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82,855 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

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  • 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
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to generate professional UML diagrams (class, use case, activity, sequence) from natural language descriptions, producing editable .drawio files compatible with diagrams.net.
    7
    91
    ISC
  • F
    license
    A
    quality
    B
    maintenance
    Enables coding agents to export Markdown implementation plans and audits into pixel-perfect PNGs, PDFs, and self-contained HTML files, with code highlighting, Mermaid diagrams, and GitHub callouts preserved.
    2
    1
    -
  • A
    license
    B
    quality
    A
    maintenance
    Enables AI assistants to programmatically create, read, validate, and modify Stella system dynamics models in the XMILE format. It supports building complex stock-and-flow diagrams and exporting them as .stmx files for use in Stella Professional.
    44
    3
    MIT
  • 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.
    57
    15
    MIT
  • 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.
    238
    18
    Apache 2.0
  • 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
  • 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.
    129
    5
    MIT
  • 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.
    25
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol server for creating and managing draw.io diagrams with batch operations and rich node types.
    91
    31
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources for use in MCP clients like Claude Code, enabling state folding, κ-band classification, and fold operations.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides comprehensive architectural expertise through specialized agents, resources, and tools for generating, evaluating, and modifying architectural designs.
    1,853
    ISC