Skip to main content
Glama
61,048 servers. Last updated

Matching MCP tools:

Matching MCP Connectors:

"Automating Testing and Debugging for LLMs in Production" matching MCP servers:

  • drawio

    achmadya-dev
    A
    license
    A
    quality
    A
    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.
    Last updated
    2
    2
    0
    Apache 2.0

  • UML Forge

    dave1362
    A
    license
    A
    quality
    A
    maintenance
    13 AI-powered UML diagram tools for coding agents. Generates class, sequence, state, ER, threat model, deployment and architecture diagrams in Mermaid syntax. Works in Claude Code, Cursor and Windsurf.
    Last updated
    13
    MIT

  • UI Preset MCP Server

    ncsound919
    A
    license
    A
    quality
    D
    maintenance
    Enables auto-configuration and validation of React components against a glassmorphic design token system using an AST correction engine. It supports managing UI presets, enforcing design uniformity in Monaco IDE, and exporting tokens as CSS, Tailwind, or JavaScript variables.
    Last updated
    14
    MIT

  • arch7

    KTCrisis
    A
    license
    A
    quality
    C
    maintenance
    Generates Excalidraw architecture diagrams with support for 60+ components including GCP, Kafka, and AI/Agentic shapes. Provides MCP tools for creating, modifying, and converting diagrams from structured input or Mermaid syntax.
    Last updated
    4
    1
    MIT

  • Vizdown-MCP

    rutika196
    A
    license
    A
    quality
    D
    maintenance
    Converts Markdown files into professional diagrams such as flowcharts, mind maps, and architecture diagrams using Mermaid.js and custom SVG renderers. It enables users to list, render, and export visualizations in multiple formats including SVG, PNG, and PDF.
    Last updated
    3
    MIT

  • DiagramZu

    yenchieh
    A
    license
    A
    quality
    B
    maintenance
    diagramzu-mcp lets an AI client (Claude, Cursor, ChatGPT, etc.) author Mermaid diagrams in a shared workspace that a team can read, comment on, embed, and present at a clean URL — rather than just generating a one-off diagram. Hosted endpoint https://mcp.diagramzu.ai/mcp or local npx -y @diagramzu/mcp. Also listed in the official MCP registry as ai.diagramzu/mcp.
    Last updated
    14
    20
    1
    MIT

  • drawio-mcp

    mingrath
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables LLMs to create and open diagrams in draw.io using XML, Mermaid, or CSV formats, by building a URL with compressed content and opening it in the browser.
    Last updated
    3
    124
    MIT

  • React Native Expo MCP

    ZaharGusyatin
    F
    license
    A
    quality
    D
    maintenance
    An MCP server designed for React Native and Expo development that provides specialized tools for project scaffolding, architectural best practices, and troubleshooting. It enables AI assistants to guide users through setup, navigation configuration, and CI/CD processes using modern stacks like NativeWind and Zustand.
    Last updated
    13
    4

  • Specky

    paulasilvatech
    A
    license
    A
    quality
    A
    maintenance
    An MCP server for Spec-Driven Development that transforms natural language ideas and meeting transcripts into structured, production-grade specifications using EARS notation. It automates a 7-phase pipeline to generate project artifacts like requirements, architecture designs, and task lists directly to disk.
    Last updated
    58
    949
    15
    MIT

  • tok_mcp

    SeongminJaden
    A
    license
    A
    quality
    D
    maintenance
    A specialized architecture design MCP server that enables AI-assisted developers to plan optimal system structures through interactive consultations. It generates structured ARCHITECTURE.md and .ai-context.yaml files to guide AI coding tools in building scalable and cost-effective infrastructure.
    Last updated
    6
    6
    2
    MIT

  • figmad-mcp

    toro1221
    F
    license
    A
    quality
    D
    maintenance
    Enables AI agents to interact with Figma to create, read, and manage designs using the Figma REST API and a dedicated plugin. It supports advanced features like UI generation from text, webpage reconstruction in Figma, and design token synchronization with codebases.
    Last updated
    20