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114,573 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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  • 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.
    7,920 npm
    -
  • A
    license
    A
    quality
    B
    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
    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
  • A
    license
    A
    quality
    C
    maintenance
    A high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.
    18
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Local-first memory for AI agents about the people in your life. MCP server + CLI on SQLite. Never phones home.
    41
    29 PyPI
    59
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Playwright browser automation tuned for single-page apps (React/Vue/Angular) — screenshots, form filling, action chains, persistent sessions and 140+ device presets.
    22
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A tab-aware Playwright MCP server that enables multiple agents to operate on different tabs concurrently while sharing a single browser context and login session.
    23
    11 npm
    MIT
  • A
    license
    C
    quality
    A
    maintenance
    An MCP server that provides a stealth-enhanced Playwright browser automation engine with anti-detection features, enabling AI agents to navigate websites, interact with elements, and bypass anti-bot systems.
    24
    173 PyPI
    1
    Apache 2.0
  • A
    license
    D
    quality
    D
    maintenance
    Read-only repository context explorer for coding agents. Provides repository exploration tools via CLI or MCP adapter.
    1
    GPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to control web browsers through Playwright automation, providing 50+ tools for navigation, interaction, testing, accessibility audits, and visual testing across Chromium, Firefox, and WebKit.
    6 npm
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    MCP server that validates AI-generated 1C:Enterprise (BSL) code against the real platform API. Catches unknown enum values, wrong argument counts, and missing type members by parsing the platform syntax-helper (shcntx_ru.hbk) — independent Rust implementation with built-in expression validator.
    31
    -
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that records agent execution metrics and exposes a Context Window Explorer to visualize exactly what entered the model's context window across sessions, tokens, and tool calls.
    8
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides an external context buffer so a local model can maintain session memory across long tasks and search and page through large documents without loading them whole into its limited context window.
    15
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Fantasy Premier League stats and press coverage for AI agents: read-only SQL over FPL player, fixture and gameweek data, plus semantic search over BBC Sport and Guardian articles and FPL injury news. Bring your own PostgreSQL and Pinecone, with bundled ingestion jobs.
    9
    83 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents to reduce token usage by condensing source code into AST skeletons, extracting specific symbols, compressing logs, and estimating token budgets.
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Exposes tools for AI assistants to query a persistent SQLite+FTS5 index of C/C++ symbols parsed from real build commands, enabling sub-millisecond lookup, full-text search, and natural-language explanation without hallucination.
    37
    129 PyPI
    10
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides persistent tool context that survives across Claude Desktop chat sessions, automatically injecting tool-specific rules, syntax preferences, and best practices. Eliminates the need to re-establish context in each new conversation.
    10
    31
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables multiple AI agents to share an append-only context store where they checkpoint work, record failures, claim files, hand off tasks, and recover interrupted sessions. It provides a single-file, multi-process-safe server so the next agent can continue where the last one stopped.
    15
    2,186 npm
    2
    MIT