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20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets an AI agent pull the user's own Douyin creator-backend work data — plays, likes, comments, shares, saves, 5-second completion rate and more — into a locally accumulating CSV plus a daily overview, with tools for status checks, fetching, merging, and retrospective analysis. Access is read-only to the user's own account, needs no third-party dependencies, and keeps all data on the local machine.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    66 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI clients to analyze any company domain and determine its AI maturity tier (commercialized, deployed, declared, or none) with supporting evidence, via a single tool backed by an Apify actor.
    1
    92 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A local MCP server for searching scientific papers, retrieving metadata and abstracts, and legally downloading Open Access PDFs via OpenAlex, CrossRef, and Unpaywall APIs.
    5
    4
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables searching CiNii Research for academic articles, books, grants, and research data, and retrieving metadata for individual items.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Given a company domain or name, it checks ten app marketplaces — HubSpot, Salesforce AppExchange, Slack, Zapier, Shopify, Atlassian, Chrome Web Store, Microsoft, Google Workspace, and WordPress — to report where the company is listed, with each listing's URL, installs, rating, review count, and match confidence. Useful for competitive research and partner-ecosystem audits across many domains in a single run.
    1
    68 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables searching and reading of AI/ML papers from conference proceedings and arxiv, with tools for full-text search, table of contents, and content grep.
    4
    -
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for searching and accessing RNA sequencing datasets from the European Nucleotide Archive (ENA), supporting bulk, single-cell, and spatial transcriptomics with advanced filtering and download capabilities.
    11
    1,989 PyPI
    1
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for materials science monitoring, searching ArXiv preprints and OpenAlex articles with sovereign intelligence filtering by country.
    5
    ISC
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries.
    3
    85 npm
    7
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables listing, reading, and searching daily AI news from AI Daily Insights with structured tools and no API key required.
    6
    96 npm
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Enables searching arXiv and top AI conferences, finding related papers, generating research insights, and managing a personal library via MCP tools.
    5
    52 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    AI-powered research assistant MCP server for searching academic papers and answering research questions with DOI citations.
    3
    -
  • F
    license
    A
    quality
    D
    maintenance
    A local MCP server for searching and reading arXiv papers, enabling paper search, retrieval, and summarization through Claude.
    6
    -
  • F
    license
    A
    quality
    D
    maintenance
    Enables read-only retrieval of papers and synchronized full text from a Zotero group library, with tools for searching papers, fetching item metadata, and obtaining full-text excerpts.
    3
    1
    -
  • A
    license
    A
    quality
    C
    maintenance
    Read-only MCP server for WikiCFP that enables searching academic conferences, browsing categories, and retrieving call-for-papers details.
    4
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for searching and retrieving documents, metadata, and files from CERN Document Server (CDS) with optional CERN SSO authentication.
    6
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Provides Claude Code with access to a comprehensive bug bounty knowledge base including techniques, payloads, wordlists, and real-world reports through 14 tools for searching, retrieving payloads, and assessing report quality.
    14
    21
    GPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for reading, rendering, and searching PDF files, specifically optimized for LLMs to extract text, tables, and technical diagrams. It enables metadata retrieval, multi-format text extraction, and page-to-image rendering using PyMuPDF.
    5
    82
    MIT