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114,972 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 tool for finding errors in the console or browser during frontend development" matching MCP servers:

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  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4
    -
  • A
    license
    A
    quality
    C
    maintenance
    Provides a stable, side-effect-free MCP tool contract that enables AI workflows to be prototyped, demoed, tested, or dry-run without connecting to databases, APIs, files, or other real data sources. It enables swapping in a real data server later without changing the AI-facing interface.
    4
    388 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Transforms design inputs (URLs, screenshots, descriptions) into production-ready React components following G2's Elevate 2.0 design system, providing both an MCP server for Claude Code and a web interface.
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to discover, retrieve, and compare official international development indicators from sources such as the World Bank, FAOSTAT, WHO, UNICEF, and IMF, while preserving source identifiers, units, and citations.
    10
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an Alexa+ host to place and manage customer-care calls by building a case, navigating phone menus, waiting on hold, explaining the issue, guarding sensitive disclosures, handing off identity checks, recording ticket numbers and promises, and scheduling follow-ups.
    131 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Reliable, scalable browser infrastructure for AI agents. Route, pool, and failover across any browser provider. 8 built-in browser tools using raw Chrome CDP - navigate, screenshot, snapshot, interact, evaluate. Zero-config with auto Chrome detection & concurrent sessions support
    378 npm
    19
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Multi-account Google Search Console MCP server enabling AI assistants to query multiple GSC accounts by name in a single session, with support for OAuth and service accounts.
    17
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    A Model Context Protocol server that bridges design and development by giving AI assistants complete access to Figma for extraction, creation, debugging, and bidirectional token sync.
    130
    79,756 npm
    2,634
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Facilitates spec-driven development workflows by providing structured prompts for generating requirements in EARS format, design documents, and implementation code following a systematic approach.
    166 npm
    439
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to observe and act on live browser pages through screenshots, bounded actions, responsive captures, console and network inspection, tab operations, and session management over local stdio or authenticated HTTP.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that implements the 'think' tool, providing Claude with a dedicated space for structured thinking during complex problem-solving tasks to improve reasoning capabilities.
    130
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Model Context Protocol server that bridges design and development, giving AI assistants complete access to Figma for extraction, creation, debugging, and bidirectional token sync.
    79,756 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI clients to search curated, cited knowledge bases built from founders', CEOs', and investors' public talks, essays, and posts, returning passages with source links and dates. It also exposes available source collections via MCP tools so users can ask how those individuals might approach business, product, or growth questions.
    92
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables users to describe an LLM fine-tuning job once and receive VRAM/FLOPs-aware recommendations for the cheapest, fastest, or most balanced GPU options across a dozen cloud providers.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    It enables users to describe an LLM fine-tuning workload once and receive task-aware VRAM/FLOPs estimates plus ranked cheapest, fastest, or balanced GPU recommendations across multiple cloud providers.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    An OAuth-secured remote MCP server (22 tools) that lets Claude, ChatGPT, and Codex search All-In Summit attendee profiles, explore the live agenda, check sessions and meetings, detect scheduling conflicts, and export a calendar. Account-changing actions are only prepared for review, with the user confirming each request in the browser before any event API call is made.
    -
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for Google Search Console API, enabling search performance analysis, URL inspection, sitemap management, and property listing. Supports local, self-hosted, and Cloudflare Workers deployments.
    11
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that enables AI agents to pause and request human approval or information via Slack, Telegram, or macOS dialogs before proceeding with actions.
    2
    15
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    A token-efficient MCP server for Chrome browser automation that uses direct CDP and accessibility-tree-based references for stable element selection across DOM changes.
    25
    149 npm
    19
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to query and analyze Google Search Console data, including search analytics, URL inspection, sitemaps, and property verification, and to perform actions like submitting sitemaps and adding properties through natural language.
    19
    26 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables interaction with Google Maps through a dedicated browser session, supporting searches, directions, map views, and Street View without requiring the Google Maps Platform API.
    24
    MIT