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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,477 matching servers on stars, growth, downloads and maintenance. Updated .

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    Enables AI assistants to manage Yandex Direct advertising campaigns, ads, keywords, and reports via natural language using the Yandex Direct API v5.
    2
    1
    MIT
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    MCP server for Yandex Direct, Metrika, Search API, Wordstat and Webmaster. Connect an AI assistant to advertising, website analytics, search results and search-demand data.
    48
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    Enables natural language queries to Yandex Metrika analytics, allowing users to ask questions about traffic, sources, and user behavior without dashboards or SQL.
    2
    1
    MIT
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    Enables LLM agents to fetch live Yandex Market data via plain HTTP, with honest labeling of prices (pay-card vs plain vs discounted), sponsored tiles, seller and model-group ratings, reviews, questions, and seller legal details. It avoids common scraped-data traps such as misleading discounts, captcha pages, and cross-border or conditional offers.
    7
    MIT
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    Enables AI assistants to search products, manage a cart, and place orders with Yandex Lavka, requiring explicit human confirmation before charging.
    17
    21
    MIT
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    This MCP enables access to Yandex Tracker issue management. Currently it supports all read operations to retrieve queues, issues and users from Yandex Tracker.
    55
    119
    Python
    Apache 2.0
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    MCP server for Yandex Metrika API, enabling reporting, counter management, goals, filters, and other operations via natural language.
    12
    2
    MIT
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    Provides 28 tools to read, search, send, and manage Yandex Mail emails via the Model Context Protocol.
    28
    80 PyPI
    MIT
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    Enables managing a Yandex Business branch network through an XML feed from any MCP client. Agents can edit branch data in YAML, import/export, validate, diff, and build the feed locally, while publishing to Yandex remains manual.
    9
    MIT
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    MCP server for Yandex Webmaster API v4.1 with 37 tools covering indexing, search queries, diagnostics, recrawl, sitemaps, links, and important URL monitoring.
    37
    MIT
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    Browser-based research MCP server that drives a real Chromium browser via patched Playwright to access JavaScript-rendered content, dynamic tables, and login-walled dashboards. It provides tools for visiting URLs to extract DOM text and screenshots, and for performing structured data extraction using Anthropic Claude Sonnet.
    3
    Apache 2.0
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    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