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"Connecting external data sources for contextual LLM calls" matching MCP servers:

  • flowgraf

    abhishek-genailytics
    A
    license
    A
    quality
    B
    maintenance
    AI-native architecture diagramming for MCP clients (Claude Code, Cursor, Windsurf). The calling agent authors the graph (nodes, groups, edges); Flowgraf validates it, lays it out deterministically with ELK, renders an SVG + Mermaid, and returns a link to a live, editable canvas you can refine by chat, drag, or one-click AI design review. Agent-authored ops — no API key and no LLM cost to the calle
    3
    74
    MIT

  • UnrealEngine Bridge

    JosephOIbrahim
    A
    license
    A
    quality
    A
    maintenance
    A comprehensive bridge connecting AI agents to Unreal Engine 5.7 through 39 MCP tools for scene manipulation, asset management, and blueprint control. It enables real-time perception and editor automation using the Remote Control API and file-based protocols.
    25
    2
    MIT

  • Low-Code UI MCP Server

    markgregg
    F
    license
    C
    quality
    D
    maintenance
    Analyzes runtime data objects to suggest optimal UI component instructions for a low-code renderer using structural heuristics. It automatically maps data patterns to specific UI elements like tables, carousels, and cards to streamline interface generation.
    1
  • IcePanel MCP Server by IcePanel

    IcePanel MCP Serverofficial

    IcePanel
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with IcePanel for architectural diagram management via MCP clients, such as Claude Desktop, Cursor, and Windsurf. Deprecated in favor of a remote MCP server.
    28
    15
    MIT
  • coderadius by coderadius-ai

    coderadiusofficial

    coderadius-ai
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to query architecture context, data contracts, and blast radius to prevent cross-repo architectural breakage before merging.
    30
    Apache 2.0
  • Archaic MCP Server by archaic-ai

    Archaic MCP Serverofficial

    archaic-ai
    A
    license
    Not graded
    quality
    D
    maintenance
    Integrates Archaic's AI-powered architecture analysis with Claude Code, enabling interactive exploration of component connections, data flows, and system structure through natural language.
    31
    MIT
  • NEAT MCP Server by NEAT-Technologies

    NEAT MCP Serverofficial

    NEAT-Technologies
    A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI agents with a live architecture model of a codebase, enabling queries for root cause analysis, blast radius, and dependency traversal through MCP tools.
    279
    17
    Apache 2.0

  • codesynapse-mcp

    sohilladhani
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server for code intelligence that maps source code into a knowledge graph, enabling AI tools to understand architecture and structure rather than just individual files.
    7
    MIT

  • Apple Calendar MCP

    OwenSuyko
    A
    license
    Not graded
    quality
    C
    maintenance
    A local-first MCP server for macOS that enables AI assistants to read and manage Apple Calendar events via EventKit, with configurable permissions, audit logging, and a native setup app.
    MIT

  • excalidraw

    cmd8
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides tools for creating, deleting, and querying nodes and edges in Excalidraw diagrams, enabling diagram editing via LLM interfaces.
    94
    4
    MIT

  • CST MCP

    bbl21
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that integrates CST Studio Suite with the Model Context Protocol to enable automated electromagnetic simulation workflows. It provides specialized tools for material definition management and direct interaction with the CST Studio Suite environment.
    24
    MIT