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81,024 servers. Updated
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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  • A
    license
    A
    quality
    Not graded
    maintenance
    Enables browser automation through Playwright using accessibility tree snapshots instead of screenshots. Supports web scraping, form interactions, testing, and connecting to existing browser sessions with logged-in accounts.
    22
    23
    9,320
    5
  • F
    license
    A
    quality
    B
    maintenance
    An MCP server that gives Claude direct control of a real browser via Playwright, enabling AI-driven web testing, autonomous test execution, and live failure analysis through natural language.
    8
    9,320
    3
  • F
    license
    B
    quality
    D
    maintenance
    Playwright MCP server enables AI-driven Playwright test generation by allowing interaction with web pages and element inspection. Integrated with IDEs like Cursor, it provides real-time context to enhance test accuracy and efficiency.
    5
    9,320
    32
  • A
    license
    B
    quality
    D
    maintenance
    Provides browser automation capabilities for LLM applications, enabling web page interaction and data extraction via Playwright.
    12
    10
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Token-optimized Playwright MCP server that reduces context window usage by 73.8% by grouping 22 tools into 6 semantic operations, enabling AI assistants to control browsers with minimal token overhead.
    40
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A lightweight MCP server for semantic search over markdown knowledge bases, enabling AI coding agents to index, search, and answer questions from local markdown documents.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables browser automation and web interaction control through Playwright, allowing Claude Code to navigate, click, fill forms, take screenshots, and manage sessions.
    158
    7
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to autonomously navigate, type, click, and extract data from web pages using Playwright, without hardcoded selectors.
    9,320
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.
    11
    17,960
    20,252
    Elastic 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB with vector search, multi-factor scoring, and an LLM-driven consolidation pipeline.
    10
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Provides official INDEC register designs and methodological rules to AI models, enabling accurate EPH data analysis code (R/Python) without hallucinations.
    6
    1
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A local-first MCP server that ingests PDFs, extracts structure, and provides semantic search and sequential navigation tools for AI clients to query and learn from documents.
    10
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides AI assistants with real-time visibility into your codebase's internal libraries, team patterns, naming conventions, and usage frequencies to generate code that matches your team's actual practices.
    11
    135
    61
    Elastic 2.0