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83,448 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,971 matching servers on stars, growth, downloads and maintenance. Updated .

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    Architecture-index MCP tools for kernelee apps that combine static analysis and runtime wiring into a JSON index, enabling coding agents to query control flow and dependencies via the Model Context Protocol.
    6
    MIT
  • F
    license
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    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.
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    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
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    license
    A
    quality
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    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
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    quality
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    Renders diagram-as-code to PNG files on your disk, and also provides text-art previews and syntax validation, all locally without a browser or network.
    4
    15
    MIT
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    A
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    MCP server for rendering 35+ diagram types — sequence, flowchart, ER, C4, gantt, mindmap, infra, and more — to SVG/PNG with browser preview. Local rendering with palette/theme support and shareable diagrammo.app URLs.
    2
    11
    1,005
    3
    MIT
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    A
    quality
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    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
    63
    MIT
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    A
    quality
    B
    maintenance
    MCP server that creates, edits and exports architecture diagrams as .fluyo.json files, operating through tools like create_diagram, edit_diagram, and export_diagram directly from Claude.
    9
    4
    MIT
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    A
    quality
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    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
  • F
    license
    A
    quality
    B
    maintenance
    Drives Microsoft Visio desktop via COM automation to create, style, and layout diagrams such as flowcharts and cloud architecture, then exports PNGs for visual feedback and iteration.
    23
    -
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    An MCP server for Electronic Design Automation that provides comprehensive tools for managing KiCad 9.x PCB design workflows. It enables users to create schematics, layout PCBs, perform design rule checks, and export manufacturing files through a standardized interface.
    39
    1
    MIT
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    license
    C
    quality
    D
    maintenance
    Provides programmatic access to Arcas OnlineEDA platform for electronic design automation, enabling formal verification, equivalence checking, power analysis, security verification, and FPGA design through natural language and automated workflows.
    5
    MIT
  • F
    license
    C
    quality
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    maintenance
    Enables comprehensive remote control and automation of Final Cut Pro through 99 tools covering timeline editing, project management, and AI-powered features. It facilitates complex workflows including media organization, color grading, and FCPXML generation using AppleScript and JXA automation.
    100
    10
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