Skip to main content
Glama
72,352 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Techniques or tools for debugging errors" matching MCP servers:

  • Graph-Tools

    dromologue
    F
    license
    -
    quality
    D
    maintenance
    Provides tools for AI-powered graph analysis, including relationship extraction, adjacency matrix creation, and network centrality calculations. It enables users to perform complex structural analysis and generate interactive D3.js visualizations from structured data.

  • MATLAB MCP Tool

    neuromechanist
    A
    license
    -
    quality
    D
    maintenance
    Enables interactive MATLAB development by allowing users to execute scripts and specific code sections, manage workspace variables, and capture generated plots. It integrates with the MATLAB Python Engine to provide persistent execution context for MCP-compatible clients.
    18
    BSD 3-Clause

  • 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.
    2
    0
    Apache 2.0

  • Provision Stack MCP

    TravisLinkey
    A
    license
    A
    quality
    B
    maintenance
    Cloud infrastructure provisioning via natural language. Enables deploying production-ready infrastructure on AWS, GCP, Azure, or Oracle with a single prompt.
    12
    77
    MIT

  • 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

  • briefkit-mcp-server

    mithun4elp
    A
    license
    A
    quality
    D
    maintenance
    Generates engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code. 4 tools, TypeScript, MIT licensed.
    4
    1
    MIT

  • draft1-mcp

    abdelhadi-azouni
    F
    license
    A
    quality
    C
    maintenance
    MCP server for generating and editing architecture diagrams from natural language or code, supporting formats like Terraform, docker-compose, Kubernetes, SQL, Mermaid, and PlantUML.
    2

  • 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.
    4
    1
    MIT

  • it-architecture

    slajzad
    F
    license
    A
    quality
    B
    maintenance
    An MCP server that generates standalone SVG architecture diagrams from text descriptions, running entirely on your machine with no dependencies or network access.
    8

  • 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.
    3
    89
    MIT

  • DrawArch MCP

    Ajey95
    A
    license
    A
    quality
    A
    maintenance
    Generates editable .drawio architecture diagrams from descriptions or reference images, with secure asset resolution, validation, and revision-based approvals.
    11
    MIT