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20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 3,189 matching servers on stars, growth, downloads and maintenance. Updated .

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    maintenance
    Enables natural-language interaction with Ladybug Tools for building performance simulation, 3D modeling, and data visualization, allowing agents to perform complex environmental analysis tasks without CAD software.
    9
    GPL 3.0
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    Not graded
    quality
    D
    maintenance
    Enables data analysis and visualization operations such as loading CSV/Excel/JSON files, computing summary statistics, generating charts, and exploring datasets via SSE/HTTP.
    MIT
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    quality
    A
    maintenance
    Renders word-sized charts — sparklines, bars, bullets and 100+ more types — to self-contained SVG with generated alt text, small enough to sit inline in a model's reply or a table cell. Three tools: find the right chart for a question, get its wiring, and render it.
    3
    1,323 npm
    179
    MIT
  • F
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    A
    quality
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    maintenance
    Enables LLMs to generate visual summary reports from CSV datasets using MCP Resources, Tools, and Prompts, without exposing raw data to the model.
    10
    -
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    A
    quality
    C
    maintenance
    Renders OHLCV data as candlestick chart PNGs and returns inline images. It is a pure renderer with no network access, allowing models to view charts generated from provided data.
    1
    -
  • F
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    A
    quality
    C
    maintenance
    Provides Vietnamese stock market data and technical analysis tools via VNDIRECT's public API, including OHLC candles, fundamentals, chart rendering, MACD divergence detection, and market structure analysis. Enables MCP clients like Claude Code to fetch and analyze stock data without API keys.
    9
    -
  • A
    license
    A
    quality
    D
    maintenance
    A comprehensive MCP server that provides intelligent access to the HoloViz ecosystem, enabling AI assistants to help you build interactive dashboards and data visualizations with Panel, hvPlot, Lumen, Datashader, and your favorite Python libraries.
    20
    34
    BSD 3-Clause
  • F
    license
    A
    quality
    B
    maintenance
    Exposes the WCC event, mentorship, and analytics pipeline tools as MCP endpoints with per-group authentication and dry-run support, enabling agents to manage events, mentors, and analytics.
    10
    -
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    license
    A
    quality
    B
    maintenance
    An MCP server for the Xe Currency Data API that brings live FX rates, historical analysis, and quant-flavored tools into AI tools, working out of the box with zero credentials via Frankfurter/ECB data.
    12
    5 npm
    1
    MIT
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    A
    quality
    D
    maintenance
    Visualizes conversations as structured hierarchical mind maps by injecting a prompt that instructs the LLM to generate a JSON mind map — no external APIs required.
    1
    6 npm
    ISC
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    A
    quality
    C
    maintenance
    A production-grade MCP server for enterprise sales analytics, enabling LLM clients to query, analyze, and visualize sales data from a SQLite database through structured tools, resources, and prompts.
    6
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides real-time stock quotes, market indices, historical data, and financial visualizations from Yahoo Finance without API keys, enabling users to analyze and visualize market data through Claude.
    3
    9 npm
    1
    MIT