Skip to main content
Glama
91,133 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 3,330 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Understanding Browser Usage and Functionality" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    F
    maintenance
    Implementation of an MCP server for the RAG Web Browser Actor. This Actor serves as a web browser for large language models (LLMs) and RAG pipelines, similar to a web search in ChatGPT.
    23 npm
    207
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    A server that leverages Cloudflare Browser Rendering to extract and process web content for use as context in LLMs, offering tools for fetching pages, searching documentation, extracting structured content, and summarizing content.
    4
    11
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A meta-MCP server that acts as a universal gateway, allowing users to discover and execute tools from thousands of other MCP servers through semantic search. It dynamically loads servers on demand and provides standardized functions for searching, discovering, and running tools across the entire MCP ecosystem.
    6
    -
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that provides Google Search functionality with automatic API key rotation and intelligent quota management, enabling natural language search queries with advanced filtering options.
    1
    12 npm
    1
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.
    1
    70 npm
    243
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables querying Langfuse analytics, cost metrics, and usage data across multiple projects. Provides tools for trace analysis, model/service cost breakdowns, and daily usage trends through natural language queries.
    24
    30 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A client-server browser automation solution that reduces HTML token usage by up to 90% through semantic snapshots, enabling complex web interactions without exhausting AI context windows.
    28
    17 npm
    15
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A server that provides access to Google Gemini AI capabilities including text generation, image analysis, YouTube video analysis, and web search functionality through the MCP protocol.
    6
    58 npm
    4
    ISC
  • A
    license
    C
    quality
    F
    maintenance
    This project is based on the Knowledge Graph Memory Server from the MCP servers repository and retains its core functionality.
    44
    353
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    Provides an MCP protocol interface for interacting with Elasticsearch 7.x databases, supporting comprehensive search functionality including aggregations, highlighting, and sorting.
    3
    11
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to access contextual knowledge from multiple repositories through Sequa's Contextual Knowledge Engine. Provides architecture-aware code understanding and cross-repository context for more accurate, production-ready code generation.
    31 npm
    MIT