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115,330 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
    license
    Not graded
    quality
    D
    maintenance
    Bridges Chrome DevTools with Cursor AI to enable debugging and monitoring, including console logs, network requests, screenshots, and element inspection.
    14 npm
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets coding agents control and inspect a live Chrome browser for reliable automation, in-depth debugging, and performance analysis. Provides access to Chrome DevTools capabilities such as tracing, network inspection, screenshots, and console messages through MCP clients.
    1,924,448 npm
    Apache 2.0
  • A
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    quality
    D
    maintenance
    Lets AI coding assistants control and inspect a live Chrome browser using full Chrome DevTools capabilities for browser automation, debugging, and performance analysis.
    1,924,448 npm
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server for Chrome Enterprise Premium that exposes DLP rules, content detectors, connector policies, browser telemetry, and license management as MCP tools, enabling any MCP-compatible AI agent to inspect and configure a Chrome Enterprise environment.
    25
    33 npm
    12
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables querying real-user Core Web Vitals field measurements — 75th-percentile LCP, INP, and CLS with distributions and ~40 weeks of history — for any origin or page that has enough Chrome traffic.
    416 npm
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
    6
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to explore a PostgreSQL database, run bounded read-only SQL, inspect query plans, test hypothetical indexes, find slow queries, and check database health with compact CSV output.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to monitor and debug browser runtime errors, console logs, and page diagnostics in real time via a Chrome extension and local MCP server.
    4
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI assistants to search agents, triage alerts, review target groups, organizations, and locations, follow scans and tasks, inspect rules and extensions, and—with explicit confirmation—scan or isolate hosts through the Datto EDR API.
    36
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Enables agents to inspect localhost web applications through Chrome DevTools Protocol by listing Chrome targets, attaching to a page, capturing and querying network, console, navigation, and WebSocket events, and managing ephemeral sessions.
    8
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to triage SOC alerts while enforcing a trust firewall across retrieval, memory, and privileged actions. It exposes tools for alerts, logs, memory, and alert actions, with defenses that refuse risky operations in the presence of attacker-controllable content.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables read-only access to Autobase Console projects, clusters, environments, operations, PostgreSQL versions, and extensions through configurable MCP tools. Supports paginated listing and filtering, with limited redacted operation logs and no write or arbitrary execution tools.
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to perform read-only PostgreSQL DBA analysis and monitoring through natural language, covering performance, bloat, locks/deadlocks, autovacuum, and schema inspection across PostgreSQL 12-18 without required extensions.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to perform PostgreSQL database operations and monitoring through natural language, including performance analysis, bloat detection, lock/deadlock monitoring, autovacuum checks, and schema inspection across PostgreSQL 12–18 without extensions.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to perform PostgreSQL database operations and monitoring through natural language, including performance analysis, bloat detection, lock and connection monitoring, autovacuum intelligence, and schema/relationship discovery. Works read-only across PostgreSQL 12-18 with no extensions required, with optional pg_stat_statements and pg_stat_monitor support for advanced query analytics.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables natural-language monitoring and administration of PostgreSQL databases, covering performance analysis, bloat detection, lock and deadlock monitoring, autovacuum intelligence, and schema inspection. It works with PostgreSQL 12-18 and can run without extensions, with optional extensions for advanced query analytics.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to inspect and monitor PostgreSQL databases using natural language, covering performance analysis, bloat detection, lock/deadlock monitoring, autovacuum, schema inspection, and maintenance recommendations across PostgreSQL 12–18 without requiring extensions.
    -