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108,273 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,365 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    quality
    B
    maintenance
    Enables users to create, validate, view, and export system stock-and-flow maps from a versioned JSON model through MCP-capable hosts over local stdio or hosted Streamable HTTP. Supports causal-loop and nested-level mapping while keeping submitted model content with the caller and requiring no LLM provider key.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Google Search Console for Claude and other MCP clients. Sign in with Google in one click, then ask about clicks, queries, rankings and indexing, export every GSC report as CSV (beyond the 1,000-row UI limit), inspect URLs, submit sitemaps and verify sites. Includes a local SEO dashboard. Free, open source, runs on your computer.
    18
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Codex to control a Gephi 3D network view through natural language, including network generation, 3D layout, node focus and neighbor highlighting, layered views, and PNG/PDF export.
    1
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Options analytics an agent can drive: import a permitted chain, solve implied volatility, build a sixteen-Greek ladder, map dealer gamma walls, rank twenty-three structures, run a GARCH-t simulation with a convergence gate, and backtest with modelled premiums. Twelve stdio tools; every output is a schema-validated JSON file with source, assumptions and a degraded flag. Research only, no orders.
    5
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI clients to discover datasets and author dashboards in Dashboard Builder through natural language, while preserving per-user permissions and audit trails via a secure API-key gated gateway.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables natural-language queries about sales metrics, returning interactive charts inline in chat via MCP Apps with a markdown fallback for unsupported hosts.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Embeds live, interactive Tableau dashboards in ChatGPT, pushing mark selections to the model so questions about specific data points are answered with live queried numbers.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables turning data into map images of countries, states, provinces, counties, continents, and the world, including choropleths, category maps, and pinned locations.
    3
    13 npm
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables rendering, validation, formatting, and inspection of D2 diagrams via the Model Context Protocol, using WASM for rendering without requiring the d2 binary.
    6
    MIT
  • A
    license
    A
    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
    1,803 npm
    204
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A demo MCP server that returns an interactive dashboard (bar chart with dataset selector) as an MCP App via the official MCP Apps extension (SEP-1865).
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A unified Model Context Protocol server for data engineering and analytics that lets LLM clients query, profile, transform, and visualize data using DuckDB and PySpark, while keeping raw data out of the model's context through read-only, bounded, and audited operations.
    8
    1
    MIT