Skip to main content
Glama
93,514 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,477 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Tools or techniques for controlling a browser to test code changes" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    A
    maintenance
    repo-release-tools mcp-server automates the software release process by managing version bumps, changelog generation, and releases. It streamlines repository maintenance by handling repetitive release tasks directly through your AI assistant.
    27
    362 PyPI
    1
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Official MCP server for Shipmail, enabling agents to manage domains, mailboxes, messages, threads, webhooks, and suppressions via natural language.
    100
    266 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Publish Markdown or HTML to a shareable link from your AI assistant, then list, inspect, update or delete your pages. Six tools cover publishing, page management and account usage. Connect through hosted Streamable HTTP with OAuth, or use an API key for headless clients.
    6
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that lets LLM agents autonomously play retro games by driving a real OpalEmu emulator in a Playwright-controlled browser, exposing tools for loading ROMs, controlling buttons, and capturing screenshots.
    6
    5
    AGPL 3.0
  • A
    license
    A
    quality
    F
    maintenance
    MCP server for AI Diagram Maker — generate software engineering diagrams from natural language, code, ASCII diagram, images, or Mermaid. Inline diagram rendering using MCP apps UI and diagram URL in responses. Works with Cursor, Claude Desktop, Claude Code, and any MCP-compatible AI.
    5
    38 npm
    9
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Hermetic memory for AI agents — one Rust binary, one SQLite file, zero network. Recall returns evidence with provenance or abstains: no code path for making things up.
    22
    9
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    MCP server demo by Banco D that shows a loan application interactive widget across six steps, demonstrating three levels of agent visibility (full, result-only, and hidden) per MCP Apps (SEP-1865). It enables users to simulate a loan request with plan selection, PIN authorization, and disbursement while controlling what the agent sees.
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Runs entirely locally to provide calm, animated breathing sessions that open in a browser or as an artifact, with tools for matched or custom sessions, pattern listings, and a breathing-break prompt, while collecting no data.
    3
    143 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to read, reply, send images, and search LINE messages by logging in as a secondary device, without official API or browser.
    41
    20 npm
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A read-only task graph visualizer for Beads projects, running as an MCP server in Claude Desktop or VS Code Copilot to display interactive DAGs, list views, and stats dashboards.
    3
    20 npm
    1
    MIT
  • F
    license
    B
    quality
    B
    maintenance
    Enables AI agents to inspect, interact with, and automate VTable virtual tables and surrounding web UIs through MCP, including trusted clicks, cell reading, drag-and-drop, browser/Playwright control, and interactive UI panels for test case execution.
    37
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables real-time domain registration lookups via RDAP, including availability, expiration, and registrar details, with no API key required. Supports natural language queries like 'is example.com available?' or 'when does example.com expire?'.
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for creating and editing diagrams using draw.io. Allows generating diagrams from Mermaid or XML, searching shapes, and opening them in draw.io for export.
    2
    0
    Apache 2.0
  • F
    license
    A
    quality
    C
    maintenance
    Enables users to draw GIS geometry on an interactive map and get clean, validated GeoJSON to hand off to other GIS MCP servers such as FEMA flood screening and USGS hydrography.
    3
    -
  • A
    license
    A
    quality
    B
    maintenance
    Embeds live, interactive Tableau dashboards in ChatGPT, pushing mark selections to the model so questions about specific data points are answered with live queried numbers.
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Gives Claude read-only access to your ESPN fantasy football team, including roster, weekly matchup, free agents, and player profiles.
    13
    GPL 2.0