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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

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    MCP server with 12 tools for design, UX, conversion, and product knowledge from Frontend Masters courses by Paul Boag and Sarah Drasner, enabling audits, accessibility checks, layout recommendations, and more.
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    12
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    An MCP server that feeds AI agents your brand's real logos, colors, fonts, and approved slide layouts, so every deck and document comes out on brand the first time.
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    6
    MIT
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    An MCP server that lets AI assistants like Claude control Adobe Illustrator through natural language by executing ExtendScript code and providing document state inspection.
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    MIT
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    Enables developers to extract and organize Figma design files, including complete node data (tree structure and images) for AI understanding and code generation.
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    MIT
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    Exposes typed CAD document and object tools for FreeCAD via the Model Context Protocol, enabling clients to create, list, inspect, save, and recompute documents and objects.
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    GNU Lesser General Public v2.1 only
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    An MCP server enabling AI agents to author Unreal Engine 5 scenes directly, with tools for spawning actors, building PCG graphs, validating physics, generating terrain, and more through a single MCP connection.
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    11
    MIT
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    Headless InDesign document composition via MCP: parse IDML templates, convert content to ICML stories, and compose complete newspaper IDML files conversationally.
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    BSD 3-Clause
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    Enables AI assistants like Claude to control the Scribus desktop publishing app for document creation, editing, and export via its Python Scripter API, supporting both headless and interactive modes with ~125 tools.
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    MIT
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    Enables automatic generation of UML class diagrams and entity-relationship diagrams from natural language descriptions or structured JSON data. It integrates with MCP agents to create visual representations of code structures and system designs without manual Mermaid coding.
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    MIT
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    Provides Claude with queryable knowledge of 300+ visual aesthetics from the Aesthetics Wiki and enables turning that knowledge into design tokens, Tailwind configs, and design briefs.
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    Enables AI assistants to inspect and automate Autodesk Fusion 360 through MCP, providing tools for CAD modeling, CAM manufacturing, and document management.
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