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"Understanding Reverse Processes or Reverse Engineering" matching MCP servers:

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    Enables AI agents to generate, view, and analyze engineering diagrams (RF, PCB, EMC) in draw.io using natural language prompts, with auto-layout and 269 engineering stencils.
    10
    9
    AGPL 3.0
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    license
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    AI-native design engineering platform that converts Figma or live websites into a semantic design graph for code generation, and generates Figma designs from prompts with a self-improving director loop.
    28
    108
    72
    MIT
  • A
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    quality
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    Give your AI assistant the ability to inspect, measure, and compare 3D CAD models by dropping in a STEP file and asking engineering questions. Runs entirely on your machine with no cloud, no CAD license, and no setup.
    106
    3
    MIT
  • A
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    quality
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    maintenance
    Safety-first Model Context Protocol platform for AEC applications, enabling AI assistants to inspect, plan, validate, and modify engineering documents after policy and approval checks.
    2
    Apache 2.0
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    quality
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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.
    MIT
  • A
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    Enables engineering agents to perform parametric CAD operations through a controlled MCP gateway built on FreeCAD, with transactions, diagnostics, and reproducible verification.
    GNU Lesser General Public v2.1 only
  • A
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    quality
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    Enables coding agents to convert natural language engineering prompts into editable parametric CAD models with deterministic parsing, validation, and edit support.
    5
    Apache 2.0
  • A
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    quality
    F
    maintenance
    Enables users to search and browse Mobbin's extensive library of mobile app designs, screenshots, and user flows directly from Claude. It allows for detailed exploration of UI patterns, elements, and personal collections using reverse-engineered API access.
    140
    45
    ISC
  • F
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    An MCP server that provides AI tools with deep understanding of WireUI v2.x components and comprehensive icon support for Heroicons and Phosphor Icons.
  • A
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    quality
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    maintenance
    MCP server for creating and editing diagrams using draw.io. Allows generating diagrams from Mermaid or XML, searching shapes, and opening them in draw.io for export.
    2
    0
    Apache 2.0
  • A
    license
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    quality
    A
    maintenance
    An MCP server that enables AI assistants to search royalty-free stock photos using natural language, example images, or similarity, and render results as an inline thumbnail grid.
    3
    MIT
  • A
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    quality
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    maintenance
    Transforms HTML into Figma designs using only the user’s design system, ensuring correct component usage or safe fallback to primitives, while continuously learning from each build to improve mapping accuracy and consistency.
    26
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    13
    MIT
  • A
    license
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    quality
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    maintenance
    Bidirectional MCP bridge enabling AI assistants to draw UI on Figma canvas and read designs back as structured data or code tokens via localhost, requiring Figma Desktop.
    5
    458
    225
    MIT
  • A
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    quality
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    maintenance
    Enables MCP hosts to render OpenUI artifacts (inline or sidecar) for agent-generated UI components such as cards, dashboards, forms, and charts, with validation, versioning, and security controls.
    2
    215
    Apache 2.0
  • A
    license
    A
    quality
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    maintenance
    AI design fidelity — compare Figma designs or screenshots against the rendered implementation and get structured discrepancies. Uses your Claude Code or Codex subscription, no API keys.
    10
    3
    MIT