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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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    maintenance
    Enables internationalization tasks such as language detection, hardcoded string extraction, translation JSON analysis, plural rule generation, and locale-aware formatting through the Model Context Protocol.
    65
    MIT
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    license
    C
    quality
    D
    maintenance
    An MCP server that provides access to the Similar Words API, allowing users to search for and retrieve semantically related words. It enables language-based applications to query word similarities and relationships through a standardized interface.
    1
    MIT
  • A
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    quality
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    maintenance
    Enables Chinese text segmentation using the jieba library with support for precise, full, and search engine modes. Provides natural language access to professional Chinese word segmentation capabilities through MCP protocol.
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that integrates EstNLTK to provide Estonian language tools (morphology, spell-check, synonyms, etc.) for AI agents, enabling correct Estonian text processing and generation.
    26
    17
    Apache 2.0
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    A
    quality
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    maintenance
    Provides text translation capabilities powered by NiuTrans API with support for 455+ languages. Includes translation tools and language catalog resources for seamless integration with MCP clients.
    1
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides Japanese UX conventions as an MCP server to help AI generate correct Japanese UI elements like proper name order, furigana, phone formats, and polite language. It includes tools for form generation, validation, keigo suggestions, and cultural adaptation for developers building Japanese-facing products.
    6
    214
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for managing i18n translation files — gives your AI agent full control over your app's translations without dumping entire locale files into context.
    18
    251
    11
    MIT
  • A
    license
    A
    quality
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    maintenance
    Provides text translation capabilities using the Niutrans API, supporting 455+ languages with code/alias mapping through a language catalog resource.
    1
    5
    MIT