operations, system monitoring, shell commands, clipboard access, and screenshots with configurable security restrictions.
    14
    MIT
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    A local MCP reasoning gate that enables structured engineering thought through step-by-step reasoning, branching, merging, validation, and quality metrics without calling external LLM APIs.
    15
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    Apache 2.0
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    Gives Claude a browser that thinks by connecting to Perplexity's Comet browser via Chrome DevTools Protocol, enabling AI-powered web search, navigation, reading, clicking, and screenshots while keeping Claude's context clean.
    11
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    MIT
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    Enables installing, launching, and inspecting Android APKs on a dedicated emulator, with screen capture, UI tree inspection, and touch/navigation control via MCP tools.
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