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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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    A
    quality
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    Enables structured extraction of methods and reproducibility heuristics from academic papers, allowing AI agents to obtain metadata, full text, structured methods, code repository discovery, and a no-clone reproducibility verdict from a paper URL.
    8
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A personal AI assistant server that provides MCP tools for notes, files, reminders, memory, shell, browser, and 30+ SaaS integrations, enabling AI clients to access and manage your data across sessions.
    3,966
    MIT
  • A
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    quality
    D
    maintenance
    Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.
    Apache 2.0
  • F
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    D
    maintenance
    A FastMCP server for stateful Gemini conversations with automatic Google Search grounding.
    -
  • F
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    B
    maintenance
    MCP server that provides OpenRouter model pricing data, enabling price lookups, trending/cheapest lists, and model searches without an API key.
    -
  • A
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    C
    maintenance
    Enables AI harnesses to maintain a persistent memory layer backed by a local SQLite file, providing MCP tools to add, search, deprecate, and synchronize facts without deleting history.
    MIT
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    quality
    C
    maintenance
    Enables AI agents to read computers, clients, locations, alerts, and script catalog and history data from the ConnectWise Automate RMM REST API, and on explicit request reboot machines, run scripts or catalog commands, and create or update clients. Credentials are supplied per request via HTTP headers and never stored, supporting stateless multi-tenant use.
    Apache 2.0
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    B
    maintenance
    Converts any Python Click or Typer CLI into an MCP server automatically — zero-code transformation that introspects CLI commands and exposes them as MCP tools.
    8
    Apache 2.0
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    quality
    D
    maintenance
    MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution
    21
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    29 PyPI
    29
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Agent-native browser control MCP server that enables AI agents to browse and interact with web pages via accessibility tree snapshots and ref ID-based commands.
    15
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides five safe tools (calc, search, model_drift, compare_runs, grade_answer) for arithmetic, keyword search, model drift monitoring, eval comparison, and answer grading against sources, all implemented directly from the MCP spec with zero dependencies.
    5
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables a coding agent to read web pages through the user's own real, logged-in Chrome profile instead of a server-side fetcher, so pages behind logins, SSO, or bot checks load successfully. Exposes tools to extract readable text from the active tab and to open a URL in a background tab with real cookies, read it, then close it.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides a persistent sandbox for AI coding agents to explore codebases server-side, returning only compact summaries to reduce context consumption.
    3
    8
    MIT