"Understanding Requirement Analysis" matching MCP servers:

Reverse-engineers design videos and images into structured frontend implementation specifications using vision LLMs and FFMPEG for frame-level analysis.

Provides design capabilities including requirement analysis, visual token extraction, design generation, and visual auditing.

Enables AI to directly read and analyze Lanhu design drafts and requirement documents to generate HTML, CSS, and structural analyses. It allows users to extract design slices and process prototype pages directly within AI clients.

Enables AI assistants to read Lanhu design collaboration content: extracting and analyzing Axure prototype pages, downloading UI designs and slices, and converting design specs into HTML+CSS for implementation. It also provides a shared team message board so multiple AI tools can reuse requirement analyses and knowledge across projects.

Enables developers to extract and organize Figma design files, including complete node data (tree structure and images) for AI understanding and code generation.

Parses Lanhu design files into structured layer trees with detailed visual properties, supports slice downloads, requirement documents, and team collaboration features.

An MCP server that provides AI tools with deep understanding of WireUI v2.x components and comprehensive icon support for Heroicons and Phosphor Icons.

Enables AI agents to control Blender through text-first scene inspection and batched edits, returning scene diffs instead of screenshots while supporting JSON node-tree construction, tested recipes, mesh and spatial analysis, character pose understanding, rendering, and headless operation.

Enables AI assistants to connect to the Lanhu design collaboration platform, allowing them to analyze requirement documents, inspect UI designs with detailed parameters, download design slices, and share team knowledge through a collaborative message board.

Enables AI agents to automate AutoCAD drawings through a typed contract that drives either a live AutoCAD COM session or a headless ezdxf engine. It covers mechanical, architectural, and P&ID drafting, ISO GD&T and tolerance validation, standards-compliant sheets, and drawing understanding and takeoffs.

Enables AI agents to create, edit, inspect, and validate production drawings through one typed tool contract, driving either a live AutoCAD seat over COM on Windows or a headless ezdxf engine anywhere. It covers drafting, P&ID, mechanical, and architectural workflows with ISO/ANSI standards, dimension and tolerance checks, takeoffs, and drawing understanding.

Enables AI agents to drive production-grade CAD automation either live through COM on Windows or headlessly via ezdxf on any platform, using one typed contract across both engines. It covers drawing creation, P&ID, mechanical and architectural drafting, ISO GD&T and dimension-tolerance validation, takeoffs, and drawing understanding.

Enables AI agents to author and edit production CAD drawings — mechanical parts, architectural plans, P&IDs, ISO-compliant dimensions, tolerances and title blocks — either live in AutoCAD through COM on Windows or headlessly via ezdxf anywhere. It also reads existing drawings back to support understanding, critique, topology checks and quantity takeoffs.

Gives AI agents one typed tool contract for CAD automation, driving either a live Windows drafting seat through COM or a headless DXF engine anywhere. It enables mechanical part sheets, P&ID drafting and reading, architectural floor plans, ISO GD&T and dimension-tolerance validation, plus drawing understanding and takeoff workbooks.

Enables AI agents to prepare floor plans for Ritn3D and interpret 3D outputs by providing tools for validation, complexity estimation, pricing, and failure analysis.

Enables evidence-grounded web design analysis by searching GDWEB references and generating isolated, per-reference DESIGN_INDEX specification documents for LLM-driven frontend development.

Provides AI assistants with frontend development tools including component scaffolding, bundle analysis, accessibility checks, and responsive design guidance. Enables automated generation of React components with tests and stories, bundle optimization recommendations, and WCAG compliance fixes.

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.

Compare design and implementation screenshots using pixel-by-pixel analysis, generating visual diff images and metrics.

MCP server that gives LLMs deep knowledge of design systems and tokens, enabling intelligent design evolution, token analysis, and designer-to-developer handoffs.

Provides UI architecture analysis for converting Figma designs or web pages into reusable UI code blocks with effort estimation in CSV format.

Enables AI-driven control of FreeCAD for CAD modeling, including creating, editing, measuring objects and running FEM analysis, via natural language interaction through Claude Desktop.

Converts Figma design data into structured semantic analysis JSON and screenshots for AI agents to use in design-to-code workflows.

A Sketch file processing MCP server that enables AI tools to analyze Sketch design files and generate code, with smart token optimization and 16 professional tools for design element discovery and analysis.

An MCP server that enables natural language control of Steinberg Dorico music notation software through Claude Desktop or ChatGPT, offering tools for score creation, note input, notation, harmony analysis, and orchestration.

Enables interaction with Rhino 8 for architectural design, furniture placement, structural analysis, and publishing to Chestnut via MCP tools.

Enables programmatic CAD modeling with Onshape's REST API, offering 45 tools for parametric sketches, feature management, assemblies, analysis, variables, and exports.

Comprehensive MCP server for Google Stitch with 36 tools covering design-to-code workflows, including screen generation, code extraction, design analysis, and project management.

Provides schematic/PCB analysis, authoring, and SPICE simulation through MCP, enabling direct KiCad file manipulation and verification without requiring KiCad for reading.

MCP server for Autodesk Revit via pyRevit, providing 45 tools for building design, editing, analysis, MEP, interop, and documentation. Works with any MCP client.