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"Iterating on UI designs and improving prompts" matching MCP servers:

  • Generative UI MCP

    op7418
    A
    license
    A
    quality
    D
    maintenance
    Provides AI models with structured design guidelines and system prompts for creating consistent, high-quality interactive visualizations like charts, diagrams, and mockups. It enables on-demand loading of UI specifications to optimize token usage while ensuring visually polished and functional widget generation.
    1
    38
    57
    MIT

  • monarch-mcp-ui

    jsilets
    A
    license
    -
    quality
    B
    maintenance
    Interactive UI for Monarch Money inside claude.ai, running on Monarch's official OAuth. Provides interactive widgets for transactions, spending, and accounts with inline editing and broad data-tool coverage.
    MIT

  • mcp-interactive-ui-server

    AiAgentKarl
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to render interactive user interfaces such as forms, dashboards, charts, tables, and wizards directly in MCP-compatible clients. Supports structured data collection and richer interactions beyond text responses.
    6
    MIT

  • lb-mcp-ui-proxy

    egargale
    F
    license
    -
    quality
    C
    maintenance
    An MCP proxy server that enriches Longbridge's financial API with UI-enhanced tools. It transforms JSON responses into interactive dashboards such as stock cards, candlestick charts, and portfolio views for any MCP host.

  • sharp-on-fhir-mcp

    TerminallyLazy
    A
    license
    -
    quality
    C
    maintenance
    A clean-room SHARP-on-MCP compliant FHIR R4 MCP server that enables AI agents to interact with any FHIR R4 endpoint using SHARP context headers, without server-side OAuth. It provides clinical tools, lab results, imaging, and interactive MCP-UI dashboards.
    MIT

  • Sales MCP Server

    pessini
    F
    license
    A
    quality
    C
    maintenance
    Enables users to query enterprise sales data from a local SQLite database and investigate anomalies through an inline dashboard with human-in-the-loop review buttons.
    3

  • widget-studio

    ericlewis
    F
    license
    A
    quality
    B
    maintenance
    MCP server that lets agents create, display, and export rich UI widgets (cards, dashboards, charts, forms) inline in conversations, with interactive iframe support in MCP Apps hosts and PNG image fallback for other clients.
    3

  • AI Diagram Maker MCP Server

    erajasekar
    A
    license
    A
    quality
    F
    maintenance
    MCP server for AI Diagram Maker — generate software engineering diagrams from natural language, code, ASCII diagram, images, or Mermaid. Inline diagram rendering using MCP apps UI and diagram URL in responses. Works with Cursor, Claude Desktop, Claude Code, and any MCP-compatible AI.
    5
    49
    8
    MIT

  • gemini-diagram-mcp

    arunsanna
    A
    license
    A
    quality
    C
    maintenance
    MCP server for generating diagrams, charts, and visualizations using Gemini image generation on Vertex AI. Supports auto-detection of diagram types, multiple style modes, and iterative refinement.
    3
    16
    1
    MIT

  • mcp-biorhythm

    molpass
    A
    license
    A
    quality
    C
    maintenance
    Computes biorhythm values (physical, emotional, intellectual) and generates a PNG chart showing sine curves based on birth date and optional target date.
    1
    MIT

  • root-ext-viz

    graphgrow
    F
    license
    A
    quality
    B
    maintenance
    Data-visualization MCP server for ROOT Workspace. It enables creating and iterating on charts (Vega-Lite, Python plots) with a persistent kernel and vision loop.
    8

  • analytics-mcp

    bhavya998
    A
    license
    A
    quality
    C
    maintenance
    A production-grade MCP server for enterprise sales analytics, enabling LLM clients to query, analyze, and visualize sales data from a SQLite database through structured tools, resources, and prompts.
    6
    MIT