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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,678 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    A
    maintenance
    Connect AI assistants to your Gramps Web family tree. Search and edit genealogy records, explore ancestors, descendants, relationships and timelines, and read document scans with vision-capable models. Includes guided research workflows, source citations, read-only mode, and privacy-aware media previews. Install with Docker or a Claude Desktop bundle.
    6
    29
    14
    AGPL 3.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to search and fetch high-quality information from multiple sources, including general web APIs, Wikipedia, arXiv, Hacker News, Stack Exchange, and Crossref, with optional pro-mode deep research and clean markdown page extraction.
    10
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables managing Zotero libraries via the official Web API v3, including searching, creating, editing, and deleting items, collections, tags, notes, attachments, and performing batch operations, syncs, and file uploads/downloads.
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables an agent to run ten ready-made research and monitoring workflows — competitor digests, cited reports, paper alerts, market maps, regulatory and due-diligence watches — pulling from Firecrawl, Tavily, GitHub and landing results in Notion, Slack, Google Docs, Sheets and Linear. Fields are filed with the user's own keys held in the operating system keychain, and every action that creates, sends or changes anything is shown and approved first.
    21
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to search a user's licensed Logos library, retrieve targeted passages and bounded context blocks, and support human-initiated research through an authenticated local Safari session.
    MIT
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    quality
    D
    maintenance
    Enables MCP clients to search, browse, preview, and download CSMAR financial data using institutional IP authentication, no account or password required.
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to verify factual claims against hosted web search with provenance-tracked evidence, tiered pricing, and signed receipts. Offers quick, standard, deep, and research-grade verification through paid MCP tools.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server that exposes web_search and web_fetch tools, allowing LLM applications to search the web via DuckDuckGo and fetch page content as cleaned markdown.
    -
  • F
    license
    A
    quality
    D
    maintenance
    An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.
    10
    -
  • F
    license
    A
    quality
    D
    maintenance
    A local MCP server for querying Chinese scientific literature from the CSL dataset, enabling paper search, detail retrieval, and dataset statistics via MCP clients.
    5
    -
  • A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to search and access arXiv papers through a Model Context Protocol interface, allowing for paper search, download, listing, and reading functionality.
    4
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to run WorldQuant BRAIN alpha backtests via MCP, supporting expression submission, status tracking, result analysis, and batch resumption.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides read-only access to Chinese A-share stock market data such as quotes, K-lines, financials, capital flows, news, and research reports via a stdio MCP server for DeepSeek Harness and other MCP clients.
    2
    GPL 3.0