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114,515 servers. Updated
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
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    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.
    23
    7,880 npm
    5
    -
  • A
    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
    7,880 npm
    3
    MIT
  • F
    license
    B
    quality
    D
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    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
    7,880 npm
    32
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    Provides browser automation capabilities for LLM applications, enabling web page interaction and data extraction via Playwright.
    12
    41 PyPI
    10
    MIT
  • A
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    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.
    15 npm
    MIT
  • A
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    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.
    47 PyPI
    MIT
  • A
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    maintenance
    Enables browser automation via the Model Context Protocol, supporting headless Playwright and extension bridges for controlling existing Chrome and Firefox tabs.
    7,880 npm
    ISC
  • A
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    Enables browser automation and web interaction control through Playwright, allowing Claude Code to navigate, click, fill forms, take screenshots, and manage sessions.
    73 npm
    9
    MIT
  • A
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    quality
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    maintenance
    Enables browser automation for AI assistants via Playwright, supporting multiple browsers, sessions, and tools for web interaction and testing.
    1,581 npm
    MIT
  • F
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    Not graded
    quality
    C
    maintenance
    Enables LLMs to autonomously navigate, type, click, and extract data from web pages using Playwright, without hardcoded selectors.
    7,880 npm
    -
  • A
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    A
    quality
    A
    maintenance
    An MCP server that keeps raw tool output out of the context window by sandboxing and compressing results (about 98% reduction), persisting file edits, git operations, tasks and decisions in SQLite with BM25 retrieval so the agent resumes after compaction, and enforcing routing across 17 platforms via MCP and hooks. It also encourages the model to write scripts that compute answers and log only results instead of reading large data into context.
    10
    30,261 npm
    2
    Elastic 2.0
  • A
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    A
    quality
    A
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    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
  • A
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    A
    quality
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    maintenance
    Enables users to search locally across imported Claude, ChatGPT, and Claude Code conversations and retrieve surrounding turns with citations, while keeping indexing and storage on their own computer.
    2
    Apache 2.0
  • A
    license
    A
    quality
    B
    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
    30,261 npm
    32,999
    Elastic 2.0
  • F
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    Provides official INDEC register designs and methodological rules to AI models, enabling accurate EPH data analysis code (R/Python) without hallucinations.
    6
    1
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  • A
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    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
    64 PyPI
    MIT
  • A
    license
    A
    quality
    D
    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
    F
    maintenance
    A minimal network monitoring MCP tool for Playwright browser automation. Just 5 simple tools to capture, filter, and analyze network traffic during web automation with MCP context efficiency.
    5
    33 npm
    9
    MIT
  • A
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    A
    quality
    C
    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
    61 npm
    67
    Elastic 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Aggregator MCP proxy that collapses N downstream MCP servers into 4 meta-tools with progressive tool discovery, and compresses large tool outputs (HTML→Markdown, JSON summarization) with full-output retrieval via read_more and a per-session token-savings report.
    4
    89 npm
    2
    MIT