Skip to main content
Glama
81,811 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Accessing a browser programmatically to capture snapshots and logs" matching MCP servers:

GET /v1/servers — MCP directory API reference
  • A
    license
    Not graded
    quality
    A
    maintenance
    CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go standard library only, no API key required.
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.
    28
    AGPL 3.0
  • A
    license
    C
    quality
    A
    maintenance
    SuperDev is a local-first desktop app + MCP server that gives AI coding agents (Claude Code, Codex, Cursor — anything MCP-compatible) access to the runtime: live and historical logs across services, breakpoints in already-running processes (same PID, no restart), real browser control, and DAG deploy pipelines — with human approval and an audit trail on protected writes.
    79
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.
    327
    60
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants and LLMs to query SigNoz observability data (metrics, traces, logs, alerts, dashboards) using natural language.
    118
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for Meshbrow that gives AI agents full browser automation capabilities with stealth anti-detection, enabling natural language control of browser sessions, data extraction, and multi-browser fleets.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A self-hosted MCP server that provides capability packs for AI agents to perform browser, desktop, git, and code actions via schema-validated JSON calls, enabling reliable agentic workflows even with small open-weight models.
    4
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to capture, store, and retrieve durable learnings from projects via MCP tools, providing a queryable memory of product and technical lessons across repos.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provider-neutral MCP server for managing VirtualBox, VMware Fusion, and VMware Workstation, offering tools for VM lifecycle, configuration, snapshots, guest operations, networking, and artifact resolution.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A command-line interface and MCP server for managing and monitoring multiple development services through a unified terminal UI. It enables users to interact with service logs, filter messages, and control development environments directly via Model Context Protocol integration.
  • A
    license
    Not graded
    quality
    B
    maintenance
    Policy-gated MCP server for local-first browser automation, enabling agents to drive isolated Chromium sessions via snapshots, revision-bound refs, typed actuation, scripts, and telemetry receipts.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Manages multiple development services with colored logs, filtering, and MCP integration for Claude Code.
    11
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for Lightpanda headless browser enabling ultra-fast HTML extraction, markdown conversion, and JavaScript execution with 16x lower memory footprint than Chrome.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that lets AI agents read and write a self-hosted TriliumNext knowledge base over its ETAPI, enabling note capture, structured table maintenance, and search.
    5
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to interact with DataDog's observability platform through a standardized interface. Supports monitoring infrastructure, managing events, analyzing logs and metrics, and automating operations like alerts and downtimes.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Bridges AI coding agents with the browser to provide visual debugging, real-time error capture, screenshot capabilities, DOM inspection, and interactive wireframing through a reverse proxy with injected developer tools.
    58
    19
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status.
    345
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables reading and writing MS Excel data, including values, formulas, sheets, tables, and cell formatting, with optional screen capture on Windows.
    12,654
    MIT